1.11.0+cu113
loading CLIP
Checking for missing clip feats. This can be slow the first time.

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Working with z of shape (1, 3, 16, 16, 16) = 12288 dimensions.
[*] VQVAE: weight successfully load from: ./checkpoint/vqvae_threedfront_best.pth
[*] setting ddim_steps=100
[*] create image directory:
/home/lehoangan/LHAN/SteerScene/echoscene_sizefix/code/full_mp/diff_crossattn/images...
[*] shape branch has successfully been restored from: /home/lehoangan/LHAN/SteerScene/echoscene_sizefix/exp_baseline/checkpoint/model2050.pth
[*] GCN and layout branch has successfully been restored from: /home/lehoangan/LHAN/SteerScene/echoscene_sizefix/exp_baseline/checkpoint/model2050.pth
Evaluating 370 sample(s)

Editing Mode - Additions

Editing Mode - Relationship changes

Generation Mode
['MasterBedroom-33296']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

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DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:07,  9.38it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:07,  9.33it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.09it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  8.90it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.41it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.42it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.55it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06,  9.53it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.55it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.51it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.61it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.59it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.72it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05,  9.59it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.54it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.63it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.67it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.65it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.57it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.77it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.57it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.05it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.33it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.33it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.45it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.53it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.44it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.44it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  8.97it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.05it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.51it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.40it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  7.85it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.46it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  8.70it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  8.81it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  7.98it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  7.50it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:03,  6.96it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  7.21it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  7.67it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.48it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.71it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  8.83it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  8.91it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.03it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  9.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.41it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.40it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.48it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  8.43it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  7.34it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  7.78it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.13it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.83it/s]
rendering ['table', 'nightstand', 'chair', 'bed', 'cabinet', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-9404']

0it [00:00, ?it/s]
2it [00:00, 18.26it/s]
6it [00:00, 25.53it/s]
10it [00:00, 29.79it/s]
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1000it [00:40, 24.71it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.16it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.80it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.43it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.55it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.72it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.75it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.70it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.77it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.43it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.55it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.60it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:07,  9.48it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06,  9.85it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.08it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.24it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.39it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.52it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.35it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  8.55it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:06,  8.79it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05,  9.41it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:05,  9.84it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.19it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.42it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04,  9.92it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.01it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.07it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.41it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03,  9.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:03,  9.46it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.35it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.79it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 10.14it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 10.51it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01,  9.63it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.28it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01,  9.40it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01,  9.85it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 10.30it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:01, 10.33it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 10.63it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.76it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.83it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 10.86it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 10.71it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.17it/s]
rendering ['bed', 'wardrobe', 'wardrobe', 'nightstand', 'nightstand', 'tv_stand', 'floor', '_scene_']
['SecondBedroom-30034']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.81it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 13.36it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 13.59it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.79it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.61it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 12.98it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 13.26it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.44it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 13.56it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 13.82it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 13.10it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 12.95it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.60it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.94it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.97it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.62it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.96it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:07,  8.59it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:06,  9.71it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.00it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05,  9.38it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.42it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:06,  8.45it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:07,  7.26it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:06,  7.57it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:05,  9.16it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.29it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:03, 11.25it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 12.00it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 12.50it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.23it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.12it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.46it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 13.01it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 13.22it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 13.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:01, 13.46it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 13.58it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 13.64it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 13.87it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 13.59it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 13.50it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.31it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.93it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.41it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.81it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 13.10it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 12.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.09it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.58it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-6482']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.78it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.59it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.73it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.28it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:09,  9.76it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.13it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.45it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:12,  6.95it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:12,  6.83it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:14,  5.81it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.08it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.07it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:11,  6.70it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.81it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  5.93it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.40it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.08it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  8.96it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:07,  8.90it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  6.88it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:10,  5.92it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:08,  7.34it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  9.10it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:05,  9.62it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.97it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.16it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  7.42it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.18it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:06,  7.72it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:06,  7.59it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.45it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  9.20it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.62it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:03,  9.93it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03, 10.23it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03, 10.39it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03, 10.55it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:02, 10.59it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:02, 10.53it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02, 10.03it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02, 10.21it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02, 10.42it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02, 10.21it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:01,  9.93it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01, 10.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01, 10.31it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01, 10.51it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.90it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.84it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00, 10.03it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00, 10.25it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00, 10.50it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00, 10.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.95it/s]
rendering ['bed', 'chair', 'nightstand', 'table', 'wardrobe', 'lamp', 'floor', '_scene_']
['SecondBedroom-11167']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.44it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.37it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.64it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  8.95it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.20it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.57it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.82it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.21it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.94it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.87it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.06it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.47it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  7.76it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.13it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  8.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.45it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.09it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.52it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.97it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:11,  6.48it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:11,  6.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:10,  6.96it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:09,  7.36it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.74it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:12,  5.44it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:14,  4.55it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:12,  5.18it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:14,  4.42it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:14,  4.29it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:15,  3.97it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:15,  3.91it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:12,  4.78it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:11,  5.41it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.13it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.85it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.40it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:10,  5.55it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:11,  4.64it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:12,  4.19it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:13,  3.90it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:11,  4.50it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:10,  4.96it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:09,  5.25it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:09,  5.32it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.13it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:06,  6.92it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  7.08it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:08,  5.47it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:09,  4.80it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:07,  5.59it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:05,  6.95it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  7.37it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:04,  7.84it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.82it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.59it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.62it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  7.22it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  7.66it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:03,  8.21it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:03,  8.58it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:03,  8.75it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:03,  9.07it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:02,  9.12it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:02,  9.16it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:02,  9.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:02,  9.32it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:02,  9.35it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:02,  9.37it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  9.54it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  9.23it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  9.43it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:01,  9.25it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  8.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:01,  8.60it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:01,  8.84it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  8.95it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  9.22it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  9.21it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  9.43it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  9.41it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:00,  9.35it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:00,  8.56it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  8.70it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  8.88it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.34it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.63it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.89it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.96it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  8.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  8.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.98it/s]
rendering ['bed', 'cabinet', 'table', 'lamp', 'lamp', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-27127']

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969it [00:37, 28.82it/s]
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994it [00:38, 22.35it/s]
997it [00:38, 21.19it/s]
1000it [00:39, 25.63it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 12.05it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 12.00it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.63it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.59it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.91it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.25it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.67it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:11,  7.20it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:13,  6.36it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:14,  5.76it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:13,  6.16it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:12,  6.47it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  6.82it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.21it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  8.68it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:07,  9.63it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:06, 10.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:06, 10.84it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 11.04it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 11.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.52it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:05, 11.51it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:05, 10.30it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.66it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.74it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.29it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:04, 10.74it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 11.10it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  8.38it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:06,  6.99it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:07,  6.39it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  7.73it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.76it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.65it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.69it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03, 11.05it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.04it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 10.49it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02,  9.68it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02,  9.47it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.02it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.92it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.52it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01,  9.98it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.43it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 10.58it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 10.95it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 11.35it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 11.47it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.52it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.41it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 10.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.57it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'desk', 'floor', '_scene_']
['MasterBedroom-75552']

0it [00:00, ?it/s]
4it [00:00, 32.84it/s]
8it [00:00, 28.07it/s]
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901it [00:34, 25.85it/s]
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928it [00:35, 30.62it/s]
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939it [00:35, 21.13it/s]
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949it [00:35, 23.46it/s]
953it [00:36, 26.32it/s]
957it [00:36, 27.46it/s]
961it [00:36, 29.51it/s]
965it [00:36, 30.79it/s]
969it [00:36, 31.77it/s]
973it [00:36, 32.49it/s]
977it [00:36, 32.43it/s]
981it [00:36, 33.26it/s]
985it [00:37, 29.47it/s]
989it [00:37, 27.00it/s]
993it [00:37, 28.76it/s]
997it [00:37, 30.60it/s]
1000it [00:37, 26.60it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.68it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:08, 11.02it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:07, 12.52it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:08, 11.21it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:08, 10.62it/s]
DDIM Sampler:  11%|█         | 11/100 [00:00<00:07, 11.62it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:07, 11.25it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:07, 12.09it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:07, 11.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:06, 12.29it/s]
DDIM Sampler:  21%|██        | 21/100 [00:01<00:06, 13.14it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:01<00:05, 13.28it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:06, 12.48it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:06, 11.66it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:05, 12.66it/s]
DDIM Sampler:  31%|███       | 31/100 [00:02<00:05, 13.44it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:02<00:04, 14.19it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.99it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06, 10.08it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:05, 10.62it/s]
DDIM Sampler:  41%|████      | 41/100 [00:03<00:05, 11.75it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:03<00:04, 12.77it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:03<00:04, 13.05it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:03<00:03, 13.92it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:03, 14.27it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:03, 14.66it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:04<00:03, 15.01it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:04<00:02, 15.25it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:04<00:02, 15.35it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:04<00:02, 15.38it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:04<00:02, 15.68it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:04<00:02, 15.78it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:05<00:02, 15.64it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:05<00:02, 15.84it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:05<00:01, 15.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:05<00:01, 15.63it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:05<00:01, 15.87it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:05<00:01, 14.22it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:05<00:01, 14.77it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:05<00:01, 15.00it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:06<00:01, 15.14it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:06<00:01, 15.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:06<00:00, 15.52it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:06<00:00, 15.58it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:06<00:00, 15.42it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:06<00:00, 15.52it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:06<00:00, 14.95it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:06<00:00, 15.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:07<00:00, 15.35it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:07<00:00, 10.54it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.28it/s]
rendering ['bed', 'wardrobe', 'lamp', 'floor', '_scene_']
['SecondBedroom-19119']

0it [00:00, ?it/s]
4it [00:00, 31.29it/s]
8it [00:00, 31.82it/s]
12it [00:00, 32.55it/s]
16it [00:00, 32.46it/s]
20it [00:00, 32.94it/s]
24it [00:00, 33.03it/s]
28it [00:00, 33.18it/s]
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36it [00:01, 27.58it/s]
40it [00:01, 29.13it/s]
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52it [00:01, 28.26it/s]
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60it [00:01, 29.99it/s]
64it [00:02, 31.00it/s]
68it [00:02, 31.28it/s]
72it [00:02, 31.49it/s]
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80it [00:02, 30.25it/s]
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829it [00:31, 32.00it/s]
833it [00:31, 31.62it/s]
837it [00:31, 31.99it/s]
841it [00:31, 31.69it/s]
845it [00:31, 32.30it/s]
849it [00:31, 32.58it/s]
853it [00:31, 32.61it/s]
857it [00:32, 33.12it/s]
861it [00:32, 32.95it/s]
865it [00:32, 33.20it/s]
869it [00:32, 26.01it/s]
873it [00:32, 27.69it/s]
877it [00:32, 29.12it/s]
881it [00:32, 30.21it/s]
885it [00:33, 31.17it/s]
889it [00:33, 32.02it/s]
893it [00:33, 28.74it/s]
896it [00:33, 28.56it/s]
899it [00:33, 26.32it/s]
902it [00:33, 24.26it/s]
905it [00:33, 23.87it/s]
908it [00:34, 21.95it/s]
912it [00:34, 25.06it/s]
916it [00:34, 27.19it/s]
920it [00:34, 28.82it/s]
923it [00:34, 24.88it/s]
927it [00:34, 27.06it/s]
930it [00:34, 21.14it/s]
933it [00:35, 20.47it/s]
937it [00:35, 23.46it/s]
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945it [00:35, 28.25it/s]
949it [00:35, 29.41it/s]
953it [00:35, 30.71it/s]
957it [00:35, 31.74it/s]
961it [00:35, 32.42it/s]
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969it [00:36, 32.80it/s]
973it [00:36, 31.36it/s]
977it [00:36, 30.50it/s]
981it [00:36, 31.15it/s]
985it [00:36, 25.85it/s]
988it [00:36, 23.19it/s]
992it [00:37, 25.53it/s]
996it [00:37, 27.39it/s]
1000it [00:37, 28.95it/s]
1000it [00:37, 26.80it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.61it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.27it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.02it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.86it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.77it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.51it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:08, 10.14it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:07, 10.72it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:07, 10.87it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:07, 10.90it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:07, 10.07it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.44it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:09,  7.50it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:09,  7.53it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  6.94it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.42it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.48it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.44it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.83it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.74it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.61it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06, 10.14it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 10.86it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05, 11.15it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.46it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05, 10.09it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.69it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.52it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  8.06it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:07,  6.50it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:09,  4.94it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:10,  4.25it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:10,  4.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:09,  4.40it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:06,  6.03it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:06,  6.63it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:06,  5.63it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:06,  5.99it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:06,  5.47it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:06,  5.95it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:06,  5.50it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  7.31it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:04,  7.53it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:04,  7.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  7.52it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.99it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.62it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:02,  8.81it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.84it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.79it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:01, 10.59it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 10.96it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01, 11.24it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01, 11.46it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01, 11.60it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:00, 11.63it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 11.10it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00, 11.13it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00, 11.50it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00, 11.48it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00, 11.45it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.71it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'tv_stand', 'lamp', 'floor', '_scene_']
['Bedroom-2719']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.07it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.83it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.91it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.95it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.89it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  5.96it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:16,  5.37it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:17,  4.92it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:18,  4.66it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:19,  4.45it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:19,  4.27it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:19,  4.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.80it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.62it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:15,  5.13it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:16,  4.79it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:17,  4.48it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:17,  4.34it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:17,  4.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:17,  4.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:17,  4.08it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:17,  4.03it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:16,  4.36it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:11,  6.01it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:09,  7.30it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:09,  7.15it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:10,  6.17it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:08,  7.41it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:07,  8.42it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:06,  9.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:06,  9.09it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:07,  7.17it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:07,  7.22it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.46it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:07,  6.97it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:06,  8.36it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:05,  9.04it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:04,  9.65it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:04,  9.93it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:04, 10.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:04, 10.46it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:03, 10.49it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:03, 10.64it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:03, 10.56it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:03, 10.78it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:02, 10.83it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:02, 10.94it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:02, 10.81it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:02, 10.87it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:02, 10.84it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02, 10.72it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:01, 10.79it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:01, 10.84it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01, 10.80it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01, 10.72it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01, 10.77it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:00, 10.79it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00, 10.82it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00, 10.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00, 10.64it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00, 10.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.75it/s]
rendering ['chair', 'bookshelf', 'table', 'bed', 'lamp', 'chair', 'floor', '_scene_']
['Bedroom-430']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 14.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 14.01it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 14.05it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 14.01it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.90it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 14.03it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 13.87it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.85it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 13.83it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 13.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 13.77it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 13.90it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 13.74it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 13.77it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.75it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.43it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.40it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.51it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:05, 12.07it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.51it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.91it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 13.16it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 13.25it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.31it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 12.55it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:03<00:03, 12.39it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.41it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.25it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.94it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 10.49it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:03, 11.42it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.82it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.60it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.17it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:03,  8.75it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:03,  7.35it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:03,  7.41it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:04,  6.40it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:03,  6.86it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:06<00:03,  6.32it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  7.89it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:02,  9.20it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01,  9.37it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 10.33it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01,  7.94it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01,  7.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:01,  6.89it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:01,  6.97it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:01,  6.20it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:01,  6.28it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00,  6.89it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00,  6.09it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00,  6.29it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00,  7.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00,  9.56it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.18it/s]
rendering ['bed', 'table', 'table', 'lamp', 'floor', '_scene_']
['MasterBedroom-18415']

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1000it [00:36, 27.39it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.88it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.93it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.03it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09, 10.19it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.58it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.88it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.92it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.83it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.02it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.53it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.52it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.56it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:13,  5.81it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:15,  5.24it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:15,  5.12it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:13,  5.78it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.26it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.37it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.96it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.20it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.62it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:06,  9.80it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06, 10.17it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06, 10.23it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.53it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.58it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.97it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  8.11it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.97it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.53it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.81it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 10.05it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:04,  9.76it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04, 10.19it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04, 10.30it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.05it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.18it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.00it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03,  9.52it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.99it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03, 10.12it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.73it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.70it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02,  9.56it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.20it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.36it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:03,  6.90it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:03,  6.06it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:04,  5.42it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:03,  5.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:03,  5.53it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:03,  6.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  6.39it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  7.55it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  7.76it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.54it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.20it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.69it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00, 10.03it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00, 10.23it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.48it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.56it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'tv_stand', 'lamp', 'floor', '_scene_']
['SecondBedroom-1145']

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1000it [00:39, 25.42it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.79it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.59it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.76it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.89it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.89it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.51it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08, 10.05it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:07, 11.11it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:06, 11.91it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:06, 12.63it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:05, 12.92it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:06, 12.48it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:06, 11.07it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:06, 11.73it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:05, 12.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:05, 12.83it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:04, 13.07it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:04, 13.29it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:04, 12.53it/s]
DDIM Sampler:  41%|████      | 41/100 [00:03<00:04, 12.85it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:04, 11.47it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:04, 12.08it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:04, 10.86it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:04, 11.14it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:04, 11.82it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:04<00:03, 12.40it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:03, 12.80it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:03, 12.92it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:03, 12.10it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 11.99it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:05<00:02, 12.40it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:05<00:02, 12.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:05<00:02, 12.88it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 11.89it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 11.07it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.32it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:06<00:02, 10.68it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:06<00:02, 11.47it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 12.02it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 11.03it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01, 11.73it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 12.21it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:07<00:01, 12.68it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:07<00:00, 13.06it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 13.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 13.30it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00, 12.52it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:08<00:00, 11.68it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:08<00:00, 11.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.39it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-2787']

0it [00:00, ?it/s]
2it [00:00,  8.72it/s]
3it [00:00,  8.61it/s]
7it [00:00, 17.96it/s]
11it [00:00, 23.57it/s]
15it [00:00, 26.86it/s]
19it [00:00, 29.05it/s]
23it [00:00, 30.28it/s]
27it [00:01, 31.53it/s]
31it [00:01, 31.94it/s]
35it [00:01, 32.45it/s]
39it [00:01, 32.68it/s]
43it [00:01, 33.25it/s]
47it [00:01, 33.13it/s]
51it [00:01, 33.38it/s]
55it [00:01, 33.49it/s]
59it [00:02, 22.98it/s]
63it [00:02, 25.45it/s]
67it [00:02, 23.90it/s]
70it [00:02, 20.06it/s]
74it [00:02, 23.04it/s]
78it [00:02, 25.78it/s]
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442it [00:17, 25.01it/s]
445it [00:17, 22.81it/s]
449it [00:17, 25.86it/s]
453it [00:17, 28.06it/s]
456it [00:17, 24.87it/s]
460it [00:18, 27.38it/s]
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572it [00:22, 31.21it/s]
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580it [00:22, 32.34it/s]
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713it [00:27, 26.11it/s]
716it [00:27, 18.36it/s]
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722it [00:27, 18.96it/s]
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810it [00:31, 28.18it/s]
814it [00:32, 21.35it/s]
817it [00:32, 20.45it/s]
820it [00:32, 18.35it/s]
823it [00:32, 14.89it/s]
825it [00:32, 14.59it/s]
827it [00:33, 13.62it/s]
831it [00:33, 17.82it/s]
834it [00:33, 17.76it/s]
838it [00:33, 21.64it/s]
842it [00:33, 24.90it/s]
845it [00:33, 23.93it/s]
848it [00:34, 19.71it/s]
852it [00:34, 23.13it/s]
856it [00:34, 25.29it/s]
860it [00:34, 27.64it/s]
864it [00:34, 29.59it/s]
868it [00:34, 28.98it/s]
872it [00:34, 30.60it/s]
876it [00:35, 25.41it/s]
879it [00:35, 23.63it/s]
883it [00:35, 25.61it/s]
887it [00:35, 24.26it/s]
890it [00:35, 22.77it/s]
893it [00:35, 21.79it/s]
897it [00:35, 24.53it/s]
901it [00:36, 26.82it/s]
905it [00:36, 28.89it/s]
908it [00:36, 28.07it/s]
911it [00:36, 20.59it/s]
915it [00:36, 23.83it/s]
919it [00:36, 26.56it/s]
923it [00:36, 28.73it/s]
927it [00:37, 26.11it/s]
930it [00:37, 22.68it/s]
934it [00:37, 25.37it/s]
937it [00:37, 23.57it/s]
940it [00:37, 24.46it/s]
944it [00:37, 26.12it/s]
947it [00:37, 26.31it/s]
951it [00:37, 28.34it/s]
955it [00:38, 30.22it/s]
959it [00:38, 31.68it/s]
963it [00:38, 32.85it/s]
967it [00:38, 28.11it/s]
971it [00:38, 30.05it/s]
975it [00:38, 31.41it/s]
979it [00:38, 30.06it/s]
983it [00:38, 31.56it/s]
987it [00:39, 32.27it/s]
991it [00:39, 32.64it/s]
995it [00:39, 33.54it/s]
999it [00:39, 30.46it/s]
1000it [00:39, 25.29it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.26it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  7.75it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:12,  7.47it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09, 10.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:07, 11.64it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:07, 12.60it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:07, 11.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:07, 12.06it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:06, 12.62it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:06, 13.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:07, 11.55it/s]
DDIM Sampler:  21%|██        | 21/100 [00:01<00:06, 11.82it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:06, 11.64it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:06, 10.93it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:06, 11.76it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:05, 12.45it/s]
DDIM Sampler:  31%|███       | 31/100 [00:02<00:05, 12.33it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:02<00:05, 11.46it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:05, 12.21it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:05, 11.74it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:04, 12.46it/s]
DDIM Sampler:  41%|████      | 41/100 [00:03<00:04, 11.84it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:03<00:04, 11.78it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:03<00:04, 11.96it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:03<00:04, 12.60it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:03, 13.01it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:04, 10.34it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:04<00:04, 10.52it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:04<00:03, 11.45it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:04<00:03, 11.47it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:03, 12.21it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 12.17it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:05<00:02, 12.45it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:05<00:02, 12.96it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:05<00:02, 12.50it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:05<00:02, 12.38it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 11.47it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.14it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:06<00:02, 11.90it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:06<00:02,  7.98it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  7.34it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:02,  7.36it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:02,  6.67it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:02,  6.13it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:02,  6.32it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:02,  5.97it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01,  7.54it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:01,  9.08it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00,  9.10it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.23it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 10.42it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 11.40it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.59it/s]
rendering ['bed', 'nightstand', 'desk', 'lamp', 'floor', '_scene_']
['Bedroom-87322']

0it [00:00, ?it/s]
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1000it [00:39, 25.50it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.68it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.70it/s]
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DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  8.84it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.26it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.35it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  7.73it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.57it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.02it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.77it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.49it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.97it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  8.77it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:09,  7.62it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.46it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.33it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.68it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  7.92it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.69it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.03it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.00it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  9.22it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.01it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  7.84it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  8.73it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:08,  5.84it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:08,  6.22it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:07,  6.95it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:06,  7.20it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:06,  7.83it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.37it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:06,  7.05it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  7.53it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.10it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  7.52it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:05,  8.05it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:07,  5.25it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:06,  6.03it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:05,  6.84it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  7.54it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  7.21it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  7.69it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  7.67it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  7.24it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:05,  6.18it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:06,  5.05it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:06,  4.78it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:06,  4.22it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:07,  3.91it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:06,  4.36it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:04,  5.89it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:04,  5.75it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  6.45it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  6.97it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.10it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  6.91it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  8.03it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01,  8.43it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.04it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.58it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.63it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  7.65it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  7.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.20it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  8.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:00,  9.00it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  8.40it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  6.35it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  6.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  6.05it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  5.87it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  6.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  6.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.49it/s]
rendering ['bed', 'nightstand', 'chair', 'wardrobe', 'tv_stand', 'lamp', 'lamp', 'floor', '_scene_']
['Bedroom-68718']

0it [00:00, ?it/s]
3it [00:00, 28.71it/s]
6it [00:00, 22.33it/s]
10it [00:00, 27.50it/s]
14it [00:00, 30.33it/s]
18it [00:00, 31.85it/s]
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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  7.91it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.09it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.99it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:10,  8.96it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:08, 10.07it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:08, 10.06it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.70it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:07, 10.46it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:08,  9.47it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.24it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.03it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.53it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.08it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.94it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.62it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.67it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.36it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.30it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06,  9.65it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.16it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.76it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 11.10it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.57it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.98it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:05,  9.45it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:06,  7.73it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  8.36it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.37it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.36it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:04,  9.15it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:04, 10.16it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.71it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:05,  6.92it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:05,  6.59it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:06,  5.55it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:07,  4.85it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:06,  5.33it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:06,  4.71it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:06,  4.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:06,  4.33it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:06,  4.20it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:06,  4.12it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:06,  4.02it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:04,  5.69it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:03,  5.93it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  7.45it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  6.84it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  6.74it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:03,  5.05it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:03,  4.75it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:03,  4.90it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  5.66it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:02,  6.50it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  7.56it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  7.56it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.87it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  9.82it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  9.59it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00, 10.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00, 10.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.01it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'lamp', 'floor', '_scene_']
['SecondBedroom-35821']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.39it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:12,  7.64it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.87it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.27it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.24it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.76it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.44it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.22it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.83it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.20it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:07,  9.69it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.63it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07, 10.09it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.64it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.09it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06,  9.74it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.46it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06, 10.04it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06, 10.08it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.50it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.10it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.09it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05,  9.77it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.15it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.75it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05, 10.25it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 10.01it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.32it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.35it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.86it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04, 10.20it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.24it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.01it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.00it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:05,  7.04it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  7.86it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:04,  6.97it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:04,  7.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:04,  6.92it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  8.04it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  6.56it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:04,  5.87it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:04,  5.60it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:04,  4.90it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:04,  5.43it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:03,  5.61it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  6.84it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.05it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.25it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.96it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.79it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.01it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.78it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00, 10.28it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  9.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00, 10.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.68it/s]
rendering ['bed', 'nightstand', 'nightstand', 'tv_stand', 'lamp', 'chair', 'floor', '_scene_']
['Bedroom-18055']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.21it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.88it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.76it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.86it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.51it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.93it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.49it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.78it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:11,  6.92it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  7.84it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:09,  7.65it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.91it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  8.03it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.50it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.55it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.42it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  6.98it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:10,  6.22it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.53it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:08,  7.71it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  7.78it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  8.90it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.88it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.37it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.02it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  8.98it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  8.80it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  8.86it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:04,  9.65it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  9.11it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  9.06it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.72it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.47it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.44it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 10.06it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03, 10.41it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.95it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.61it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.09it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  9.19it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02,  9.75it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.87it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.19it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  8.69it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  9.34it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.20it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.75it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.15it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.58it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.52it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  9.31it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.14it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  8.84it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  8.82it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  8.71it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  7.70it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  7.20it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  7.51it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.77it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'lamp', 'lamp', 'floor', '_scene_']
['SecondBedroom-19262']

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1000it [00:36, 27.30it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 13.54it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.64it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.41it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.07it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 13.20it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.99it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.39it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 13.59it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.25it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 11.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.40it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.50it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.81it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.27it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.06it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:04, 12.68it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.04it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.87it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.38it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.15it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.85it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.71it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.39it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.90it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.53it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.93it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.52it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:02, 13.02it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 13.03it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:03, 11.18it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:03, 10.17it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 10.95it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.41it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.95it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.44it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 12.44it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.95it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 13.26it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 11.28it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 12.05it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.66it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 10.96it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.79it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.46it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.43it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.58it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 13.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.13it/s]
rendering ['bed', 'tv_stand', 'wardrobe', 'lamp', 'floor', '_scene_']
['Bedroom-12864']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.58it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.58it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:08, 10.68it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:08, 10.88it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:08, 10.99it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:08, 11.08it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:08, 10.60it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08, 10.28it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:07, 10.40it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:08,  9.84it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.70it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.71it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.11it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.45it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.04it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:07,  9.70it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.37it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.87it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.16it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.71it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.69it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  8.72it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05,  9.58it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.80it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.47it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.98it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.51it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04,  9.66it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:04,  9.32it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:03, 10.05it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 10.06it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:03, 10.32it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 10.89it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:02,  9.76it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.87it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 10.52it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02, 10.80it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 10.90it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 11.33it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 11.11it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 11.42it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 10.60it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.09it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00,  9.87it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.51it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.27it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 10.84it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 11.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.28it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-266050']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.51it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 13.58it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 13.43it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 13.28it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.36it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 13.20it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.04it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.42it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.83it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 13.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 13.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 13.47it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.71it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 13.06it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 13.27it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 13.40it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 13.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 13.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 13.35it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 13.48it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 13.57it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.15it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 11.99it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:04, 12.11it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.48it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.65it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 13.01it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:04,  8.98it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:06,  6.62it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:06,  5.83it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:06,  5.52it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:05<00:06,  5.30it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:05,  6.93it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:03,  8.46it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:03,  9.76it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 10.79it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.66it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:06<00:02, 12.03it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:06<00:01, 12.58it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 12.95it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 12.97it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01, 12.90it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 13.19it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:07<00:00, 13.25it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:07<00:00, 13.57it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00,  9.57it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 10.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00, 10.69it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:08<00:00, 11.35it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:08<00:00,  9.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.13it/s]
rendering ['sofa', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-12352']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 13.03it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.84it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.75it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.82it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.75it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 12.69it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.65it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.64it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.71it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.02it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.21it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 11.95it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.74it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.98it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.35it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.42it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:04, 12.46it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.49it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.54it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.59it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.71it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.60it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.30it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.25it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.35it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.45it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.26it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.38it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.47it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.54it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.56it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.55it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.55it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.28it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.30it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02,  9.72it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:02, 10.46it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 10.00it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 10.68it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01,  9.51it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01,  9.94it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 10.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.17it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.57it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.05it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 12.20it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.43it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.94it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-7894']

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915it [00:33, 30.49it/s]
919it [00:33, 30.36it/s]
923it [00:33, 30.19it/s]
927it [00:33, 30.24it/s]
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935it [00:34, 30.54it/s]
939it [00:34, 30.40it/s]
943it [00:34, 30.13it/s]
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951it [00:34, 30.04it/s]
955it [00:34, 29.92it/s]
958it [00:34, 29.88it/s]
961it [00:34, 29.80it/s]
965it [00:35, 29.91it/s]
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973it [00:35, 29.99it/s]
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988it [00:35, 29.56it/s]
991it [00:36, 29.59it/s]
995it [00:36, 29.88it/s]
999it [00:36, 29.93it/s]
1000it [00:36, 27.55it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.37it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.39it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.39it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.07it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.77it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.19it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.50it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.74it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.47it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  7.82it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:10,  7.20it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:09,  7.51it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:08,  8.77it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:07,  9.72it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.42it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.95it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:08,  8.06it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:09,  6.92it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:08,  7.35it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  8.75it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.21it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  8.30it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.44it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.28it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.87it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 11.02it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  8.73it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.05it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:07,  5.99it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:08,  4.99it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:08,  4.88it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:08,  4.80it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:07,  5.63it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:07,  5.11it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:08,  4.24it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:09,  3.73it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:10,  3.42it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:10,  3.45it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:09,  3.40it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:10,  3.21it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:10,  3.08it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:10,  2.98it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:10,  2.92it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:09,  2.91it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:06,  4.02it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:06,  4.16it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:05,  4.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:05,  4.37it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:05,  4.44it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:04,  4.51it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:04,  5.04it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.94it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  8.42it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:01,  9.60it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01, 10.50it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:00, 11.12it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:00, 11.62it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00, 12.00it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00, 12.20it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00, 12.32it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00, 12.52it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.15it/s]
rendering ['bed', 'nightstand', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-118594']

0it [00:00, ?it/s]
3it [00:00, 29.90it/s]
7it [00:00, 30.58it/s]
11it [00:00, 30.35it/s]
15it [00:00, 30.16it/s]
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901it [00:31, 31.19it/s]
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913it [00:31, 31.07it/s]
917it [00:31, 31.01it/s]
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977it [00:33, 31.22it/s]
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985it [00:33, 31.60it/s]
989it [00:33, 31.33it/s]
993it [00:34, 31.08it/s]
997it [00:34, 31.01it/s]
1000it [00:34, 29.20it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.83it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.95it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.81it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.88it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.06it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 12.93it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.96it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.87it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 13.06it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.88it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.96it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 12.84it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.94it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.80it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.89it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.40it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 10.76it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.09it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.63it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.92it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.23it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.56it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:03, 12.57it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.85it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.93it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.90it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.92it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.81it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 12.89it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.31it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.78it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 10.71it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 11.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 11.85it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 12.52it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 13.04it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 13.32it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.92it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.71it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.57it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 12.49it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.40it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.31it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.45it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.31it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 12.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.37it/s]
rendering ['lamp', 'bed', 'bookshelf', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-6399']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.22it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.16it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.11it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 11.10it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.17it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.12it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.09it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 11.17it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.16it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.12it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.21it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.21it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 11.16it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 11.10it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  8.91it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06,  9.49it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:06,  9.95it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.51it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.94it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.27it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.56it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.72it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.75it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:05,  8.73it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04,  9.24it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:04,  9.72it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03,  9.94it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.24it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.47it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.65it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.88it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.93it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.95it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 11.14it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:01, 11.14it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 11.11it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.96it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.75it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.87it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.20it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00,  8.47it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00,  9.16it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00,  9.74it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.13it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.38it/s]
rendering ['wardrobe', 'bed', 'table', 'chair', 'lamp', 'floor', '_scene_']
['SecondBedroom-52584']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 13.98it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 13.89it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.58it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 13.05it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.34it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 13.49it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 13.58it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.67it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 13.78it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 13.79it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 13.78it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.42it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 12.86it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 13.15it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 13.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 13.56it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 13.63it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 13.68it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 13.71it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:04, 13.76it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 13.77it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 13.77it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:03, 13.77it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:03, 13.79it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 13.78it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:03<00:03, 13.78it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:03<00:03, 13.79it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 13.80it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 13.78it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:02, 13.80it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 13.87it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:04<00:02, 13.85it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:04<00:02, 13.82it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:04<00:02, 13.80it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 13.78it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 13.77it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:01, 13.77it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:05<00:01, 13.77it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:05<00:01, 13.78it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:05<00:01, 13.78it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 13.78it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 13.77it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 13.76it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 13.76it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:06<00:00, 13.73it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:06<00:00, 13.74it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:06<00:00, 13.75it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 13.76it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 13.76it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.75it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.65it/s]
rendering ['lamp', 'bed', 'table', 'floor', '_scene_']
['SecondBedroom-860']

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1000it [00:37, 26.35it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.47it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.45it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.27it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.35it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.41it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 11.30it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.36it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.46it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.35it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.38it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 11.25it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.33it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.37it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.24it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.28it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.33it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.42it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.29it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05,  9.19it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:05,  8.61it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:06,  7.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:07,  6.96it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  8.18it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.11it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:04,  9.72it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:04, 10.16it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 10.54it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:05<00:03, 10.72it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 10.90it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:02, 11.11it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 11.24it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 11.15it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.24it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 11.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02, 11.25it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 11.31it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 11.47it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01, 11.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 11.34it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 11.34it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 11.26it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 11.28it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00, 11.19it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:08<00:00, 11.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 11.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.82it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-514']

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4it [00:00, 34.43it/s]
8it [00:00, 34.81it/s]
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16it [00:00, 35.05it/s]
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993it [00:30, 22.44it/s]
997it [00:30, 25.55it/s]
1000it [00:30, 32.39it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:05, 16.71it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:05, 16.65it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:05, 16.63it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:05, 16.61it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:05, 16.59it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:05, 16.59it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:00<00:05, 16.59it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.69it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 14.43it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 15.05it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 13.43it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:08,  8.89it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.45it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:09,  7.40it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:09,  7.51it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:09,  7.38it/s]
DDIM Sampler:  31%|███       | 31/100 [00:02<00:09,  7.49it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.56it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06, 10.37it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:05, 11.87it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:04, 13.06it/s]
DDIM Sampler:  41%|████      | 41/100 [00:03<00:04, 13.99it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:03<00:03, 14.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:03<00:03, 15.25it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:03<00:03, 15.65it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:03<00:03, 15.91it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:03, 16.12it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:04<00:02, 16.26it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:04<00:02, 16.37it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:04<00:02, 16.45it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:04<00:02, 16.51it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:04<00:02, 16.55it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:04<00:02, 16.56it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:04<00:02, 16.55it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:05<00:01, 16.54it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:05<00:01, 16.55it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:05<00:01, 16.56it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:05<00:01, 16.56it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:05<00:01, 16.57it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:05<00:01, 16.58it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:05<00:01, 16.59it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:05<00:01, 16.60it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:06<00:01, 16.58it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:06<00:00, 16.56it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:06<00:00, 16.51it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:06<00:00, 16.51it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:06<00:00, 16.48it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:06<00:00, 16.47it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:06<00:00, 16.48it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:06<00:00, 16.50it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:07<00:00, 16.52it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 14.12it/s]
rendering ['nightstand', 'bed', 'lamp', 'floor', '_scene_']
['SecondBedroom-11204']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.54it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.55it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.71it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.00it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.84it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.36it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.27it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.60it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:08,  9.11it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07,  9.96it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.63it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.54it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.82it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:09,  7.48it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:10,  6.66it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:09,  6.93it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  8.06it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:08,  7.21it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.57it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.59it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05,  9.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:07,  6.99it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:07,  7.39it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.62it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.12it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:03, 10.75it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 11.23it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 11.60it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 11.86it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.72it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 11.20it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 11.54it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 11.79it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 11.97it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:01, 12.13it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02,  9.29it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:03,  6.32it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:03,  5.87it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:03,  5.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:03,  5.07it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:02,  5.37it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:02,  6.96it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  8.30it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  7.85it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.11it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.14it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.38it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.28it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  8.50it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  6.95it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.98it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'table', 'chair', 'floor', '_scene_']
['MasterBedroom-4089']

0it [00:00, ?it/s]
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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.77it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.42it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.19it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.04it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  8.36it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.55it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.42it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.03it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.48it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 11.80it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:06, 12.04it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:06, 12.19it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 12.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.39it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.44it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.48it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.51it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 12.54it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 12.56it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.37it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.23it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.10it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.38it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.71it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.95it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.13it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.06it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.16it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.93it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.37it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.68it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.92it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.99it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.86it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 11.76it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.92it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 12.10it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.22it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:02, 10.99it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 11.43it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.74it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.97it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 12.13it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.33it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 12.39it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 12.44it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 12.46it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.48it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.49it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.56it/s]
rendering ['wardrobe', 'nightstand', 'nightstand', 'bed', 'lamp', 'floor', '_scene_']
['MasterBedroom-21684']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.91it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.78it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.75it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  8.74it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.70it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.76it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.75it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.80it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  8.04it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  6.85it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:16,  5.45it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:14,  6.19it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  6.74it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.60it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:16,  5.14it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:14,  5.83it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.29it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:16,  4.77it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:22,  3.48it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:24,  3.16it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:23,  3.25it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:23,  3.29it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:18,  4.01it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:15,  4.78it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:14,  4.89it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  5.13it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.53it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:11,  6.22it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:10,  6.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.42it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:12,  5.47it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  4.77it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:14,  4.62it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:13,  4.61it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.35it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:10,  6.08it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.66it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:08,  7.19it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:07,  7.57it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:07,  7.89it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:07,  8.12it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:06,  8.26it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:06,  8.45it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:06,  8.45it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:06,  8.57it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:06,  8.54it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:05,  8.65it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:05,  8.60it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:05,  8.71it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:05,  8.67it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:05,  8.74it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:05,  8.68it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:05,  8.71it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:05,  8.70it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:04,  8.71it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:04,  8.72it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:04,  8.69it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:04,  8.74it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:04,  8.66it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:04,  8.73it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:04,  8.64it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:04,  8.72it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  8.64it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:03,  8.73it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:03,  8.75it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:03,  8.80it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:03,  8.73it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:03,  8.73it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:03,  8.70it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  8.70it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  8.71it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:02,  8.69it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:02,  8.77it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:02,  8.67it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:02,  8.72it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:02,  8.63it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  8.70it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  8.62it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  8.71it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  8.61it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:01,  8.68it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:01,  8.61it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:01,  8.71it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  8.62it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  8.69it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  8.61it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  8.69it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  8.61it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  8.69it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:00,  8.60it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  8.68it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  8.64it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  8.78it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  8.70it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  8.72it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  8.69it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  8.69it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  8.69it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.16it/s]
rendering ['bed', 'nightstand', 'cabinet', 'wardrobe', 'nightstand', 'chair', 'lamp', 'floor', '_scene_']
['SecondBedroom-8497']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.96it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.86it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.83it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.96it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.08it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 13.00it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.85it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.82it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.84it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.79it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.72it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.67it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.74it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.78it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.72it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.69it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.64it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 12.69it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.75it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.74it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.77it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:05, 10.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:05,  9.59it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:05,  9.30it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.11it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.73it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.22it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.65it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.00it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.23it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.36it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.42it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.63it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 11.20it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:04,  6.20it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:04,  6.49it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:06<00:03,  6.84it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:03,  7.21it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  8.38it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:02,  9.37it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01, 10.34it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 10.93it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:07<00:01, 11.41it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.74it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 11.06it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 11.60it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00, 11.91it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:08<00:00, 12.13it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:08<00:00, 12.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.14it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-196']

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986it [00:33, 28.92it/s]
989it [00:33, 23.13it/s]
992it [00:34, 24.56it/s]
996it [00:34, 26.17it/s]
1000it [00:34, 27.36it/s]
1000it [00:34, 29.15it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.84it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.81it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.83it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.83it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.37it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:15,  5.60it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:14,  5.81it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:14,  5.84it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:13,  5.88it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  6.95it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:09,  8.04it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:08,  8.81it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.48it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:13,  5.54it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:13,  5.44it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.82it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  7.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.69it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06,  9.28it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:06,  9.71it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:05, 10.01it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:05, 10.24it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:05, 10.41it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05, 10.53it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:04, 10.46it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:04, 10.56it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:04, 10.61it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:04,  9.82it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04, 10.10it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.52it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.88it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03, 10.14it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.43it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.79it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.06it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:02, 10.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02, 10.32it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.78it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.06it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02, 10.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  9.76it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 10.04it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01, 10.26it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.41it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 10.50it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:00, 10.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 10.64it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00, 10.69it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.54it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.60it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.00it/s]
rendering ['lamp', 'wardrobe', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-132469']

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4it [00:00, 30.83it/s]
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1000it [00:37, 27.02it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 14.56it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 14.51it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 14.46it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 14.71it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 14.82it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:05, 14.67it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:00<00:05, 14.60it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:05, 14.59it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 14.61it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 14.57it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 14.55it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 14.50it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 14.51it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:01<00:04, 14.56it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:04, 14.61it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 14.55it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 14.45it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 14.42it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 13.07it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:05, 11.15it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:06,  9.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05, 10.54it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.48it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.22it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 12.93it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:03<00:03, 13.32it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.61it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 13.17it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 13.52it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:02, 13.90it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 14.05it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:04<00:02, 14.18it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:04<00:02, 14.37it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 14.36it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 10.72it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02,  9.48it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:03,  7.71it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02,  8.99it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:02, 10.14it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.03it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.71it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 13.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 13.55it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 13.94it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 14.08it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 14.30it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 14.40it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 14.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 14.54it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 12.94it/s]
rendering ['bed', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-104323']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 14.99it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 14.82it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 14.97it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 14.80it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 14.72it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:05, 14.99it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:00<00:05, 14.77it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:05, 14.65it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 14.61it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 14.66it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 14.60it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 14.59it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 14.61it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:01<00:04, 14.75it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:04, 14.80it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 14.75it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 14.86it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 11.24it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:05, 11.03it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:05, 10.89it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.78it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05, 10.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.57it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 12.55it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.64it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.78it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.66it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.50it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 13.06it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 13.45it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:04<00:02, 13.71it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 13.98it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 14.16it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 14.22it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:01, 14.26it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:01, 13.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:05<00:01, 13.58it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:05<00:01, 13.87it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 14.03it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 14.14it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 14.29it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:00, 14.36it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 14.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:06<00:00, 14.37it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:06<00:00, 14.47it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:06<00:00, 14.56it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 14.51it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 14.47it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 14.43it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.48it/s]
rendering ['bed', 'lamp', 'nightstand', 'floor', '_scene_']
['SecondBedroom-69556']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.73it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.73it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:09,  9.72it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09,  9.75it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.58it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.41it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.19it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.62it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  7.00it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.22it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.46it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.06it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.68it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.08it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.59it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:12,  6.44it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  6.79it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.97it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.57it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:09,  8.06it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:08,  8.46it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  9.10it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.23it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.36it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.44it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.50it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:07,  9.55it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:07,  9.57it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:06,  9.60it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.64it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06,  9.67it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.64it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.65it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.65it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.63it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  9.67it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:05,  9.67it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:05,  9.68it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:05,  9.67it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05,  9.67it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.63it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  8.94it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.18it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  7.76it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.26it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.65it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:07,  6.77it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:06,  7.01it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:06,  7.64it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.16it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.57it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.88it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  9.11it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.36it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  9.58it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03,  9.60it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03,  9.61it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.63it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.64it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.64it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  9.66it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  9.70it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  9.70it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  9.66it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02,  9.66it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.65it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.64it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.67it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.68it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.65it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.66it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  9.66it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.76it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  6.46it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  7.18it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  7.77it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.26it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:02,  6.84it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  7.31it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  7.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.34it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.69it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.93it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.14it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.31it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.38it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  9.47it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.02it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.45it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  5.89it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  5.38it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  6.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  6.95it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.30it/s]
rendering ['bed', 'wardrobe', 'table', 'cabinet', 'lamp', 'table', 'floor', '_scene_']
['Bedroom-6993']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 14.71it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 14.99it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 14.79it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 14.86it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.63it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  7.95it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.46it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:07, 10.83it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:07, 10.77it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  7.94it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.04it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.40it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:09,  7.84it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.35it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:06, 10.56it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:05, 11.67it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 12.39it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:04, 13.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:04, 13.55it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.83it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:10,  5.54it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:10,  5.44it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:12,  4.64it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:12,  4.56it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:11,  4.68it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:11,  4.78it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:10,  5.06it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:07,  7.05it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:07,  6.95it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:07,  6.36it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:07,  5.96it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:08,  5.63it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:08,  5.47it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:08,  5.35it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:08,  5.10it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:08,  5.09it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:08,  4.94it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:08,  4.98it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:07,  5.02it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:07,  5.37it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  7.64it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03,  9.49it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:02, 10.96it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:02, 11.91it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:02, 12.77it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:01, 13.25it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:01, 13.77it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:01, 14.02it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:01, 14.26it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 14.39it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01, 14.46it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:00, 14.64it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:00, 14.70it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:00, 14.78it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 14.75it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00, 14.73it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 14.73it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 14.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00, 14.75it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.06it/s]
rendering ['bed', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-935']

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1000it [00:37, 30.68it/s]
1000it [00:37, 26.71it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.54it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.11it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.06it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.26it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.31it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.45it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.41it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.48it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.42it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.44it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.38it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.46it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.43it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.46it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  7.56it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  7.50it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:13,  5.84it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:16,  4.88it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.52it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.01it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.41it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.17it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:14,  5.11it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:13,  5.65it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.11it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.47it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.47it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:14,  4.90it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:14,  4.91it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.51it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.96it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.39it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.97it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.11it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:08,  7.39it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:07,  7.38it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:07,  7.47it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.48it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.47it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.51it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  7.55it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:06,  7.57it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:06,  7.58it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:06,  7.51it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.56it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.48it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.58it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.50it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:05,  7.59it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:05,  7.61it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:05,  7.59it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.65it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.55it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.58it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.50it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.53it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:04,  7.48it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:06,  5.88it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:06,  5.42it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:06,  5.58it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:05,  5.53it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.00it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.41it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.71it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.99it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.09it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:05,  4.82it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:06,  4.13it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:06,  3.77it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:05,  3.86it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:04,  4.53it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:04,  5.13it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  5.69it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.09it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.49it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.86it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  7.03it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  7.18it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:01,  7.26it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  7.43it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  7.38it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  7.46it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  7.43it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  7.56it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  7.65it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:00,  7.57it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.26it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  5.96it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.35it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.86it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  7.08it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.57it/s]
rendering ['desk', 'lamp', 'lamp', 'lamp', 'chair', 'bed', 'wardrobe', 'tv_stand', 'nightstand', 'floor', '_scene_']
['SecondBedroom-2311']

0it [00:00, ?it/s]
1it [00:00,  7.13it/s]
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861it [00:30, 30.44it/s]
865it [00:30, 30.39it/s]
869it [00:30, 30.36it/s]
873it [00:30, 30.33it/s]
877it [00:30, 30.31it/s]
881it [00:30, 30.41it/s]
885it [00:30, 30.35it/s]
889it [00:30, 30.32it/s]
893it [00:31, 30.22it/s]
897it [00:31, 30.27it/s]
901it [00:31, 30.47it/s]
905it [00:31, 30.63it/s]
909it [00:31, 30.69it/s]
913it [00:31, 30.57it/s]
917it [00:31, 30.58it/s]
921it [00:31, 30.49it/s]
925it [00:32, 30.45it/s]
929it [00:32, 30.43it/s]
933it [00:32, 30.35it/s]
937it [00:32, 30.29it/s]
941it [00:32, 30.36it/s]
945it [00:32, 30.36it/s]
949it [00:32, 30.38it/s]
953it [00:33, 30.25it/s]
957it [00:33, 30.18it/s]
961it [00:33, 30.15it/s]
965it [00:33, 30.29it/s]
969it [00:33, 30.31it/s]
973it [00:33, 30.27it/s]
977it [00:33, 30.23it/s]
981it [00:33, 30.35it/s]
985it [00:34, 30.52it/s]
989it [00:34, 30.46it/s]
993it [00:34, 30.35it/s]
997it [00:34, 30.40it/s]
1000it [00:34, 28.90it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.51it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.41it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.33it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.29it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.54it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.29it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.83it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 11.22it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.07it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:10,  7.36it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:11,  6.64it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:12,  6.08it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:12,  5.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:12,  6.00it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:09,  7.59it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  8.83it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.78it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.50it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:05, 11.03it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.44it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:07,  7.83it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  8.81it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  7.86it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  7.68it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:07,  7.00it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  8.51it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.58it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.37it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04, 10.94it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:03, 11.35it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 11.64it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  8.80it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:05,  6.41it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:06,  5.65it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:06,  5.36it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:06,  5.30it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:05,  6.00it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:05,  5.54it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:05,  5.21it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:06,  4.78it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:05,  4.85it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:04,  6.66it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.12it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:03,  7.70it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:03,  7.00it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:03,  7.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.78it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.57it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:01,  8.99it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  7.84it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.99it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.88it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  7.70it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:01,  7.74it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.88it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  9.78it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  7.91it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.92it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
rendering ['bookshelf', 'lamp', 'bed', 'chair', 'floor', '_scene_']
['SecondBedroom-69136']

0it [00:00, ?it/s]
3it [00:00, 29.04it/s]
6it [00:00, 29.40it/s]
10it [00:00, 29.71it/s]
13it [00:00, 23.55it/s]
16it [00:00, 25.31it/s]
19it [00:00, 26.66it/s]
23it [00:00, 28.02it/s]
27it [00:00, 29.03it/s]
31it [00:01, 29.50it/s]
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37it [00:01, 26.47it/s]
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857it [00:30, 31.44it/s]
861it [00:30, 31.48it/s]
865it [00:30, 31.37it/s]
869it [00:30, 31.58it/s]
873it [00:31, 31.38it/s]
877it [00:31, 31.30it/s]
881it [00:31, 31.30it/s]
885it [00:31, 31.47it/s]
889it [00:31, 31.82it/s]
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897it [00:31, 31.54it/s]
901it [00:31, 31.39it/s]
905it [00:32, 31.36it/s]
909it [00:32, 31.44it/s]
913it [00:32, 31.52it/s]
917it [00:32, 31.74it/s]
921it [00:32, 31.71it/s]
925it [00:32, 31.43it/s]
929it [00:32, 31.61it/s]
933it [00:32, 31.88it/s]
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941it [00:33, 31.83it/s]
945it [00:33, 31.60it/s]
949it [00:33, 31.66it/s]
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957it [00:33, 31.63it/s]
961it [00:33, 31.42it/s]
965it [00:33, 31.36it/s]
969it [00:34, 31.18it/s]
973it [00:34, 26.11it/s]
976it [00:34, 25.33it/s]
980it [00:34, 26.85it/s]
983it [00:34, 19.54it/s]
987it [00:34, 22.51it/s]
991it [00:35, 25.34it/s]
995it [00:35, 26.82it/s]
999it [00:35, 27.84it/s]
1000it [00:35, 28.29it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.78it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.76it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:09,  9.77it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09,  9.76it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.76it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09,  9.74it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.73it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.69it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.71it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.73it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.74it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.74it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:08,  9.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.68it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.68it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.61it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.66it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.64it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:08,  9.63it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.64it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.66it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.69it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:07,  9.69it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07,  9.70it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.69it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.69it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:07,  9.91it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.48it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  8.81it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.01it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.29it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.37it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.46it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.10it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.49it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  7.55it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.08it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  8.52it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  8.84it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.05it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:07,  7.37it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:07,  7.32it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:07,  7.22it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:08,  6.39it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:10,  4.84it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:12,  4.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:13,  3.73it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:14,  3.32it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:14,  3.22it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:12,  3.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:12,  3.75it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:11,  3.79it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:11,  3.82it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:10,  3.85it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:10,  3.87it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:08,  4.66it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:07,  5.51it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:06,  6.33it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.25it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  7.00it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.65it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.94it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.51it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:03,  8.06it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:03,  8.47it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.80it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  9.06it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  9.26it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:02,  9.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:02,  9.43it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:02,  9.51it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:02,  9.56it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:02,  8.20it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.59it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.88it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  9.10it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  9.25it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:01,  9.38it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:01,  9.46it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01,  9.53it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:01,  9.55it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  9.57it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  9.83it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  9.78it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  9.75it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:00,  9.75it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:00,  9.76it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  9.73it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  9.68it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  9.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  9.68it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  9.68it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  9.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  9.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.72it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'tv_stand', 'lamp', 'floor', '_scene_']
['Bedroom-47437']

0it [00:00, ?it/s]
3it [00:00, 29.87it/s]
7it [00:00, 30.35it/s]
11it [00:00, 30.72it/s]
15it [00:00, 30.77it/s]
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1000it [00:40,  4.32it/s]
1000it [00:40, 25.00it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:33,  2.98it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:31,  3.09it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:26,  3.66it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:24,  3.90it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:22,  4.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:24,  3.84it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:24,  3.77it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:22,  4.11it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:20,  4.36it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:22,  4.07it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:23,  3.76it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:21,  4.02it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:17,  4.88it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:11,  7.05it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:09,  8.87it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:09,  8.42it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:09,  8.20it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:07,  9.80it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:06, 11.09it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:06, 12.01it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:05, 11.91it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:06,  9.93it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:07,  8.40it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:06,  9.67it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:05, 10.81it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:05, 11.76it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:04, 12.46it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:04, 13.00it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:04, 13.41it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:03, 13.80it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:03, 14.01it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:03, 14.11it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:03, 14.17it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:03, 14.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:02, 14.44it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:02, 14.44it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:02, 14.45it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:02, 14.48it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:02, 14.59it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:02, 14.56it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:02, 14.79it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:01, 14.85it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:01, 14.71it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:01, 14.71it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:01, 14.70it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:01, 14.60it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01, 13.80it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 10.28it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  8.67it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.86it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01, 10.95it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 11.83it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 11.41it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 12.17it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00, 12.83it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00, 13.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.73it/s]
rendering ['bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['SecondBedroom-739']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.82it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.67it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.70it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.82it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.59it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 11.96it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 12.16it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.57it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.71it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.02it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.26it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.40it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.01it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.47it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.14it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.28it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.36it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.49it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.76it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.70it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.66it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.81it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:03, 12.89it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.85it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.89it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.80it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.77it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.73it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:02, 12.78it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.82it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.74it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.69it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.62it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.66it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.56it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:02, 10.06it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:02,  9.82it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01,  9.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.41it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01,  9.05it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01,  9.98it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 10.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.17it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 11.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.96it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.84it/s]
rendering ['bed', 'table', 'table', 'lamp', 'floor', '_scene_']
['MasterBedroom-6351']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.10it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.64it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.55it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  5.96it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.50it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.45it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  8.89it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.96it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.86it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:07, 10.54it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08, 10.00it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07,  9.99it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  7.88it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.49it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.78it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.01it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.42it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.00it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.26it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.89it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06,  9.75it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.96it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:05, 10.65it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 11.15it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:04, 11.51it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:04, 11.76it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:04, 11.95it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 11.40it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 11.67it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:03, 11.87it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:03, 12.02it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:03, 12.12it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 12.17it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 12.19it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:02, 12.21it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:02, 12.12it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 11.58it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 11.79it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 11.95it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 12.06it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:01, 12.14it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:01, 12.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 11.42it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 11.67it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 11.83it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 11.96it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:00, 12.06it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 11.97it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00,  9.62it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.29it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.82it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 11.23it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 11.54it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.25it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-22370']

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1000it [00:36, 27.29it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.53it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.13it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.87it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:09,  9.67it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08,  9.98it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.44it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:11,  7.49it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.11it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.09it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:14,  5.62it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:16,  4.62it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:14,  5.31it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.76it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.91it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.84it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.46it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:06,  9.94it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06, 10.35it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  7.89it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.66it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.27it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.44it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.20it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.78it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:04, 10.23it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:04, 10.47it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:04, 10.64it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04, 10.85it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:03, 10.91it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 10.97it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03, 11.08it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03, 11.09it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03, 11.12it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:02, 11.24it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 11.42it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 11.39it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02, 11.31it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 11.30it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:01, 11.23it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 11.16it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 11.23it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01, 11.17it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 11.13it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 11.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 11.15it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 11.12it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 11.21it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 11.21it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 11.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 11.23it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.53it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-15551']

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1000it [00:36, 27.29it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 15.01it/s]
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DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.13it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.43it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.40it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.12it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 13.63it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 14.01it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 14.36it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 14.54it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:04, 14.93it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:04, 14.80it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:04, 14.75it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 14.81it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 14.90it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 14.99it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 15.02it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:03, 15.02it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:03, 15.04it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:03, 15.05it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:03, 15.05it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:03, 15.05it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 15.09it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:03<00:03, 15.16it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:03<00:03, 15.17it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:02, 15.27it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:02, 15.22it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:02, 14.92it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 14.82it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:04<00:02, 14.72it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:04<00:02, 14.63it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:04<00:02, 14.50it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:04<00:02, 14.42it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:01, 14.47it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:01, 14.69it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:05<00:01, 15.19it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:05<00:01, 15.59it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:05<00:01, 15.87it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:05<00:01, 15.98it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:05<00:00, 16.16it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:05<00:00, 16.00it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 14.80it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:06<00:00, 15.28it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:06<00:00, 15.63it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:06<00:00, 15.89it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:06<00:00, 16.06it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:06<00:00, 16.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:06<00:00, 14.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:06<00:00, 14.47it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'floor', '_scene_']
['MasterBedroom-13100']

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1000it [00:55, 18.17it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.94it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.38it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.39it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  8.23it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.91it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.01it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.45it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.74it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:08,  9.45it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.71it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07,  9.90it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.03it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.12it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07, 10.17it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.80it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.61it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06,  9.66it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.55it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.49it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.38it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.54it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.44it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.20it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.60it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.81it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  9.10it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.74it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.29it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  7.91it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  7.81it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:06,  7.84it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  8.74it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.93it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  8.88it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.39it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03,  9.67it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.49it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.18it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.05it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.48it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  8.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  8.63it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.21it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.54it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  8.12it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:03,  7.19it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:03,  6.53it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:03,  5.66it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  6.99it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:02,  7.93it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  8.61it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  7.60it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  6.60it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  7.67it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.43it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  8.93it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  8.74it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  9.23it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.54it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.76it/s]
rendering ['lamp', 'bed', 'nightstand', 'nightstand', 'wardrobe', 'shelf', 'floor', '_scene_']
['SecondBedroom-13841']

0it [00:00, ?it/s]
3it [00:00, 28.64it/s]
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1000it [00:37, 27.45it/s]
1000it [00:37, 26.77it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 13.44it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 13.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 13.20it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 13.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 13.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 13.44it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 13.66it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 13.78it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 13.78it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 13.83it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 13.86it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 13.80it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 13.83it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 13.79it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 13.79it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 13.75it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 13.81it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 13.99it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 13.90it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:05, 11.93it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.86it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.31it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.66it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:05,  9.89it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:05,  9.51it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.48it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 11.30it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.89it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.56it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.85it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 13.29it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 13.43it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 13.45it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 13.60it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 13.77it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 13.71it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:02, 12.19it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.13it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:02, 10.94it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.64it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.23it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.59it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 12.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 13.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 13.30it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 13.43it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 13.55it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 13.58it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 13.54it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.55it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 12.79it/s]
rendering ['lamp', 'bed', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-10364']

0it [00:00, ?it/s]
3it [00:00, 22.72it/s]
6it [00:00, 16.13it/s]
9it [00:00, 19.67it/s]
12it [00:00, 21.88it/s]
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861it [00:35, 26.80it/s]
864it [00:35, 26.90it/s]
867it [00:35, 26.92it/s]
870it [00:35, 26.94it/s]
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876it [00:35, 26.95it/s]
879it [00:35, 26.90it/s]
882it [00:35, 26.89it/s]
885it [00:35, 26.98it/s]
888it [00:36, 27.03it/s]
891it [00:36, 27.09it/s]
894it [00:36, 27.05it/s]
897it [00:36, 27.14it/s]
900it [00:36, 27.12it/s]
903it [00:36, 27.02it/s]
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909it [00:36, 26.95it/s]
912it [00:36, 26.74it/s]
915it [00:37, 26.77it/s]
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927it [00:37, 26.80it/s]
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960it [00:38, 26.68it/s]
963it [00:38, 26.69it/s]
966it [00:38, 26.69it/s]
969it [00:39, 26.65it/s]
972it [00:39, 26.65it/s]
975it [00:39, 26.53it/s]
978it [00:39, 26.27it/s]
981it [00:39, 26.20it/s]
984it [00:39, 26.25it/s]
987it [00:39, 26.20it/s]
990it [00:39, 26.27it/s]
993it [00:39, 26.20it/s]
996it [00:40, 26.12it/s]
999it [00:40, 24.54it/s]
1000it [00:40, 24.81it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.61it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.78it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.44it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.44it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.43it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.29it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  7.92it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  8.34it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.65it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.97it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.20it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.10it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:15,  5.74it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:13,  6.56it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  7.77it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.22it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.62it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.94it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.01it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.38it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.49it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.38it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:07,  9.48it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:07,  9.57it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:07,  9.61it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.44it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.52it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:09,  7.23it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:11,  5.77it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:13,  5.00it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:13,  4.79it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:11,  5.65it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:10,  6.46it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:09,  7.08it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.71it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.54it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:06,  8.77it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  9.02it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  9.22it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  9.38it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  9.32it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05,  9.43it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.48it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.47it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:05,  9.42it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:05,  9.53it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  9.56it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  9.57it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  9.57it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:04,  9.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:04,  9.66it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.62it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.46it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.56it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  9.62it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.55it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.48it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  9.56it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03,  9.62it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03,  9.48it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.49it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.57it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.61it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  9.57it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  9.48it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  9.58it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  9.63it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  9.53it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02,  9.52it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.56it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.59it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.66it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.70it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.90it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  9.70it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  9.52it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  9.43it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.35it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.26it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  9.23it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.19it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  9.19it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  9.22it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.21it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.19it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.18it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  9.17it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  9.15it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  9.13it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.67it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'lamp', 'lamp', 'floor', '_scene_']
['Bedroom-18']

0it [00:00, ?it/s]
3it [00:00, 23.79it/s]
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1000it [00:37, 26.58it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 12.01it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.01it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.06it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.11it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.06it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.02it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 12.05it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.09it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.05it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.03it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.02it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.14it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 12.08it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.04it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.01it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.05it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.08it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.05it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.01it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.69it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:07,  7.94it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:03<00:08,  6.99it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:08,  6.32it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:09,  5.83it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:08,  6.32it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:06,  7.87it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  7.25it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:07,  6.45it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:08,  5.87it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:08,  5.50it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:09,  4.93it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:08,  5.51it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  7.21it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:05,  7.65it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:05,  7.97it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  8.38it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:04,  8.34it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.42it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03, 10.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:02, 10.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:02, 11.17it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02, 10.70it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:03,  7.56it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:03,  7.64it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  8.75it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  8.11it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  7.66it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  7.41it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  6.60it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  8.06it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.14it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.98it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 10.65it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00, 11.05it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00, 11.33it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00, 11.57it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00, 11.73it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.32it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-11303']

0it [00:00, ?it/s]
3it [00:00, 27.35it/s]
6it [00:00, 27.72it/s]
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1000it [00:35, 32.09it/s]
1000it [00:35, 28.18it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.56it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.57it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.52it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.51it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.53it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.51it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.51it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.50it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.49it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.49it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.49it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.50it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.49it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.50it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.33it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:07,  9.23it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.81it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  8.24it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:07,  8.50it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:06,  9.30it/s]
DDIM Sampler:  41%|████      | 41/100 [00:03<00:05,  9.91it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:09,  6.06it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:11,  4.90it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:10,  5.34it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:09,  5.49it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:11,  4.79it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:12,  4.28it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:10,  4.99it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:07,  6.63it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:07,  6.25it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:07,  6.28it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  7.76it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.82it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.61it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:03, 10.14it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03,  9.42it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.98it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03, 10.39it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:02, 10.69it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:02, 10.90it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02, 11.06it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02, 10.00it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02, 10.39it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.07it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:01,  9.67it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01, 10.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01, 10.50it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01, 10.76it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01, 10.95it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 11.09it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00, 11.20it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00, 11.27it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00, 11.31it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00, 11.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.31it/s]
rendering ['bed', 'desk', 'nightstand', 'wardrobe', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-1362']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.43it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.79it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.78it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.32it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.64it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08,  9.87it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.01it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.09it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08, 10.16it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:07, 10.21it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.22it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.22it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07, 10.25it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:06, 10.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.24it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.24it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.24it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.25it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.28it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.26it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.27it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.29it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.28it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.28it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.28it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.26it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.25it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.26it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.26it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.24it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.24it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.25it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.27it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.26it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.27it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.27it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.26it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.26it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.27it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 10.25it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.24it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.24it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.16it/s]
rendering ['bed', 'table', 'table', 'wardrobe', 'lamp', 'chair', 'floor', '_scene_']
['SecondBedroom-34317']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.55it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.56it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.52it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.48it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.47it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.48it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.46it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.45it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.46it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.47it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.47it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.48it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.48it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.47it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.47it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.47it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.45it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.45it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.46it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.48it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.44it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.43it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.42it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.46it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.43it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.43it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 11.43it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.43it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.42it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.41it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.41it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.40it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.42it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.41it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.41it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.41it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.41it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.40it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.41it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.42it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.43it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.42it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.41it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.40it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.42it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 11.40it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.36it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.36it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.43it/s]
rendering ['bed', 'cabinet', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['Bedroom-4098']

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987it [00:34, 29.26it/s]
991it [00:34, 30.03it/s]
995it [00:34, 30.59it/s]
999it [00:34, 31.04it/s]
1000it [00:34, 28.69it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.55it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.79it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.06it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 11.20it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.81it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.96it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.40it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.70it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.89it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 11.06it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.11it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.21it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.48it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.80it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.98it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 11.12it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.21it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.26it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.32it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:04, 11.38it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.38it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.37it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.37it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.81it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.98it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:03, 11.10it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.20it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.24it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.29it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:03, 11.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 11.35it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.37it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.38it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.28it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.80it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.96it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.01it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.98it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.11it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.19it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 11.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 11.29it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.32it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.33it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 10.71it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.89it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 11.07it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'lamp', 'floor', '_scene_']
['Bedroom-5265']

0it [00:00, ?it/s]
3it [00:00, 28.98it/s]
7it [00:00, 30.13it/s]
11it [00:00, 31.00it/s]
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939it [00:34, 30.30it/s]
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947it [00:34, 30.97it/s]
951it [00:35, 27.92it/s]
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958it [00:35, 27.72it/s]
961it [00:35, 24.41it/s]
965it [00:35, 26.12it/s]
968it [00:35, 26.99it/s]
971it [00:35, 27.62it/s]
974it [00:35, 28.21it/s]
978it [00:36, 28.96it/s]
982it [00:36, 29.61it/s]
986it [00:36, 26.44it/s]
989it [00:36, 26.28it/s]
993it [00:36, 27.72it/s]
996it [00:36, 28.13it/s]
1000it [00:36, 29.02it/s]
1000it [00:36, 27.12it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.55it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:12,  7.90it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.90it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.76it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.12it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  8.36it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.54it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.67it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.75it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.80it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  8.85it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.86it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  8.89it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.84it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.60it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.50it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.42it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.42it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.44it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  8.58it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  8.68it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.76it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.86it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.37it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.54it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.66it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  8.74it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  8.79it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.84it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.85it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.89it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.90it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.91it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  8.92it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  8.90it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.79it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  8.74it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  8.71it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.67it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.64it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.61it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.60it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.71it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  7.48it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:07,  6.75it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:11,  4.31it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:12,  3.83it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:12,  3.95it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:10,  4.35it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:12,  3.70it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:11,  3.80it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:11,  3.80it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:09,  4.57it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:07,  5.31it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  5.99it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:06,  6.62it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.18it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  7.63it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  7.99it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  8.24it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.43it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:03,  8.58it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:03,  8.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:03,  8.76it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.34it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:05,  5.40it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:07,  3.70it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:08,  3.21it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:08,  3.29it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:07,  3.34it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:06,  3.68it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:05,  4.47it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:04,  5.25it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.00it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  7.64it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  7.93it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  8.13it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:01,  8.27it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:01,  8.37it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  8.42it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  8.47it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  8.49it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  8.55it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  8.55it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  8.54it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:00,  8.55it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  8.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  8.70it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  8.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  8.53it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  8.34it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  8.23it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  8.17it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  8.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.98it/s]
rendering ['bed', 'nightstand', 'nightstand', 'tv_stand', 'tv_stand', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-22121']

0it [00:00, ?it/s]
3it [00:00, 23.64it/s]
6it [00:00, 24.27it/s]
9it [00:00, 25.46it/s]
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1000it [00:37, 26.51it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  8.07it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.15it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.22it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.26it/s]
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rendering ['bed', 'nightstand', 'wardrobe', 'table', 'nightstand', 'lamp', 'lamp', 'floor', '_scene_']
['Bedroom-47481']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.05it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.58it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.51it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09,  9.41it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.39it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.72it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.86it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:08,  9.94it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.76it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.41it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:13,  6.18it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.00it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.60it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.87it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.42it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:11,  6.47it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.62it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.12it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.03it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.49it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:07,  8.81it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.36it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.77it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.33it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.70it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:05,  9.94it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.92it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.38it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.50it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  8.53it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:06,  8.03it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.63it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.18it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.96it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.84it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.35it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03,  9.71it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.98it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03, 10.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.28it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02, 10.36it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02, 10.41it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.43it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02, 10.44it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 10.49it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 10.55it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01, 10.55it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.53it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 10.50it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 10.50it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 10.47it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00, 10.49it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.52it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 10.55it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 10.50it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.25it/s]
rendering ['bed', 'nightstand', 'wardrobe', 'nightstand', 'lamp', 'floor', '_scene_']
['Bedroom-2160']

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996it [00:38, 27.56it/s]
999it [00:38, 23.60it/s]
1000it [00:38, 26.04it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  7.86it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:09, 10.41it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.68it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  6.90it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:15,  5.98it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.52it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.75it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.16it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.87it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.00it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:08,  9.76it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:07, 10.35it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:07, 10.74it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:06, 11.02it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:06, 11.21it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:06, 11.33it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:06, 11.45it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:06, 11.49it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:05, 11.56it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:05, 11.58it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:05, 11.61it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:05, 11.63it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 11.61it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:04, 11.61it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:04, 11.64it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:04, 11.63it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:04, 11.64it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 11.65it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 11.66it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:03, 11.69it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:03, 11.71it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:03, 11.69it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 11.69it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 11.70it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 11.65it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:02, 11.66it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 11.66it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 11.68it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.65it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 11.66it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:01, 11.65it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 11.66it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 11.66it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.63it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 11.66it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 11.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00, 11.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 11.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 11.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.77it/s]
rendering ['bed', 'nightstand', 'lamp', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-9825']

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1000it [00:39, 25.54it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.27it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.23it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.44it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.70it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.70it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.53it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.76it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.93it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.98it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.01it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.03it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.05it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07, 10.06it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:06, 10.05it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.06it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.09it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.11it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:05, 10.13it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.12it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.11it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.10it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.09it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 10.05it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.05it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.05it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.05it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.05it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 10.07it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.06it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.07it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.09it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.09it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.09it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.10it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.07it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.07it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.07it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.07it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.06it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.04it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.02it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.03it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.04it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 10.06it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.10it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.10it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.03it/s]
rendering ['wardrobe', 'bed', 'table', 'table', 'lamp', 'floor', '_scene_']
['Bedroom-1989']

0it [00:00, ?it/s]
2it [00:00, 16.09it/s]
5it [00:00, 22.57it/s]
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1000it [00:41, 26.85it/s]
1000it [00:41, 23.97it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.14it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.15it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.12it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09, 10.09it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.08it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.09it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.08it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.09it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08, 10.12it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.11it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.12it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.12it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07, 10.17it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.19it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.21it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.16it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.14it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.12it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.10it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.08it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.01it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.72it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05,  9.59it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05,  9.49it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:05,  9.45it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.27it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04,  9.72it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.92it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.16it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.18it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.19it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.17it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.14it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.11it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.10it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.09it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.07it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.07it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.07it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.07it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.08it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.10it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.11it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.10it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 10.08it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.08it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.08it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.05it/s]
rendering ['bed', 'nightstand', 'wardrobe', 'tv_stand', 'lamp', 'floor', '_scene_']
['SecondBedroom-143']

0it [00:00, ?it/s]
3it [00:00, 21.54it/s]
6it [00:00, 24.44it/s]
9it [00:00, 25.69it/s]
12it [00:00, 26.28it/s]
15it [00:00, 26.69it/s]
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21it [00:00, 23.15it/s]
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795it [00:28, 31.06it/s]
799it [00:28, 30.89it/s]
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811it [00:28, 31.27it/s]
815it [00:29, 31.07it/s]
819it [00:29, 30.83it/s]
823it [00:29, 30.69it/s]
827it [00:29, 30.85it/s]
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835it [00:29, 31.00it/s]
839it [00:30, 21.46it/s]
843it [00:30, 23.81it/s]
847it [00:30, 25.72it/s]
851it [00:30, 27.31it/s]
855it [00:30, 28.46it/s]
859it [00:30, 23.44it/s]
863it [00:30, 25.24it/s]
867it [00:31, 26.76it/s]
871it [00:31, 28.07it/s]
875it [00:31, 29.01it/s]
879it [00:31, 29.53it/s]
883it [00:31, 29.86it/s]
887it [00:31, 30.14it/s]
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895it [00:31, 30.82it/s]
899it [00:32, 31.08it/s]
903it [00:32, 31.17it/s]
907it [00:32, 31.36it/s]
911it [00:32, 31.43it/s]
915it [00:32, 31.54it/s]
919it [00:32, 31.23it/s]
923it [00:32, 31.30it/s]
927it [00:32, 31.31it/s]
931it [00:33, 31.09it/s]
935it [00:33, 30.94it/s]
939it [00:33, 31.03it/s]
943it [00:33, 31.04it/s]
947it [00:33, 31.15it/s]
951it [00:33, 31.13it/s]
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971it [00:34, 31.61it/s]
975it [00:34, 31.60it/s]
979it [00:34, 31.61it/s]
983it [00:34, 31.47it/s]
987it [00:34, 31.50it/s]
991it [00:35, 31.40it/s]
995it [00:35, 31.37it/s]
999it [00:35, 31.43it/s]
1000it [00:35, 28.32it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.72it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.58it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.54it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.66it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.57it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.52it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.81it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.59it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.53it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.46it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.45it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.42it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.42it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.56it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.66it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.62it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.56it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.51it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.48it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.46it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.43it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.42it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.41it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.40it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.41it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.41it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.58it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.52it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.49it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.46it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.44it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.44it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.44it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.55it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.52it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.47it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.13it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:09,  6.54it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:08,  7.01it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.39it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.66it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:07,  7.87it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.01it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:08,  6.01it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:10,  4.87it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:10,  5.04it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:08,  5.72it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:08,  6.05it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:08,  5.55it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:07,  6.18it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:07,  6.71it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:06,  7.15it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.50it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  7.75it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.95it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:06,  6.79it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:05,  7.22it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:05,  7.12it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:06,  6.19it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  6.72it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  6.36it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:06,  5.49it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:05,  6.12it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:05,  6.67it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  7.11it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.47it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.73it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  7.92it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.07it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.17it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.25it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.30it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.35it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:02,  8.23it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  7.37it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.65it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  7.87it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  8.02it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.12it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.20it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.23it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:01,  7.53it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.76it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.94it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.06it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.14it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.22it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.28it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.34it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  8.37it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  8.38it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.39it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.39it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.38it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.72it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'cabinet', 'cabinet', 'shelf', 'floor', '_scene_']
['SecondBedroom-13044']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 13.90it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 14.08it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 14.07it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 14.09it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 14.05it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 14.05it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:00<00:06, 14.05it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:05, 14.08it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 14.03it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 14.04it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 14.05it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 14.05it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:05, 14.06it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:01<00:05, 14.04it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 14.00it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 14.03it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 14.06it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 14.05it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 14.04it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:04, 14.04it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:02<00:04, 14.05it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:03, 14.06it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:03, 14.08it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:03, 14.05it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 14.03it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:03<00:03, 14.02it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:03<00:03, 14.03it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:03<00:03, 14.08it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:02, 14.08it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:02, 14.04it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 14.05it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:04<00:02, 14.02it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:04<00:02, 14.05it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:04<00:02, 14.02it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:04<00:02, 14.00it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:01, 14.01it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:02, 10.32it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:05<00:02, 11.20it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:05<00:01, 11.93it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:05<00:01, 12.51it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.94it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 13.24it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 13.44it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 13.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:06<00:00, 13.77it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:06<00:00, 13.84it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:06<00:00, 13.90it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 13.91it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 13.95it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 14.00it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.71it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'floor', '_scene_']
['Bedroom-8490']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.80it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.70it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.70it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.70it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.71it/s]
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DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.66it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.67it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.70it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.69it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:08,  9.67it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.66it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.69it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:07,  9.71it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.66it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.61it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.61it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.64it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:07,  9.64it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.65it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.65it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.65it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06,  9.68it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.69it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.66it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.64it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06,  9.65it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.67it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.68it/s]
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DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05,  9.79it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:07,  6.40it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:06,  7.12it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  7.71it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.19it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.59it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.18it/s]
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DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.58it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.60it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.63it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02,  9.61it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.59it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02,  9.60it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.61it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.64it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.61it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.60it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.60it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.61it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01,  9.64it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.62it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01,  9.60it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.61it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.62it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.63it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.61it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.29it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.38it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:01,  7.68it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:01,  6.62it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:01,  5.45it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:01,  5.83it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  5.07it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  5.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  5.06it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  5.90it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  6.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  6.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.73it/s]
rendering ['wardrobe', 'lamp', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-424']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.83it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.72it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.66it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.65it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.63it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.63it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.64it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.62it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.62it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.61it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.62it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.62it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.63it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.64it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.63it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.63it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.63it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.68it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.72it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.48it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:07,  7.88it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:07,  7.09it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:06,  8.00it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:07,  7.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  7.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:07,  6.21it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:07,  6.30it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:08,  5.59it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:07,  6.27it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  7.59it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.52it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.15it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03,  9.61it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03,  9.38it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  7.44it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.45it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.15it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.65it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02,  9.95it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.16it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02, 10.40it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 10.47it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.51it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.55it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.56it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 10.59it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 10.60it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 10.61it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.60it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 10.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 10.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.57it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-32238']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.78it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.78it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.80it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.79it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.78it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.77it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.74it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.82it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08, 10.07it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.24it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.35it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:10,  7.38it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:10,  7.08it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:11,  6.57it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.64it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.47it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.56it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:09,  6.86it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:12,  5.55it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:10,  6.07it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:11,  5.49it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:10,  5.91it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:10,  5.74it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:09,  6.43it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:09,  6.62it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  8.01it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.85it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05,  9.42it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:07,  7.61it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:08,  6.41it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:09,  5.66it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:09,  5.18it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:10,  4.94it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:07,  6.46it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:06,  7.61it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.51it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  9.16it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.60it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03,  9.95it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03, 10.16it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03, 10.30it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03, 10.41it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:02, 10.48it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02, 10.53it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02, 10.57it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02, 10.59it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02, 10.62it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:01, 10.63it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 10.62it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01, 10.64it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.64it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01, 10.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:00, 10.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 10.64it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00, 10.65it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.65it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00, 10.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00, 10.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.86it/s]
rendering ['bed', 'nightstand', 'nightstand', 'cabinet', 'cabinet', 'floor', '_scene_']
['SecondBedroom-258160']

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1000it [00:31, 31.55it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.57it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.49it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.46it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.40it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.40it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.40it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.37it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.37it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.36it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 11.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.37it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.34it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.35it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.36it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.34it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.34it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.35it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.33it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.34it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.32it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.30it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.32it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:06,  8.87it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:07,  7.36it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:08,  6.35it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:09,  5.66it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:09,  5.19it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:10,  4.86it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:10,  4.64it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:08,  5.41it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:07,  5.77it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:08,  5.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:08,  4.91it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:08,  4.67it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:09,  4.50it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:09,  4.38it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:09,  4.30it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:07,  4.98it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:05,  6.68it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:05,  6.91it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  8.24it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  9.16it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:02,  9.82it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02, 10.28it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.05it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.41it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  7.76it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  7.95it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  7.85it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.95it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.39it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:02,  7.35it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.59it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  9.43it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:00, 10.02it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 10.42it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00, 10.70it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00, 10.88it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00, 11.01it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00, 11.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.63it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'tv_stand', 'lamp', 'floor', '_scene_']
['SecondBedroom-19232']

0it [00:00, ?it/s]
4it [00:00, 32.46it/s]
8it [00:00, 25.86it/s]
12it [00:00, 28.58it/s]
16it [00:00, 30.20it/s]
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895it [00:25, 36.74it/s]
899it [00:25, 36.19it/s]
903it [00:25, 35.99it/s]
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911it [00:26, 36.15it/s]
915it [00:26, 36.13it/s]
919it [00:26, 36.24it/s]
923it [00:26, 36.53it/s]
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931it [00:26, 36.82it/s]
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939it [00:26, 36.50it/s]
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971it [00:27, 36.39it/s]
975it [00:27, 36.21it/s]
979it [00:28, 36.23it/s]
983it [00:28, 36.12it/s]
987it [00:28, 36.06it/s]
991it [00:28, 36.26it/s]
995it [00:28, 36.39it/s]
999it [00:28, 36.36it/s]
1000it [00:28, 34.96it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 14.67it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:06, 14.63it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:06, 14.60it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:06, 14.59it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:06, 14.53it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 14.51it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:00<00:05, 14.49it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:05, 14.49it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:05, 14.46it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:05, 14.45it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:05, 14.45it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:05, 13.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:01<00:06, 10.85it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.74it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.46it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 13.00it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 13.40it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 13.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:02<00:04, 12.62it/s]
DDIM Sampler:  40%|████      | 40/100 [00:02<00:04, 13.11it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 13.46it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 13.71it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:03, 13.90it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:03, 14.03it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:03<00:03, 12.76it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:03<00:03, 13.18it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 13.52it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 13.77it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 13.93it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:02, 14.07it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:04<00:02, 14.17it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:04<00:02, 14.24it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:04<00:02, 13.01it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 13.42it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 13.69it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 13.89it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:01, 13.07it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:05<00:01, 13.45it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:05<00:01, 13.71it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:05<00:01, 13.77it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 13.97it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 14.08it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:00, 14.15it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 14.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:06<00:00, 14.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:06<00:00, 14.28it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:06<00:00, 14.29it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.97it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 10.71it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00,  9.98it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:07<00:00, 13.24it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-6685']

0it [00:00, ?it/s]
2it [00:00, 19.33it/s]
6it [00:00, 27.49it/s]
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901it [00:48, 17.17it/s]
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1000it [00:54, 18.48it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.28it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.31it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.52it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.82it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.52it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.04it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.70it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.61it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.03it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.53it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.40it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.58it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.13it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  8.64it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.79it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07, 10.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:06, 11.05it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:05, 11.68it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:05, 12.00it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.55it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:05, 10.90it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 11.19it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:04, 11.67it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:04, 12.81it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:03, 13.75it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:03, 13.50it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:04, 12.02it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 10.92it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:03, 11.41it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:03, 11.88it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:04, 10.22it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 10.40it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 10.75it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 11.24it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:03, 10.78it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 11.63it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 11.90it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.05it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 11.60it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02, 10.41it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  9.64it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:02,  9.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:02,  8.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:02,  7.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01,  9.18it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 10.82it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 12.19it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 12.44it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 12.56it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00,  9.85it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00,  9.06it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00,  8.59it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.23it/s]
rendering ['wardrobe', 'bed', 'lamp', 'floor', '_scene_']
['SecondBedroom-24334']

0it [00:00, ?it/s]
2it [00:00, 13.56it/s]
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1000it [00:59, 16.84it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.49it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.44it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.14it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.38it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.78it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.20it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.90it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.41it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.57it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.96it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.93it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.63it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:10,  8.07it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:08,  9.34it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08, 10.09it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:07, 10.86it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:07, 10.49it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:06, 11.04it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:06, 11.48it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:06, 10.98it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.75it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.06it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.58it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  7.60it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.51it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:04<00:08,  7.41it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.59it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.71it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.30it/s]
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DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.30it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.52it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:06,  7.89it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:06,  7.96it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.73it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.17it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  7.59it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  7.93it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  7.54it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.74it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.89it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.67it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.47it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.12it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  7.37it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  7.16it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  7.03it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:04,  6.80it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:04,  6.58it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:04,  6.66it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:04,  6.74it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:04,  6.90it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:04,  6.07it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  6.52it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:03,  7.82it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.43it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.74it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  9.37it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  7.73it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  7.23it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:02,  7.22it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:02,  6.98it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:02,  6.80it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:02,  6.26it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.09it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:00,  9.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00, 10.32it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00, 10.97it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00, 10.01it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.87it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.27it/s]
rendering ['nightstand', 'desk', 'wardrobe', 'lamp', 'bed', 'floor', '_scene_']
['Bedroom-35352']

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1000it [00:50, 19.65it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.65it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.63it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.63it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.61it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:06, 12.60it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.59it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.59it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:09,  8.35it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.81it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.39it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:10,  7.27it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:09,  8.13it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  9.00it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.02it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.35it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.47it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.55it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.79it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.99it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06,  9.88it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.90it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  8.49it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:07,  8.03it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:07,  7.36it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:07,  7.70it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:06,  8.92it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.20it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.00it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  8.57it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:06,  7.99it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:06,  7.85it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.88it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.57it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.79it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.78it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:03,  9.85it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03,  9.99it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 10.06it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03, 10.12it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03, 10.05it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.53it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.75it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02,  9.88it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02, 10.00it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02, 10.11it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01, 10.20it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 10.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 10.19it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01, 10.21it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01, 10.10it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 10.12it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.17it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.17it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00, 10.21it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00, 10.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.66it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-4284']

0it [00:00, ?it/s]
2it [00:00, 17.71it/s]
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922it [00:46, 26.28it/s]
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985it [00:50, 12.48it/s]
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997it [00:50, 21.17it/s]
1000it [00:50, 19.68it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:06, 14.65it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 13.27it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.82it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.96it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.66it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 13.17it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:07, 10.46it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.42it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 12.19it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.80it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 13.26it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 13.62it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 13.87it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:04, 14.06it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:04, 14.19it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.27it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.03it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05, 11.05it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:05, 10.46it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.61it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.80it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04,  9.97it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:05,  8.58it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:04<00:05,  8.11it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:05,  7.77it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:05,  7.45it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:05,  7.15it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:05,  7.03it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:05,  7.52it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:04,  8.63it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:04,  8.93it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:04,  7.84it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:04,  7.70it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:04,  7.95it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:04,  6.81it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:03,  8.83it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.08it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:03,  8.55it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:03,  8.20it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:03,  7.46it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:03,  7.23it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02,  9.07it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.58it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 11.72it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 12.54it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 11.47it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:00, 12.30it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 12.91it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 13.37it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 13.70it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 12.64it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 13.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 13.55it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.61it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-1069']

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4it [00:00, 35.10it/s]
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933it [00:40,  6.27it/s]
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996it [00:43, 24.14it/s]
999it [00:44, 19.43it/s]
1000it [00:44, 22.66it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.67it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.45it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.39it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.75it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.45it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.55it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.84it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.60it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.94it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.39it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.54it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  8.12it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.37it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.21it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.61it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.90it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.26it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.35it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:09,  8.35it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  7.63it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.71it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:11,  6.34it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  7.09it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.45it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:07,  8.92it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:06,  9.66it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.73it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.76it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.69it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.23it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  7.88it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.27it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:08,  6.86it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:08,  6.98it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  7.77it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  8.03it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.27it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  8.31it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.20it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.38it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  9.00it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:04,  9.27it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  9.29it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.70it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.59it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03,  9.64it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03,  9.61it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.58it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.23it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  7.78it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  7.10it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:04,  6.96it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  7.90it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.54it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.86it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.30it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:03,  7.45it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:03,  6.74it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.49it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:01,  9.12it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:01,  9.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  9.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  9.80it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.66it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.86it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.27it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  7.67it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:01,  7.38it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  7.02it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  7.86it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  7.26it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  7.07it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  6.99it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  6.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.98it/s]
rendering ['lamp', 'wardrobe', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-113']

0it [00:00, ?it/s]
1it [00:00,  9.51it/s]
2it [00:00,  8.80it/s]
3it [00:00,  8.96it/s]
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1000it [00:59, 16.91it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.83it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:09, 10.06it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09, 10.49it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.90it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09, 10.03it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  8.96it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.45it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.39it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:09,  8.83it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  8.07it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.75it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.41it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  7.79it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  7.64it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.53it/s]
rendering ['tv_stand', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-48968']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.13it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.78it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.42it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.00it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.75it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.76it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.23it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.08it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.40it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:09,  8.80it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.22it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:06, 11.35it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 12.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 13.20it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 13.58it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:04, 13.86it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:04, 14.06it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:04, 14.21it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:04, 14.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.66it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.74it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 13.24it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:03, 13.59it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:03, 13.84it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:03, 14.02it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 14.16it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 14.24it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 14.24it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:02, 14.01it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:02, 13.73it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:02, 13.50it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 13.12it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.80it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.15it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.45it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.91it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:01, 13.32it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 13.51it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 13.45it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 13.67it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 13.90it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 14.09it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:00, 14.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:06<00:00, 14.19it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 14.05it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.49it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 11.72it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 11.71it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 11.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.47it/s]
rendering ['bed', 'nightstand', 'desk', 'lamp', 'floor', '_scene_']
['MasterBedroom-9222']

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997it [00:55, 20.36it/s]
1000it [00:55, 20.24it/s]
1000it [00:55, 18.06it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  7.77it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  7.79it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.66it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.33it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  6.84it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:12,  7.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.52it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.61it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.69it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.70it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.75it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.66it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.62it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:14,  6.04it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.50it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.75it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:14,  5.75it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.25it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.67it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.97it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.22it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.40it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.53it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  7.62it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.75it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.81it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.78it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:08,  7.86it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:08,  7.96it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  7.95it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.05it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.98it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  8.07it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.09it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:07,  8.15it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:07,  8.34it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.18it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.34it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  8.36it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.38it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.57it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:06,  8.44it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  8.39it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.44it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  8.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.40it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.39it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.35it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:05,  8.33it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.40it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.46it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  8.37it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  8.44it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.49it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.45it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  8.31it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:03,  9.39it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03, 10.08it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03, 10.47it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:02, 10.62it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02, 10.70it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:02, 10.79it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02, 10.91it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:01, 11.01it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:01, 11.06it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 11.08it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:02,  7.32it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:02,  6.43it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:02,  5.77it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:02,  5.20it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:02,  5.05it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  6.53it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:01,  7.72it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.07it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  6.78it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  6.88it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  7.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.90it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'tv_stand', 'lamp', 'floor', '_scene_']
['Bedroom-32051']

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4it [00:00, 34.45it/s]
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1000it [00:47, 21.22it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.30it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:16,  5.95it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.47it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.60it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.34it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  7.12it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  7.82it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.68it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  7.94it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  6.76it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.11it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.72it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.15it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  6.93it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.14it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:08,  8.87it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:08,  8.97it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.10it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.94it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.30it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.57it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.28it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.50it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:12,  5.35it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:11,  5.65it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:11,  5.73it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.17it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.18it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:10,  5.73it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:10,  5.99it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.78it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.27it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.36it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:10,  5.62it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:13,  4.08it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:12,  4.54it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:10,  5.12it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:09,  5.55it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:09,  5.28it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:09,  5.56it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:10,  4.74it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:09,  5.28it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.09it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.66it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  5.84it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.95it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.54it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.50it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.14it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  5.93it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.49it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.35it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:06,  5.80it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:07,  4.82it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:08,  4.17it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:08,  3.92it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:07,  4.41it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:11<00:06,  4.83it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:05,  5.24it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:05,  5.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.42it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.46it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.82it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  7.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  7.19it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:02,  7.73it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:02,  7.70it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:02,  7.52it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:02,  6.78it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  7.07it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  7.42it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  7.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  7.37it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.64it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.62it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  7.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.94it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:02,  5.01it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:02,  4.95it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  5.44it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.03it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.56it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.15it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  7.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  7.28it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.36it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  5.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  4.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.25it/s]
rendering ['bed', 'cabinet', 'wardrobe', 'chair', 'lamp', 'floor', '_scene_']
['MasterBedroom-86835']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:25,  3.82it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:27,  3.51it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.82it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.67it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.61it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:18,  4.97it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.37it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:15,  5.81it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:13,  6.46it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.45it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  7.09it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.33it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:10,  7.97it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:09,  8.24it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:09,  8.23it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:09,  8.39it/s]
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DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:09,  7.72it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:08,  8.08it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:08,  7.82it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.04it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:12,  5.65it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.59it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:11,  5.89it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.61it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.06it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.51it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.11it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:06,  9.44it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:06,  8.41it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.77it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.25it/s]
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DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:05,  7.76it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.45it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.22it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:08,  5.23it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:08,  5.07it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:07,  5.08it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:08,  4.41it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:09,  4.06it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:09,  3.89it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:07,  4.56it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:06,  5.18it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:07,  4.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:11<00:08,  3.95it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:07,  4.08it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:06,  4.48it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:06,  4.58it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:06,  4.07it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:12<00:06,  4.44it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:12<00:05,  4.78it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:05,  4.98it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:05,  4.38it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:05,  3.89it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:04,  4.57it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:13<00:04,  5.18it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:13<00:03,  5.40it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  5.92it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:03,  5.70it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:02,  6.02it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:14<00:02,  6.98it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:14<00:01,  7.01it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:02,  5.75it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.27it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.41it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  6.74it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:15<00:01,  7.02it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:15<00:01,  7.00it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:00,  7.17it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.60it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  7.09it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:16<00:00,  6.71it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  7.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  8.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.11it/s]
rendering ['bed', 'wardrobe', 'wardrobe', 'tv_stand', 'nightstand', 'floor', '_scene_']
['SecondBedroom-86888']

0it [00:00, ?it/s]
2it [00:00, 11.85it/s]
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6it [00:00,  8.48it/s]
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898it [01:19,  9.22it/s]
901it [01:19, 11.96it/s]
904it [01:20, 14.92it/s]
906it [01:20, 15.52it/s]
908it [01:20, 13.94it/s]
910it [01:20, 14.52it/s]
912it [01:20, 15.05it/s]
914it [01:20, 15.03it/s]
917it [01:20, 15.91it/s]
920it [01:21, 17.41it/s]
923it [01:21, 19.35it/s]
926it [01:21, 20.54it/s]
929it [01:21, 21.13it/s]
932it [01:21, 19.60it/s]
935it [01:21, 18.16it/s]
937it [01:21, 17.55it/s]
939it [01:22, 15.54it/s]
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943it [01:22, 14.51it/s]
945it [01:22, 15.20it/s]
948it [01:22, 18.43it/s]
950it [01:22, 15.70it/s]
952it [01:22, 14.60it/s]
954it [01:23, 14.17it/s]
956it [01:23, 15.01it/s]
958it [01:23, 12.46it/s]
960it [01:23, 11.52it/s]
962it [01:23, 10.35it/s]
964it [01:24,  9.47it/s]
966it [01:24,  8.70it/s]
967it [01:24,  8.49it/s]
969it [01:24,  9.39it/s]
970it [01:24,  8.05it/s]
972it [01:25,  9.92it/s]
974it [01:25, 10.47it/s]
976it [01:25,  8.63it/s]
977it [01:25,  8.53it/s]
979it [01:25,  9.85it/s]
981it [01:25, 11.41it/s]
983it [01:26, 12.48it/s]
985it [01:26, 13.31it/s]
987it [01:26, 13.32it/s]
989it [01:26, 11.59it/s]
991it [01:26, 12.60it/s]
994it [01:26, 15.37it/s]
997it [01:26, 16.30it/s]
999it [01:27, 16.02it/s]
1000it [01:27, 11.47it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.76it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.50it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:20,  4.67it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:16,  5.79it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.37it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.93it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.11it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.55it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.76it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.61it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.57it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.08it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:17,  4.70it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:17,  4.73it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.44it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  5.95it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.48it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  7.06it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.54it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.47it/s]
rendering ['bed', 'nightstand', 'wardrobe', 'nightstand', 'floor', '_scene_']
['MasterBedroom-9583']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.64it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  8.00it/s]
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DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  6.97it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.79it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:16,  5.65it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.33it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.61it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:15,  5.91it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.75it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:16,  5.56it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  4.95it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:18,  4.71it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.98it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:18,  4.71it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:17,  4.85it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:16,  4.89it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  5.02it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  5.05it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:19,  4.07it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:19,  3.95it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:17,  4.55it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:16,  4.67it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:21,  3.52it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:22,  3.29it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:19,  3.77it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:17,  4.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:16,  4.42it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:14,  4.77it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:16,  4.34it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:15,  4.46it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:16,  4.06it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:19,  3.38it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:20,  3.21it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:17,  3.75it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:16,  3.87it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:13,  4.54it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:13,  4.55it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:12,  4.87it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:11,  5.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:11,  4.96it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:10,  5.35it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:09,  5.73it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:10,  5.19it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:13,  4.16it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:14,  3.66it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:18,  2.81it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:11<00:20,  2.54it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:12<00:22,  2.18it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:12<00:20,  2.36it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:12<00:19,  2.46it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:13<00:19,  2.45it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:13<00:19,  2.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:21,  2.08it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:14<00:20,  2.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:15<00:19,  2.21it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:15<00:18,  2.32it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:15<00:16,  2.55it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:16<00:15,  2.67it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:17<00:12,  2.84it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:18<00:12,  2.75it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:18<00:12,  2.79it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:18<00:11,  2.87it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:19<00:11,  2.80it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:19<00:10,  2.94it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:19<00:09,  3.29it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:07,  4.01it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:19<00:06,  4.60it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:20<00:05,  4.89it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:20<00:04,  5.54it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:20<00:04,  6.05it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:20<00:03,  6.16it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:03,  6.66it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:20<00:03,  7.15it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:20<00:02,  7.35it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:20<00:02,  7.66it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:21<00:02,  7.71it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:21<00:02,  7.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:21<00:02,  7.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:21<00:02,  7.08it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:21<00:02,  6.76it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:21<00:02,  6.76it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:21<00:01,  7.30it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:22<00:01,  7.57it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:22<00:01,  6.64it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:22<00:01,  6.45it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:22<00:01,  6.46it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:22<00:01,  6.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:22<00:01,  6.53it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:00,  6.87it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:23<00:00,  6.63it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:23<00:00,  7.03it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:23<00:00,  6.48it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.79it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:24<00:00,  3.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:24<00:00,  4.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:24<00:00,  4.11it/s]
rendering ['cabinet', 'lamp', 'bed', 'nightstand', 'nightstand', 'table', 'wardrobe', 'desk', 'floor', '_scene_']
['SecondBedroom-8823']

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999it [01:22, 10.23it/s]
1000it [01:22, 12.13it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:16,  6.10it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:16,  5.84it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:16,  5.78it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:16,  5.91it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.52it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.96it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:15,  6.13it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.45it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:17,  5.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:17,  5.10it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  4.93it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.45it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.63it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:18,  4.53it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:17,  4.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.42it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.83it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.26it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.29it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:13,  5.97it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.08it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:12,  6.06it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:11,  6.49it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:10,  7.03it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:09,  7.48it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:09,  7.32it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.99it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.45it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.32it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.33it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:14,  4.61it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  4.73it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:15,  4.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:14,  4.43it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:13,  4.55it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:12,  4.98it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:08,  7.16it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:06,  8.80it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:05,  9.90it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:05, 10.16it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:06,  8.25it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:06,  8.21it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:06,  7.92it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:06,  7.51it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:06,  6.97it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.49it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:05,  7.86it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:04,  9.07it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:04,  8.34it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:06,  6.24it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:06,  6.05it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.40it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  5.97it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.33it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  7.03it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  7.33it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  7.39it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  7.03it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:03,  7.29it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.32it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  5.83it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:04,  6.09it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.65it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:04,  5.52it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:04,  5.44it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  5.63it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.17it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.22it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.92it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  7.90it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:01,  7.89it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:01,  7.52it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  7.71it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  7.86it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.76it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  5.44it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.70it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.13it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.64it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  5.75it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  4.95it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  5.14it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  5.01it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  4.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  4.56it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.20it/s]
rendering ['bed', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-13218']

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1000it [01:28,  7.15it/s]
1000it [01:28, 11.28it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:28,  3.48it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:24,  4.07it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:21,  4.59it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.61it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:13,  7.02it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:12,  7.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.54it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.07it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.36it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:16,  5.50it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  5.13it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.27it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:20,  4.15it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:19,  4.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:16,  4.96it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  5.01it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.26it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.48it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.56it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:13,  5.70it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.78it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.68it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.34it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:12,  5.85it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  5.93it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:11,  6.18it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.50it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:12,  5.62it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.60it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:13,  4.90it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.49it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:10,  6.26it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:10,  6.36it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:09,  6.64it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:09,  6.60it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:08,  7.39it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:08,  7.36it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:08,  7.09it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:07,  7.29it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:08,  7.06it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:07,  7.27it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:07,  7.55it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:06,  7.87it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  6.87it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:08,  5.82it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:10,  4.69it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:10,  5.00it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:08,  5.47it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.17it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:07,  6.70it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:06,  7.18it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:05,  7.55it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:05,  7.83it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:05,  7.41it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:05,  7.30it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:05,  7.42it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  7.83it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:05,  7.57it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:04,  8.06it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:04,  8.05it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:04,  7.78it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:04,  7.64it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:04,  7.90it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  7.85it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  7.40it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  7.48it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.72it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.97it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:03,  7.09it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  5.58it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:12<00:05,  4.86it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  5.05it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:04,  5.56it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:04,  5.49it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  5.69it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  5.53it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:13<00:03,  5.18it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.95it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:01,  8.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:01,  8.94it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  9.24it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  7.47it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  7.11it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.49it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  5.34it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  3.99it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:01,  3.98it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:01,  4.25it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  4.82it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  5.24it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  4.78it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:16<00:00,  4.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  3.77it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  5.95it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'tv_stand', 'lamp', 'floor', '_scene_']
['SecondBedroom-36408']

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1000it [01:29, 14.02it/s]
1000it [01:29, 11.23it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:29,  3.36it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:24,  3.93it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:22,  4.33it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:21,  4.43it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:22,  4.21it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:19,  4.85it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:21,  4.36it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:22,  4.07it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:22,  4.03it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:22,  3.97it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:21,  4.13it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.21it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:17,  4.78it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:16,  5.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:13,  6.01it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:12,  6.72it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:12,  6.66it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.52it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:15,  5.08it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:19,  4.09it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:17,  4.49it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  4.91it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:15,  4.78it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:16,  4.43it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:19,  3.88it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:19,  3.79it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:17,  4.01it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:15,  4.62it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:13,  5.07it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:12,  5.43it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:11,  5.67it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:11,  5.65it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:11,  5.71it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:11,  5.49it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:11,  5.39it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:11,  5.40it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:10,  5.66it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:10,  5.79it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:10,  5.80it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:10,  5.77it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:10,  5.53it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.52it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.43it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:09,  5.52it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.77it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:11,  4.43it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:11,  4.63it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:10<00:11,  4.26it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:11,  4.35it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.76it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  5.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:07,  5.98it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:07,  6.33it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:07,  6.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:11,  4.00it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:14,  2.97it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:12<00:14,  2.91it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:15,  2.61it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:13<00:16,  2.46it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:14<00:18,  2.14it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:18,  2.05it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:15<00:20,  1.80it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:15<00:21,  1.70it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:16<00:21,  1.59it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:17<00:19,  1.74it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:17<00:18,  1.81it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:18<00:17,  1.82it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:18<00:17,  1.78it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:19<00:17,  1.74it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:15,  1.83it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:20<00:16,  1.74it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:21<00:15,  1.69it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:21<00:12,  2.05it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:21<00:09,  2.59it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:21<00:07,  3.21it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:21<00:06,  3.69it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:21<00:05,  4.12it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:22<00:04,  4.86it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:22<00:03,  5.60it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:22<00:03,  5.01it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:22<00:03,  4.92it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:22<00:03,  4.99it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:23<00:03,  4.49it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:23<00:03,  4.01it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:23<00:03,  3.69it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:23<00:03,  4.08it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:24<00:03,  3.68it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:24<00:02,  4.01it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:24<00:02,  4.21it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:24<00:01,  4.73it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:25<00:01,  4.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:25<00:01,  3.71it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:26<00:02,  2.82it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:26<00:01,  2.63it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:26<00:01,  2.90it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:26<00:00,  3.47it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:27<00:00,  3.92it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:27<00:00,  4.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  4.44it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.64it/s]
rendering ['bed', 'table', 'table', 'wardrobe', 'wardrobe', 'lamp', 'lamp', 'floor', '_scene_']
['MasterBedroom-36389']

0it [00:00, ?it/s]
1it [00:00,  7.50it/s]
2it [00:00,  7.70it/s]
4it [00:00,  8.52it/s]
6it [00:00, 10.13it/s]
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655it [00:28, 19.01it/s]
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844it [00:36, 24.51it/s]
847it [00:36, 25.01it/s]
850it [00:36, 25.14it/s]
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856it [00:36, 25.21it/s]
859it [00:37, 26.40it/s]
862it [00:37, 26.91it/s]
865it [00:37, 26.92it/s]
868it [00:37, 26.84it/s]
871it [00:37, 18.08it/s]
874it [00:37, 18.61it/s]
877it [00:37, 20.02it/s]
880it [00:38, 21.63it/s]
883it [00:38, 21.01it/s]
886it [00:38, 20.10it/s]
889it [00:38, 17.77it/s]
892it [00:38, 19.75it/s]
895it [00:38, 21.41it/s]
898it [00:38, 22.68it/s]
901it [00:39, 23.70it/s]
904it [00:39, 22.44it/s]
907it [00:39, 21.91it/s]
910it [00:39, 20.49it/s]
913it [00:39, 21.11it/s]
916it [00:39, 20.07it/s]
919it [00:39, 21.96it/s]
922it [00:40, 23.37it/s]
925it [00:40, 24.31it/s]
928it [00:40, 17.84it/s]
931it [00:40, 18.63it/s]
934it [00:40, 20.53it/s]
937it [00:40, 22.01it/s]
940it [00:40, 23.30it/s]
943it [00:41, 24.29it/s]
946it [00:41, 24.98it/s]
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952it [00:41, 25.93it/s]
955it [00:41, 26.23it/s]
958it [00:41, 26.44it/s]
961it [00:41, 26.65it/s]
964it [00:41, 26.76it/s]
967it [00:41, 26.56it/s]
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973it [00:42, 21.04it/s]
976it [00:42, 22.60it/s]
979it [00:42, 23.40it/s]
982it [00:42, 18.54it/s]
985it [00:42, 20.23it/s]
988it [00:42, 21.63it/s]
991it [00:43, 22.69it/s]
994it [00:43, 23.49it/s]
997it [00:43, 24.00it/s]
1000it [00:43, 24.39it/s]
1000it [00:43, 23.04it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.08it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.06it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.08it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.05it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.04it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:12,  7.36it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.76it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  8.12it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.12it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.02it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:18,  4.68it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:19,  4.31it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:19,  4.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:17,  4.72it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:18,  4.39it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:19,  4.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:20,  4.04it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:20,  3.97it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:20,  3.78it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:20,  3.78it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:20,  3.68it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:18,  4.07it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:18,  3.98it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:18,  3.90it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:18,  3.86it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:18,  3.84it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:18,  3.82it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:16,  4.27it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.68it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  5.21it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:11,  5.99it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:09,  6.68it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:08,  7.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:08,  7.74it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:10,  6.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:10,  5.90it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:10,  5.70it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:09,  6.44it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:08,  7.06it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:07,  7.55it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:07,  8.03it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:06,  8.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:06,  8.54it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:06,  8.71it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:06,  8.75it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:05,  8.85it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:05,  8.93it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:05,  8.97it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:05,  9.03it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:05,  9.04it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:05,  9.05it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:05,  9.03it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:04,  9.06it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:04,  9.04it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:04,  8.90it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:04,  8.95it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:04,  8.99it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:04,  9.03it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:04,  9.01it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:04,  9.05it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:04,  9.05it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:03,  9.06it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:04,  7.60it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:04,  8.03it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:03,  8.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.80it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  7.06it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.77it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:03,  7.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:03,  7.79it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:03,  8.13it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  8.38it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:02,  8.56it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:02,  8.69it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:02,  8.81it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:02,  8.88it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:02,  8.46it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:02,  8.16it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  8.08it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  8.33it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:01,  8.54it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:01,  8.69it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:01,  8.82it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:01,  8.90it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  8.95it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  8.94it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  8.97it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  9.02it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:00,  9.05it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:00,  9.05it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  9.08it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  9.06it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  9.07it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  9.07it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  7.93it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.53it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  7.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  8.23it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.83it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'wardrobe', 'lamp', 'floor', '_scene_']
['SecondBedroom-7635']

0it [00:00, ?it/s]
3it [00:00, 25.82it/s]
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1000it [00:41, 26.66it/s]
1000it [00:41, 23.91it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.77it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.70it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.70it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.66it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.65it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.66it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.60it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.46it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 11.30it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.23it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.19it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.33it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.33it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 11.02it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.83it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.79it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.71it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.60it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.55it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05, 10.49it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.46it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.61it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.53it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.46it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.44it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.43it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.43it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.39it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.39it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.40it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.38it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.39it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.46it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.43it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.41it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.53it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.50it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.45it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.41it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.39it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.39it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.36it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.37it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.38it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.36it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.71it/s]
rendering ['bed', 'wardrobe', 'desk', 'chair', 'floor', '_scene_']
['Bedroom-1541']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.63it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.63it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.14it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  7.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.54it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.73it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.00it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.32it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:07, 10.43it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.49it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.61it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.63it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.64it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.71it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.00it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.12it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.38it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.57it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.58it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.12it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.29it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  8.44it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.00it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.48it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.84it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.07it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 10.29it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.43it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.50it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.55it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.65it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.63it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.65it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.73it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.75it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.73it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.75it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.78it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.73it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.71it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.78it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.75it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.70it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.76it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.81it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.76it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.73it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.28it/s]
rendering ['bed', 'table', 'wardrobe', 'lamp', 'floor', '_scene_']
['Bedroom-11202']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.57it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.49it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.48it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.44it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.60it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.53it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.47it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.44it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.44it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.43it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.47it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.48it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.44it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.42it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.39it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.41it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.23it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.08it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  7.68it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:08,  7.03it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:07,  7.87it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  8.57it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05,  9.08it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.45it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.72it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  8.72it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.22it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.55it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:04,  8.90it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.80it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  8.43it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  8.25it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  8.76it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:05,  7.30it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:04,  8.38it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.04it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.06it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  8.30it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.02it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:03,  8.73it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  7.17it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  8.05it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  8.74it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.30it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.63it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.85it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.03it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 10.13it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 10.21it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 10.34it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.32it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.38it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 10.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 10.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.49it/s]
rendering ['bed', 'wardrobe', 'desk', 'lamp', 'floor', '_scene_']
['Bedroom-26487']

0it [00:00, ?it/s]
3it [00:00, 22.49it/s]
6it [00:00, 20.36it/s]
9it [00:00, 19.73it/s]
12it [00:00, 20.92it/s]
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538it [00:27, 20.19it/s]
541it [00:27, 20.77it/s]
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547it [00:28, 21.70it/s]
550it [00:28, 21.93it/s]
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635it [00:32, 16.27it/s]
638it [00:32, 18.01it/s]
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644it [00:32, 20.41it/s]
647it [00:33, 21.16it/s]
650it [00:33, 21.66it/s]
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656it [00:33, 22.34it/s]
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662it [00:33, 22.78it/s]
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668it [00:34, 15.35it/s]
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680it [00:34, 20.65it/s]
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686it [00:34, 21.94it/s]
689it [00:35, 20.08it/s]
692it [00:35, 20.11it/s]
695it [00:35, 18.97it/s]
698it [00:35, 19.92it/s]
701it [00:35, 20.51it/s]
704it [00:36, 14.30it/s]
707it [00:36, 16.05it/s]
709it [00:36, 14.31it/s]
711it [00:36, 13.30it/s]
713it [00:36, 13.62it/s]
715it [00:36, 14.83it/s]
718it [00:36, 16.95it/s]
721it [00:37, 18.50it/s]
724it [00:37, 19.66it/s]
727it [00:37, 20.47it/s]
730it [00:37, 21.05it/s]
733it [00:37, 18.97it/s]
736it [00:37, 19.85it/s]
739it [00:38, 15.95it/s]
741it [00:38, 13.94it/s]
743it [00:38, 12.46it/s]
746it [00:38, 14.65it/s]
749it [00:38, 16.52it/s]
752it [00:38, 18.12it/s]
755it [00:39, 19.33it/s]
758it [00:39, 20.12it/s]
761it [00:39, 20.74it/s]
764it [00:39, 21.39it/s]
767it [00:39, 21.89it/s]
770it [00:39, 22.28it/s]
773it [00:39, 22.54it/s]
776it [00:39, 22.72it/s]
779it [00:40, 22.86it/s]
782it [00:40, 22.97it/s]
785it [00:40, 22.99it/s]
788it [00:40, 23.00it/s]
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794it [00:40, 22.65it/s]
797it [00:40, 22.69it/s]
800it [00:41, 22.64it/s]
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827it [00:42, 22.57it/s]
830it [00:42, 22.52it/s]
833it [00:42, 22.81it/s]
836it [00:42, 23.51it/s]
839it [00:42, 20.96it/s]
842it [00:42, 21.28it/s]
845it [00:43, 21.55it/s]
848it [00:43, 21.81it/s]
851it [00:43, 21.93it/s]
854it [00:43, 20.10it/s]
857it [00:43, 20.65it/s]
860it [00:43, 21.09it/s]
863it [00:43, 21.41it/s]
866it [00:44, 21.67it/s]
869it [00:44, 21.92it/s]
872it [00:44, 19.67it/s]
875it [00:44, 18.27it/s]
878it [00:44, 19.33it/s]
880it [00:44, 15.58it/s]
882it [00:45, 13.36it/s]
884it [00:45, 11.99it/s]
886it [00:45, 11.08it/s]
889it [00:45, 13.49it/s]
892it [00:45, 14.93it/s]
895it [00:45, 16.99it/s]
898it [00:46, 18.43it/s]
900it [00:46, 16.22it/s]
903it [00:46, 17.93it/s]
906it [00:46, 19.28it/s]
909it [00:46, 20.24it/s]
912it [00:46, 20.89it/s]
915it [00:46, 21.43it/s]
918it [00:47, 18.97it/s]
921it [00:47, 20.02it/s]
924it [00:47, 20.95it/s]
927it [00:47, 21.58it/s]
930it [00:47, 17.37it/s]
933it [00:47, 18.69it/s]
936it [00:48, 19.71it/s]
939it [00:48, 21.07it/s]
942it [00:48, 21.65it/s]
945it [00:48, 21.97it/s]
948it [00:48, 22.25it/s]
951it [00:48, 22.37it/s]
954it [00:48, 22.69it/s]
957it [00:48, 21.57it/s]
960it [00:49, 21.95it/s]
963it [00:49, 22.07it/s]
966it [00:49, 21.98it/s]
969it [00:49, 22.69it/s]
972it [00:49, 22.47it/s]
975it [00:49, 22.45it/s]
978it [00:49, 21.68it/s]
981it [00:50, 21.73it/s]
984it [00:50, 21.79it/s]
987it [00:50, 21.68it/s]
990it [00:50, 20.67it/s]
993it [00:50, 19.61it/s]
996it [00:50, 20.10it/s]
999it [00:50, 20.63it/s]
1000it [00:50, 19.61it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.76it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:19,  5.05it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.17it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:18,  5.21it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.26it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.27it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.19it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:17,  5.22it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.28it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.28it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.31it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.32it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.33it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.34it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:15,  5.27it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.26it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.29it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.30it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.33it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.34it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.33it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.31it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.29it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.30it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.35it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.33it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.31it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.31it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:09,  5.30it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.34it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.34it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:10,  4.49it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:14,  3.37it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:15,  2.95it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:13,  3.35it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:11,  3.76it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:10,  4.11it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:09,  4.41it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:09,  4.63it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:08,  4.83it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.94it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:12<00:07,  5.04it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:12<00:07,  5.12it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:12<00:07,  5.15it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:06,  5.20it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:06,  5.24it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:06,  5.25it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  5.26it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:13<00:06,  5.28it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:13<00:05,  5.27it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:13<00:05,  5.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  5.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  5.28it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:14<00:05,  5.26it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:14<00:04,  5.29it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:14<00:04,  5.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  5.31it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  5.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:15<00:04,  5.33it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:15<00:04,  4.35it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:15<00:04,  4.34it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:04,  4.53it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.70it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:16<00:04,  3.85it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:16<00:04,  3.94it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.31it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:03,  4.09it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.38it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:17<00:02,  4.58it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.60it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  5.04it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  5.19it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:18<00:01,  5.29it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:18<00:01,  5.36it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:00,  5.43it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  5.47it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  5.50it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:19<00:00,  5.53it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:19<00:00,  5.53it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  5.54it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  5.00it/s]
rendering ['bed', 'nightstand', 'nightstand', 'tv_stand', 'wardrobe', 'wardrobe', 'lamp', 'lamp', 'lamp', 'chair', 'table', 'floor', '_scene_']
['Bedroom-691']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.92it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.74it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.58it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.58it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.56it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.59it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.59it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.57it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.71it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.69it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.64it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.60it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.61it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.66it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.60it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.73it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.66it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.61it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.59it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.60it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.52it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.47it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.46it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.45it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.42it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 11.46it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.70it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.64it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.55it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.47it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.44it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.43it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.38it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.39it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.41it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.41it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.43it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.42it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.46it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.51it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 10.86it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.01it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 11.09it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.24it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.26it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 10.71it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.43it/s]
rendering ['bed', 'lamp', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-14817']

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1000it [00:47, 20.97it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.38it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.42it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.11it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.60it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.37it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.47it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:15,  5.66it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.34it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.97it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  8.06it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  8.85it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:08,  9.30it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:07,  9.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.88it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:06, 10.05it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.18it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.25it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06, 10.29it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06, 10.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:05, 10.36it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.39it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.36it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05, 10.40it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05, 10.39it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 10.40it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.47it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.46it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04, 10.44it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.48it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.75it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03,  9.94it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.05it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03, 10.18it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.26it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 10.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.38it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02, 10.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 10.36it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01,  9.59it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  7.83it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  7.81it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  8.59it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00,  9.53it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.79it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.98it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 10.09it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 10.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.43it/s]
rendering ['nightstand', 'bed', 'nightstand', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-30192']

0it [00:00, ?it/s]
3it [00:00, 21.25it/s]
6it [00:00, 21.58it/s]
9it [00:00, 21.47it/s]
12it [00:00, 20.94it/s]
15it [00:00, 21.56it/s]
18it [00:00, 21.98it/s]
21it [00:00, 22.21it/s]
24it [00:01, 20.00it/s]
27it [00:01, 20.90it/s]
30it [00:01, 21.19it/s]
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42it [00:01, 22.07it/s]
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450it [00:24,  6.63it/s]
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646it [00:39, 23.44it/s]
649it [00:39, 23.39it/s]
652it [00:39, 23.33it/s]
655it [00:39, 23.45it/s]
658it [00:39, 23.47it/s]
661it [00:40, 23.55it/s]
664it [00:40, 21.82it/s]
667it [00:40, 22.22it/s]
670it [00:40, 22.42it/s]
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682it [00:40, 22.47it/s]
685it [00:41, 22.50it/s]
688it [00:41, 22.64it/s]
691it [00:41, 20.56it/s]
694it [00:41, 21.06it/s]
697it [00:41, 21.50it/s]
700it [00:41, 21.71it/s]
703it [00:41, 21.80it/s]
706it [00:42, 21.89it/s]
709it [00:42, 22.10it/s]
712it [00:42, 22.09it/s]
715it [00:42, 22.12it/s]
718it [00:42, 22.31it/s]
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726it [00:43, 15.58it/s]
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735it [00:43, 19.61it/s]
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741it [00:43, 21.30it/s]
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760it [00:45, 12.36it/s]
762it [00:45, 13.36it/s]
765it [00:45, 15.79it/s]
768it [00:45, 17.75it/s]
771it [00:45, 19.20it/s]
774it [00:45, 20.23it/s]
777it [00:45, 21.02it/s]
780it [00:46, 21.66it/s]
783it [00:46, 22.08it/s]
786it [00:46, 22.36it/s]
789it [00:46, 22.53it/s]
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840it [00:48, 23.01it/s]
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849it [00:49, 23.14it/s]
852it [00:49, 23.12it/s]
855it [00:49, 23.10it/s]
858it [00:49, 23.13it/s]
861it [00:49, 23.15it/s]
864it [00:49, 23.17it/s]
867it [00:49, 23.19it/s]
870it [00:49, 23.19it/s]
873it [00:50, 23.15it/s]
876it [00:50, 23.18it/s]
879it [00:50, 23.14it/s]
882it [00:50, 23.13it/s]
885it [00:50, 23.14it/s]
888it [00:50, 23.13it/s]
891it [00:50, 23.16it/s]
894it [00:50, 23.11it/s]
897it [00:51, 17.56it/s]
899it [00:51, 15.03it/s]
902it [00:51, 16.85it/s]
905it [00:51, 18.49it/s]
908it [00:51, 19.16it/s]
911it [00:52, 18.30it/s]
914it [00:52, 18.18it/s]
916it [00:52, 15.88it/s]
918it [00:52, 13.31it/s]
920it [00:52, 14.21it/s]
923it [00:52, 16.25it/s]
926it [00:52, 17.92it/s]
929it [00:53, 19.17it/s]
932it [00:53, 20.04it/s]
935it [00:53, 20.77it/s]
938it [00:53, 21.15it/s]
941it [00:53, 21.54it/s]
944it [00:53, 21.84it/s]
947it [00:53, 21.95it/s]
950it [00:54, 22.12it/s]
953it [00:54, 22.27it/s]
956it [00:54, 22.27it/s]
959it [00:54, 22.22it/s]
962it [00:54, 22.32it/s]
965it [00:54, 22.20it/s]
968it [00:54, 22.26it/s]
971it [00:54, 22.16it/s]
974it [00:55, 22.44it/s]
977it [00:55, 22.62it/s]
980it [00:55, 22.77it/s]
983it [00:55, 22.90it/s]
986it [00:55, 23.01it/s]
989it [00:55, 22.99it/s]
992it [00:55, 22.98it/s]
995it [00:56, 23.02it/s]
998it [00:56, 23.02it/s]
1000it [00:56, 17.78it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.24it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.23it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.26it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.19it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.25it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.24it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.31it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.25it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.25it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.21it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.28it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.22it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.11it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.11it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:12,  5.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:13,  4.75it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:14,  4.34it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:15,  4.07it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:17,  3.52it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:15,  4.06it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:13,  4.59it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:14,  4.01it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:13,  4.34it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:11,  4.91it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:11,  4.95it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:10,  5.44it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  7.06it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  7.08it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  7.07it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  7.10it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:00,  7.10it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.40it/s]
rendering ['bed', 'nightstand', 'wardrobe', 'wardrobe', 'chair', 'lamp', 'nightstand', 'floor', '_scene_']
['Bedroom-41491']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.44it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  8.98it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.64it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.51it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.23it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.25it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.85it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.37it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.69it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.91it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08, 10.04it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:07, 10.12it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:07, 10.21it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07, 10.26it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07, 10.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:06, 10.31it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:06, 10.31it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:05, 10.35it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 10.36it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05, 10.36it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:04, 10.36it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 10.35it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:03, 10.36it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:03, 10.37it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 10.37it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 10.36it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02,  9.48it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  9.73it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  8.39it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  7.01it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:02,  7.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01,  8.13it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01,  8.76it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  8.52it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:01,  7.97it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00,  8.73it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00,  9.26it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.57it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.79it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.70it/s]
rendering ['bed', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['MasterBedroom-49865']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.05it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.10it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.44it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.74it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.87it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  8.97it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.01it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.08it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.14it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:13,  6.43it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:14,  5.77it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:14,  5.61it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:18,  4.48it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:15,  5.30it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:13,  6.07it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.75it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.32it/s]
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rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-16450']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.78it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.78it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.47it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.56it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.44it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09,  9.48it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.43it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.42it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.44it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.41it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.40it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.42it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.38it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.46it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.38it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.50it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.37it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.47it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.58it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.44it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.50it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.34it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.43it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.35it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.45it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.38it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.43it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.38it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.38it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.44it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.54it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.43it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.45it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.37it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.41it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.50it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.59it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.76it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.59it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05,  9.58it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.49it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.37it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.30it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05,  9.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.21it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.19it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.17it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.17it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.18it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.17it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  9.14it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.14it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.14it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.14it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.18it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.23it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.19it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.17it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03,  9.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03,  9.26it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03,  9.23it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.22it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.19it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.19it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.17it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.17it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.17it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.19it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.18it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02,  9.16it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.16it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.17it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.16it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.11it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.12it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01,  9.10it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.12it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00,  9.17it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00,  9.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.16it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.11it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.10it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.29it/s]
rendering ['bed', 'cabinet', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-14328']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.49it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.35it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.26it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.39it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.33it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.26it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.36it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.31it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.33it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.35it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.31it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.34it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.23it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.40it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.29it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.30it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.35it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.22it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.31it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.19it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.26it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.24it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.43it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.31it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.32it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.33it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.27it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.35it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.25it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.26it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.28it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.20it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.31it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.24it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.18it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:06,  8.66it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:07,  7.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  7.78it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  7.61it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:06,  7.05it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:06,  7.57it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:06,  6.97it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:06,  6.84it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:06,  7.34it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  7.89it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.20it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.50it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  8.74it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  8.84it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.05it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:05,  7.36it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:06,  5.83it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:07,  4.53it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:09,  3.58it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:09,  3.77it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:07,  4.33it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:07,  4.45it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:05,  5.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:05,  5.45it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  6.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:04,  6.91it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  7.54it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  7.04it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  7.60it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.14it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.40it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.78it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.94it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  9.11it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  9.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.76it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  6.44it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:02,  6.33it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:02,  6.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:02,  6.99it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.48it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.03it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.36it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.66it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.96it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.97it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  9.18it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  7.94it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  7.55it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  7.84it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.18it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.54it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.73it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.98it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.94it/s]
rendering ['table', 'nightstand', 'bed', 'nightstand', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-39108']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.37it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.44it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.39it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.37it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.37it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.36it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.10it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  5.96it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:14,  5.48it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:13,  6.11it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:12,  6.63it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.06it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:11,  6.62it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.05it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.52it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  5.97it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:14,  5.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:12,  5.82it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:11,  6.39it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.86it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.21it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.49it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  7.72it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  7.93it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  8.04it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:07,  8.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:07,  8.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.27it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.29it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  8.45it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.43it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.40it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.40it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.36it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  8.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.36it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.51it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.44it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.40it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.36it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:05,  8.35it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.32it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  8.32it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.32it/s]
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DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.33it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  8.32it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.32it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.31it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.33it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.32it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.32it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:03,  7.81it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  5.79it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:04,  4.92it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:04,  4.43it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:04,  4.13it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:04,  3.96it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:04,  3.85it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:04,  4.09it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:03,  4.68it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:03,  4.31it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:03,  4.07it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:03,  3.92it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:03,  3.83it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:02,  4.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:02,  4.97it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  5.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  5.81it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.02it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.39it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  5.48it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  5.97it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  5.86it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.42it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.88it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.94it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.83it/s]
rendering ['cabinet', 'cabinet', 'bed', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['MasterBedroom-19531']

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882it [00:47, 20.17it/s]
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888it [00:47, 21.19it/s]
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900it [00:48, 21.82it/s]
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927it [00:49, 23.02it/s]
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981it [00:51, 23.16it/s]
984it [00:51, 23.31it/s]
987it [00:51, 23.16it/s]
990it [00:52, 23.10it/s]
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996it [00:52, 23.03it/s]
999it [00:52, 23.05it/s]
1000it [00:52, 19.04it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.29it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.06it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:10,  9.08it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.09it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.15it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.15it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.15it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.15it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.13it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.13it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.09it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.09it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.09it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  6.73it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:13,  5.51it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:14,  4.89it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:15,  4.53it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:15,  4.31it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:15,  4.34it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:12,  5.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:12,  5.47it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:10,  6.03it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:09,  6.71it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.47it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:10,  5.66it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.39it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.01it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  7.53it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.93it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.44it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:06,  8.62it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.76it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:05,  8.85it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:05,  8.93it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:05,  8.97it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  9.00it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  9.00it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  9.03it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  9.05it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:05,  9.07it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:04,  9.03it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:04,  9.02it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  9.05it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  9.12it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.10it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.09it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  9.07it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  9.07it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  9.07it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:03,  9.05it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:03,  9.04it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03,  9.03it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  9.00it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  9.01it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  9.04it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  9.04it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  9.05it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  9.06it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:02,  9.07it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:02,  9.09it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  9.08it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  9.18it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  9.10it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.12it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  9.11it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  9.12it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  9.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:01,  9.13it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:01,  9.08it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  9.04it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  9.04it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  9.21it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  9.11it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:00,  9.07it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  9.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  9.30it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  9.20it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  9.12it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  9.07it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  9.06it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  9.04it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.01it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.98it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.28it/s]
rendering ['lamp', 'bed', 'nightstand', 'nightstand', 'wardrobe', 'floor', '_scene_']
['Bedroom-74']

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1000it [00:46, 21.55it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.66it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.72it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 11.78it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.23it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:09,  9.59it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.23it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08,  9.59it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.96it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.29it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:08,  9.93it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.37it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:10,  7.65it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.70it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.51it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07, 10.10it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06,  9.83it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06, 10.42it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.74it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:05, 10.27it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 10.65it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05, 10.94it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:04, 11.25it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:04, 11.37it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:04, 11.51it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 11.67it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 11.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:03, 11.68it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:03, 11.68it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:03, 11.69it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 11.73it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 11.69it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:02, 11.73it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:02, 11.72it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 11.70it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 11.83it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:06<00:02, 11.80it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 11.90it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:01, 11.85it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 11.76it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 11.82it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01, 11.82it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:07<00:01, 11.79it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 11.73it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.70it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 11.71it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00, 11.70it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00, 11.70it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:08<00:00, 11.73it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 10.84it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.79it/s]
rendering ['bed', 'lamp', 'wardrobe', 'floor', '_scene_']
['Bedroom-15856']

0it [00:00, ?it/s]
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1000it [00:46, 21.32it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  8.24it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.22it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.19it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.17it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.87it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.55it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.75it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  7.90it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  7.98it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.04it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.04it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  8.07it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  8.10it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.14it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.15it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.19it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  7.96it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.64it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.79it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.92it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  7.97it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.00it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.06it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.10it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.84it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:12,  5.04it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:14,  4.49it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:15,  4.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:15,  4.01it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:12,  4.74it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:11,  5.20it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:11,  5.31it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  5.95it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.53it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.99it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.33it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.61it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  7.81it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  7.97it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  6.70it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  7.09it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.39it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:08,  5.91it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.47it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  6.94it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:08,  5.58it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:08,  5.29it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:08,  4.95it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:07,  5.64it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.24it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  6.76it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.18it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.49it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:04,  7.73it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:04,  7.91it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  8.01it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  8.10it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  8.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:03,  8.21it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:03,  8.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:03,  8.30it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  8.31it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  8.35it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  8.35it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:02,  8.35it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:02,  8.37it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:02,  8.36it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.35it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.33it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.43it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:03,  6.07it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:03,  5.21it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:03,  5.28it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:03,  4.70it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:03,  4.69it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  5.39it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:02,  6.02it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  6.54it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  6.98it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.31it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  7.56it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  7.76it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.91it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  8.00it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  8.07it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  8.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  8.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  8.22it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  8.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  8.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.07it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'chair', 'tv_stand', 'floor', '_scene_']
['MasterBedroom-3845']

0it [00:00, ?it/s]
3it [00:00, 22.60it/s]
6it [00:00, 22.98it/s]
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664it [00:30, 24.28it/s]
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850it [00:39, 22.99it/s]
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856it [00:39, 22.95it/s]
859it [00:39, 22.95it/s]
862it [00:39, 18.81it/s]
865it [00:39, 19.87it/s]
868it [00:40, 19.74it/s]
871it [00:40, 19.91it/s]
874it [00:40, 20.59it/s]
877it [00:40, 20.99it/s]
880it [00:40, 17.72it/s]
883it [00:40, 18.87it/s]
886it [00:41, 19.76it/s]
889it [00:41, 17.13it/s]
891it [00:41, 14.67it/s]
893it [00:41, 11.41it/s]
896it [00:41, 13.67it/s]
899it [00:42, 15.62it/s]
902it [00:42, 17.27it/s]
905it [00:42, 15.72it/s]
907it [00:42, 14.42it/s]
910it [00:42, 16.33it/s]
913it [00:42, 17.85it/s]
916it [00:42, 19.01it/s]
919it [00:43, 19.90it/s]
922it [00:43, 20.53it/s]
925it [00:43, 20.87it/s]
928it [00:43, 21.27it/s]
931it [00:43, 21.52it/s]
934it [00:43, 21.74it/s]
937it [00:43, 21.92it/s]
940it [00:44, 21.95it/s]
943it [00:44, 22.30it/s]
946it [00:44, 22.25it/s]
949it [00:44, 22.17it/s]
952it [00:44, 22.06it/s]
955it [00:44, 22.04it/s]
958it [00:44, 22.16it/s]
961it [00:45, 22.11it/s]
964it [00:45, 22.07it/s]
967it [00:45, 22.17it/s]
970it [00:45, 22.20it/s]
973it [00:45, 17.78it/s]
975it [00:45, 15.58it/s]
978it [00:46, 17.12it/s]
981it [00:46, 18.39it/s]
984it [00:46, 19.33it/s]
987it [00:46, 20.08it/s]
990it [00:46, 20.65it/s]
993it [00:46, 21.17it/s]
996it [00:46, 21.61it/s]
999it [00:46, 21.99it/s]
1000it [00:46, 21.28it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.19it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.19it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.15it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.15it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.84it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.91it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.45it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  7.91it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.49it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.69it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.84it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.93it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.01it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.07it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.12it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.12it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.16it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.20it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.13it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.17it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06,  9.16it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.21it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.19it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.18it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.22it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.17it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.17it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05,  9.18it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.18it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.18it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.17it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.17it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.18it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.19it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.19it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.17it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  9.14it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.12it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.14it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.14it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.54it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.43it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.36it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03,  9.32it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.26it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.24it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.22it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.21it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.23it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.34it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.26it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.25it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.25it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.26it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.27it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.25it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.23it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.22it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.24it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.23it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.25it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.26it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.25it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.26it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.26it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.25it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.24it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.24it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.25it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.26it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.27it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.25it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.25it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.11it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-14075']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.47it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.28it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.26it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.25it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.23it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.22it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.24it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.25it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.20it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.19it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.19it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.17it/s]
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rendering ['bed', 'tv_stand', 'lamp', 'nightstand', 'nightstand', 'floor', '_scene_']
['Bedroom-22495']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 12.12it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.04it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.01it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.08it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.09it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.06it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 12.03it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.42it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.33it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.09it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 11.93it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.93it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.88it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.81it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.92it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.83it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.78it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.75it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.73it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.68it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.64it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.63it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.61it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.60it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.59it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.60it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.26it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.69it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.81it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:03, 10.79it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:03,  9.93it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.39it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.72it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.75it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.99it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.16it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.30it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.71it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01,  9.03it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01,  9.72it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 10.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 10.61it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.89it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.10it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.25it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.44it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.32it/s]
rendering ['bed', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-22581']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  7.88it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  7.99it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:12,  7.78it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.83it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.74it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.76it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  7.73it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.73it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.72it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.00it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.00it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  7.96it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  7.87it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  7.81it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  7.77it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  7.75it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.73it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.74it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.73it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.74it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  7.73it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:09,  7.78it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  7.89it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.83it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.86it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.71it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.72it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:09,  7.65it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:09,  7.63it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.48it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  7.53it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.43it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  7.50it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.38it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:08,  7.32it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.38it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.38it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.01it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:13,  4.40it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:14,  3.98it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:15,  3.55it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:20,  2.74it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:20,  2.57it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:20,  2.55it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:23,  2.19it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:28,  1.81it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:26,  1.86it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:23,  2.12it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:19,  2.48it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:17,  2.72it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:13,  3.35it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:11,  4.00it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.63it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  5.20it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:07,  5.70it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:06,  6.10it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:11<00:06,  6.43it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:05,  6.70it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:05,  6.84it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:05,  7.01it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:05,  7.07it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:04,  7.18it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:12<00:04,  7.19it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:04,  7.27it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:04,  7.23it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:04,  7.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:04,  7.26it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:13<00:03,  7.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:03,  7.27it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:03,  7.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:03,  7.29it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:03,  7.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:03,  7.30it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:03,  7.37it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:03,  7.28it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:02,  7.36it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:02,  7.27it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:14<00:02,  7.36it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:02,  7.29it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:02,  7.39it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  7.32it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:14<00:02,  7.37it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:01,  7.31it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:01,  7.35it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:01,  7.31it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  7.35it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  7.30it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:15<00:01,  7.35it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:15<00:01,  7.31it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:00,  7.36it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:00,  7.34it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  7.36it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:16<00:00,  7.33it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:16<00:00,  7.33it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  7.35it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:16<00:00,  7.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  7.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.88it/s]
rendering ['desk', 'chair', 'wardrobe', 'cabinet', 'nightstand', 'bed', 'lamp', 'floor', '_scene_']
['Bedroom-54381']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.15it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.34it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.26it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.23it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.25it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.37it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.13it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.46it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.78it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07,  9.94it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:10,  6.99it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:12,  6.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:13,  5.57it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:13,  5.16it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:14,  4.88it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:15,  4.59it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:15,  4.58it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.11it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:10,  6.19it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  6.68it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.28it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.02it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.16it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:08,  6.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.46it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.31it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.92it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  9.37it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:04,  9.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:04,  9.88it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04, 10.06it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:03, 10.15it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03, 10.22it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.44it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  7.17it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:05,  6.29it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:05,  5.67it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:06,  5.23it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:06,  4.95it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  6.37it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  7.46it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  8.36it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.96it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  9.50it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:01,  9.74it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:01,  9.94it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01, 10.05it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01, 10.18it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01, 10.32it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:00, 10.48it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00, 10.53it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00, 10.61it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00, 10.85it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00, 10.78it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.28it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['Bedroom-5215']

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1000it [00:49, 20.16it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.26it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.97it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.30it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.62it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  7.84it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  7.95it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.03it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  8.08it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.12it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.13it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.16it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.16it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.18it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.18it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.57it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:12,  5.62it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:12,  5.88it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:11,  6.45it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:10,  6.91it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.25it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.52it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  7.72it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.87it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  7.98it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.04it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.13it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.18it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.21it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.22it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  8.29it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.21it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.20it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.19it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  8.20it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.19it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.21it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.19it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.51it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.63it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.64it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  8.66it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  8.66it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.66it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.68it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.67it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.74it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.69it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.70it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.71it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03,  8.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.70it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.69it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.71it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.71it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.70it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.70it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.69it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:02,  8.83it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  8.84it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.80it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:03,  6.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:03,  5.55it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:03,  6.22it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  6.80it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  7.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  7.63it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  7.91it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.12it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.38it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.46it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.50it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.54it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.56it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.58it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.58it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.58it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.63it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.62it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.62it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.07it/s]
rendering ['bed', 'nightstand', 'table', 'chair', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-12479']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.37it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.39it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.43it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.36it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:08,  7.19it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:10,  5.94it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:09,  6.50it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  6.95it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.30it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:07,  7.57it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:07,  6.93it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:09,  5.78it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:09,  5.73it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:08,  6.34it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  6.81it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.18it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:06,  7.48it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:06,  7.70it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:06,  6.95it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:07,  5.78it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:07,  6.38it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  6.84it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.21it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  7.49it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:05,  7.71it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:05,  7.87it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  7.97it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  8.07it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.13it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  8.15it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.16it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.17it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  7.06it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:04,  7.42it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:04,  7.66it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  7.82it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  7.96it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.05it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.17it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.21it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.26it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.27it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.26it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.30it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  8.28it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  8.28it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.27it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.23it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.22it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.26it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.27it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.24it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.87it/s]
rendering ['bed', 'nightstand', 'nightstand', 'shelf', 'tv_stand', 'lamp', 'floor', '_scene_']
['SecondBedroom-37794']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.20it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.21it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.15it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.19it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.55it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.46it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.35it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:13,  6.34it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:13,  6.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:12,  6.91it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.84it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  5.97it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.49it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:13,  6.14it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:12,  6.10it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:11,  6.72it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:13,  5.82it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:14,  5.41it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  6.17it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.85it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.42it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:11,  6.54it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:12,  5.82it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.53it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  7.62it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.03it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.54it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.70it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.83it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:06,  8.94it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:06,  9.00it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:06,  9.04it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  9.09it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  9.07it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  9.09it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  9.10it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  9.11it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.09it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:05,  9.09it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:05,  9.08it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  9.10it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  9.11it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  9.11it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  9.12it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  9.09it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.09it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:04,  9.10it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  9.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  9.14it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.15it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.16it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  9.15it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  9.15it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  9.14it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.16it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:03,  9.19it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03,  9.22it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  9.20it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  9.18it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  9.15it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  9.13it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  9.10it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  9.11it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.10it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:02,  9.18it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  9.21it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  9.23it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  9.19it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.18it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  9.18it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  9.29it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  9.22it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:01,  9.22it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  9.22it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  9.20it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  9.21it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.09it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  7.93it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  7.83it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  7.49it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  7.91it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.46it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.63it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.77it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.86it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.93it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.97it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.03it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.05it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.34it/s]
rendering ['lamp', 'bed', 'nightstand', 'chair', 'table', 'floor', '_scene_']
['SecondBedroom-69017']

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1000it [00:47, 21.04it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.39it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.39it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.42it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.39it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.40it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.40it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.37it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.35it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.35it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.38it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.37it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.34it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.35it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.38it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.38it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.36it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.36it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.34it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.34it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.39it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.38it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.36it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.33it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.36it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.33it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.34it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.35it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.35it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.26it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.07it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.12it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.15it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.19it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.38it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.35it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.32it/s]
rendering ['bed', 'nightstand', 'nightstand', 'chair', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-1615']

0it [00:00, ?it/s]
3it [00:00, 22.28it/s]
6it [00:00, 12.27it/s]
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862it [00:44, 23.02it/s]
865it [00:44, 23.00it/s]
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871it [00:44, 23.03it/s]
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877it [00:45, 19.72it/s]
880it [00:45, 20.63it/s]
883it [00:45, 21.35it/s]
886it [00:45, 21.78it/s]
889it [00:45, 22.13it/s]
892it [00:45, 22.37it/s]
895it [00:45, 22.56it/s]
898it [00:46, 22.79it/s]
901it [00:46, 22.82it/s]
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907it [00:46, 23.02it/s]
910it [00:46, 21.13it/s]
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916it [00:47, 18.18it/s]
918it [00:47, 16.54it/s]
921it [00:47, 18.23it/s]
924it [00:47, 19.49it/s]
927it [00:47, 20.44it/s]
930it [00:47, 21.22it/s]
933it [00:47, 21.72it/s]
936it [00:47, 22.06it/s]
939it [00:48, 22.35it/s]
942it [00:48, 22.55it/s]
945it [00:48, 22.68it/s]
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951it [00:48, 22.47it/s]
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960it [00:49, 22.13it/s]
963it [00:49, 22.10it/s]
966it [00:49, 21.93it/s]
969it [00:49, 21.91it/s]
972it [00:49, 21.81it/s]
975it [00:49, 21.73it/s]
978it [00:49, 21.73it/s]
981it [00:50, 21.49it/s]
984it [00:50, 21.43it/s]
987it [00:50, 21.97it/s]
990it [00:50, 21.73it/s]
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996it [00:50, 21.95it/s]
999it [00:50, 21.94it/s]
1000it [00:50, 19.65it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  8.17it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.20it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.20it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.21it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.21it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.20it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.19it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.21it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.20it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.20it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  8.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.16it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.15it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.15it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.18it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.15it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.24it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  8.22it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.19it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.19it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.20it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.19it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:09,  7.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:09,  7.43it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  7.65it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.80it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:11,  5.84it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:11,  5.56it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:12,  4.99it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:12,  4.84it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:13,  4.45it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:13,  4.54it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:14,  4.20it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:12,  4.51it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:10,  5.24it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:09,  5.87it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.40it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  6.83it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.20it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  6.95it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  5.75it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:09,  5.54it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:07,  6.14it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.64it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.03it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.32it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  7.54it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:05,  7.70it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:05,  7.84it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.94it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  8.03it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:04,  8.10it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:04,  8.14it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  8.15it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.16it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:04,  8.16it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  8.13it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  8.12it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  8.15it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:03,  8.20it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:03,  8.19it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.20it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.20it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.16it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  8.19it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  8.18it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  8.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:02,  8.13it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:02,  8.17it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.19it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.19it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  8.17it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  8.17it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  8.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01,  8.17it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:01,  8.17it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.41it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.63it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  7.81it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.91it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.98it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  8.03it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:00,  8.07it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  8.09it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  8.10it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.13it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  8.13it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  8.14it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  8.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  8.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.43it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'lamp', 'tv_stand', 'floor', '_scene_']
['MasterBedroom-8979']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.46it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.46it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09,  9.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.92it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.85it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.89it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.42it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:14,  6.03it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.26it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.15it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.92it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.75it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.71it/s]
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DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:12,  6.05it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:11,  6.12it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.78it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.29it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.95it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.40it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:06,  9.70it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:05,  9.92it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:05,  9.78it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.43it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.01it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  7.83it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  6.72it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.03it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:06,  7.66it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:06,  7.66it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.14it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  8.88it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.36it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  9.69it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03,  9.90it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:03, 10.04it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03, 10.15it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03, 10.20it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:02, 10.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02, 10.28it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02, 10.30it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02, 10.34it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02, 10.35it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:01, 10.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01, 10.37it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01, 10.38it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01, 10.37it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01, 10.39it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00, 10.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00, 10.38it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00, 10.40it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00, 10.38it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00, 10.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.78it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-6631']

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1000it [00:47, 21.16it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.56it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.39it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.36it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.11it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.40it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.48it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:13,  6.26it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.09it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:20,  4.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:21,  3.91it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:21,  3.75it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:22,  3.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:22,  3.61it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:22,  3.58it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:21,  3.55it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:21,  3.51it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:21,  3.48it/s]
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rendering ['bed', 'nightstand', 'wardrobe', 'chair', 'tv_stand', 'lamp', 'floor', '_scene_']
['MasterBedroom-58086']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.95it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.92it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 11.98it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.03it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.95it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.95it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 11.97it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.10it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.06it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 11.95it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.89it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.90it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.89it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.91it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.96it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.90it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.88it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.87it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.87it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.90it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.92it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.96it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.93it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.14it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.08it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.03it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.97it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.95it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.90it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.87it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.83it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.82it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 11.85it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.85it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.84it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.85it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.83it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.82it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 11.80it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.80it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.82it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.85it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.88it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.90it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 11.90it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.87it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.94it/s]
rendering ['bed', 'wardrobe', 'chair', 'floor', '_scene_']
['MasterBedroom-34041']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.19it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.27it/s]
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rendering ['bed', 'nightstand', 'wardrobe', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-63654']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.29it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.32it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.27it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.24it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.51it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.46it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.37it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.32it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07, 10.22it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.23it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.26it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.23it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.23it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.23it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.42it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.44it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.38it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.31it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.39it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.32it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.40it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.35it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.32it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.29it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.29it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.30it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.29it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.45it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.29it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.27it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.25it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.25it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.17it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.20it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.23it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00,  8.57it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00,  9.00it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00,  9.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00,  9.56it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.16it/s]
rendering ['nightstand', 'nightstand', 'lamp', 'bed', 'floor', '_scene_']
['Bedroom-21085']

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1000it [00:46, 21.46it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.52it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.65it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.56it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.54it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.49it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:15,  6.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.73it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.48it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.14it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.81it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.39it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:12,  6.87it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:11,  7.25it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.53it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:15,  5.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  5.85it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.43it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.91it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.29it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.58it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:09,  7.78it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  7.94it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  8.04it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:08,  8.13it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:08,  8.18it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:08,  8.22it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:08,  8.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:08,  8.29it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  8.28it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.29it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:07,  8.30it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:07,  8.36it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:07,  8.35it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:07,  8.35it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.33it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  8.32it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  8.30it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.30it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:06,  8.38it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:06,  8.36it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.35it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  8.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.35it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  8.34it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.33it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:05,  8.32it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.29it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  8.28it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.27it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:06,  6.33it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  6.54it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  6.99it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  6.44it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  6.54it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:05,  6.98it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  7.32it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.58it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.76it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:03,  7.89it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.00it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.10it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.16it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.20it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:04,  6.40it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:04,  5.20it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:05,  4.60it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:05,  4.25it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:05,  4.05it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:05,  3.90it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:05,  3.80it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:04,  3.92it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:03,  4.66it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:03,  5.36it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  5.91it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  5.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  5.98it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.52it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  6.98it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.92it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  5.44it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.05it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.58it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  7.00it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.36it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.80it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  7.19it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  7.49it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.72it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  7.87it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  8.00it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.85it/s]
rendering ['shelf', 'nightstand', 'nightstand', 'bed', 'wardrobe', 'lamp', 'floor', '_scene_']
['Bedroom-13675']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.81it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.78it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.73it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.62it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.70it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.72it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.66it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.68it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.71it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.67it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.77it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  8.99it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:09,  7.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:10,  6.74it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:11,  6.08it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:12,  5.63it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:15,  4.60it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:16,  4.05it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:14,  4.52it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:10,  6.20it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.59it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.48it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05, 10.08it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05, 10.53it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:04, 10.88it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:04, 11.13it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 11.27it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 11.41it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:03, 11.51it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:03, 11.56it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:03, 11.58it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:03, 11.62it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 11.64it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:02, 11.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:02, 11.65it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:02, 11.65it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:02, 11.68it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02, 11.62it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 11.63it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:01, 11.65it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:01, 11.64it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01, 11.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 11.68it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 11.69it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 11.70it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 11.68it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 11.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 11.66it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 11.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 11.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.18it/s]
rendering ['bed', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-32488']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.26it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.22it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.26it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.24it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.21it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.19it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.21it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.22it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.21it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.21it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.24it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.23it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.24it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.22it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.19it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.21it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.20it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.19it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  5.95it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.07it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.36it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.58it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.77it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  6.89it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  6.97it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  7.02it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.09it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.10it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.18it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:07<00:06,  7.19it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.18it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.22it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:05,  7.22it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.22it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.23it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.21it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  7.22it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:05,  6.78it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:05,  5.77it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:05,  6.14it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  6.45it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  6.65it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  6.79it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.91it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.01it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.06it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:04,  5.79it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:04,  5.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:05,  4.43it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:04,  4.89it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:04,  5.41it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  5.85it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:03,  6.20it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  6.46it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  6.67it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.82it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.93it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.99it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.03it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.10it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  7.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  7.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  7.18it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.18it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.21it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.19it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  7.18it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  7.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  5.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.82it/s]
rendering ['table', 'nightstand', 'chair', 'bed', 'cabinet', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-45545']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.21it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.22it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.20it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.98it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.31it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.57it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.78it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.89it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  7.99it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.08it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  8.13it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.21it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.30it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.27it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  8.26it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.23it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.30it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.29it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.24it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.21it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.28it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.13it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  7.81it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  7.92it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.01it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.05it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.12it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.25it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.23it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.19it/s]
rendering ['table', 'bed', 'nightstand', 'nightstand', 'lamp', 'wardrobe', 'floor', '_scene_']
['Bedroom-18759']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.27it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.28it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.17it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:09,  6.06it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:10,  5.23it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:10,  5.08it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:10,  4.85it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:11,  4.40it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:11,  4.39it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:10,  4.69it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:09,  5.40it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.04it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.56it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.01it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.32it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  7.59it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.80it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  7.94it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.67it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:06,  6.37it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  6.74it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  7.43it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  7.66it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  7.83it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.95it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:03,  8.05it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:03,  8.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.17it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.20it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.26it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.25it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  8.27it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:02,  8.27it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:02,  8.30it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01,  8.33it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:01,  8.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  8.31it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  8.32it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.32it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.33it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.33it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.29it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:00,  8.29it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  8.29it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  8.28it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.26it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.28it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  8.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.67it/s]
rendering ['bed', 'nightstand', 'nightstand', 'tv_stand', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-29436']

0it [00:00, ?it/s]
3it [00:00, 22.12it/s]
6it [00:00, 22.32it/s]
9it [00:00, 22.73it/s]
12it [00:00, 22.99it/s]
15it [00:00, 22.55it/s]
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901it [00:42, 24.06it/s]
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976it [00:45, 24.10it/s]
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988it [00:46, 22.66it/s]
991it [00:46, 19.70it/s]
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997it [00:47, 19.49it/s]
1000it [00:47, 20.70it/s]
1000it [00:47, 21.21it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.30it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:19,  5.14it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  6.98it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.54it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  7.04it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.38it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.76it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.93it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.18it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.21it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.37it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.41it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  8.06it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  5.94it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.87it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.61it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  7.96it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:09,  8.34it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.79it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  6.01it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.62it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.04it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.35it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.67it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:08,  7.96it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:08,  8.04it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  8.20it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.25it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.34it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.36it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.42it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.42it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:07,  8.44it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.50it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:06,  8.62it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  8.54it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.56it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.52it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.57it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.65it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.82it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:05,  8.98it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:05,  8.73it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:05,  8.56it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.47it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.41it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.39it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.36it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.35it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.34it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  8.33it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.40it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.38it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.29it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  8.27it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.29it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.28it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.43it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.38it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.36it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.34it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  8.35it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.33it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.28it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  8.35it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.33it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.34it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.31it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.31it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.31it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.32it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.31it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.31it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.30it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.03it/s]
rendering ['bed', 'wardrobe', 'tv_stand', 'table', 'table', 'lamp', 'floor', '_scene_']
['Bedroom-15797']

0it [00:00, ?it/s]
3it [00:00, 21.52it/s]
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990it [00:47, 18.23it/s]
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996it [00:48, 17.19it/s]
999it [00:48, 18.78it/s]
1000it [00:48, 20.66it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.55it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  8.93it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.63it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:19,  4.84it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.42it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.38it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  7.09it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:11,  7.74it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.18it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.51it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.77it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  8.92it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:09,  9.27it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:08,  9.35it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:08,  9.35it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.53it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.45it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.46it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.47it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.42it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.51it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:07,  9.35it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:07,  9.46it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.37it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.43it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.40it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.41it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.38it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.47it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.33it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:06,  9.46it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.43it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.46it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.46it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.82it/s]
rendering ['bed', 'cabinet', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-13658']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.87it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.73it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:09,  9.74it/s]
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rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['Bedroom-53437']

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1000it [00:50, 19.89it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.06it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.07it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.07it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.07it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.22it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.99it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:12,  6.39it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.00it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:11,  6.72it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:13,  5.51it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:15,  5.00it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:14,  5.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:18,  3.96it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:17,  4.10it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:17,  4.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:14,  4.84it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:13,  5.21it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  5.97it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.23it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.38it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  7.15it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.80it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.54it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.60it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  7.98it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  8.28it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.50it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:06,  8.67it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:06,  8.78it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:06,  8.86it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.92it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:05,  8.95it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:05,  8.95it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:05,  8.98it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.99it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  9.02it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:05,  9.02it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:05,  9.03it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:05,  9.03it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:04,  9.05it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:04,  9.06it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:04,  9.07it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  9.03it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  9.03it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  9.05it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:04,  9.06it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  9.06it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  9.05it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:03,  9.04it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:03,  9.05it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03,  9.05it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  9.01it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  9.02it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  9.04it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  9.06it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  9.05it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  9.06it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:02,  9.03it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:02,  9.05it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  9.04it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  9.01it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  9.02it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.04it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  9.04it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  9.03it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  9.05it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:01,  9.02it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:01,  9.04it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  9.05it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  9.05it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  9.02it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.03it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  9.03it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  9.05it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  9.05it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:00,  9.06it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  9.04it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  9.04it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  9.05it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  9.01it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  9.02it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  9.02it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  9.05it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  9.04it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  9.04it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.05it/s]
rendering ['bed', 'lamp', 'wardrobe', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-1096']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.37it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.56it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:16,  5.59it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.80it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.50it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.11it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.44it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:11,  7.68it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:10,  7.85it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  7.99it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.09it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  8.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:09,  8.35it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:09,  8.37it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.22it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.52it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.74it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.91it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.03it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.12it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:08,  8.17it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  8.23it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.44it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  7.68it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:10,  6.10it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:11,  5.56it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:10,  5.66it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.75it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.48it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.70it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:07,  7.89it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:06,  7.98it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.06it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  8.14it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.20it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  8.22it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.27it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:05,  8.30it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.29it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.32it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  8.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.31it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:04,  8.36it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  8.45it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.41it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  8.39it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.37it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.33it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.34it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.33it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.30it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.30it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.29it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.31it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.33it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  8.31it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  8.30it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.29it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.28it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.28it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.27it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  8.27it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.27it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.26it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.28it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.85it/s]
rendering ['bed', 'table', 'wardrobe', 'lamp', 'chair', 'bookshelf', 'floor', '_scene_']
['Bedroom-20397']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.37it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.33it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.36it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.41it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.37it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.34it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.83it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.73it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.12it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.42it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.66it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.83it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  5.96it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.43it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:18,  4.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:21,  3.70it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:23,  3.40it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:24,  3.21it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:23,  3.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:20,  3.79it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.76it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:14,  5.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.44it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:16,  4.34it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.75it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:13,  5.11it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.43it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:11,  5.66it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:11,  5.85it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:10,  5.98it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:10,  6.06it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:10,  6.13it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:10,  6.16it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:09,  6.21it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:09,  6.25it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:09,  6.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:09,  6.26it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:09,  6.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:08,  6.28it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:08,  6.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:08,  6.26it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:08,  6.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:08,  6.27it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:08,  6.29it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:07,  6.33it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:07,  6.31it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:07,  6.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:07,  6.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:07,  6.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:07,  6.32it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:06,  6.29it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:06,  6.28it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:06,  6.28it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:06,  6.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:06,  6.31it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:06,  6.28it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:06,  6.25it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:05,  6.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:05,  6.27it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:05,  6.30it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:05,  6.29it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:05,  6.30it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  6.30it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:04,  6.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:04,  6.30it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:04,  6.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  6.28it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:05,  5.13it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:05,  4.69it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:06,  3.92it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:06,  3.66it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:06,  3.74it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:06,  3.54it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:05,  4.07it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:04,  4.55it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:03,  4.96it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:03,  5.28it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  5.54it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:03,  4.83it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:03,  4.00it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:03,  3.56it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:03,  3.52it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:16<00:03,  3.30it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:17<00:03,  3.14it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:17<00:03,  3.32it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:02,  3.87it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  4.38it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:18<00:01,  4.81it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:18<00:01,  5.18it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:18<00:00,  5.45it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.68it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.85it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.95it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:19<00:00,  6.04it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:19<00:00,  6.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:19<00:00,  5.21it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'cabinet', 'table', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['SecondBedroom-6261']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.40it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.29it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.33it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.38it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.38it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.37it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.35it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.35it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.43it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.40it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.40it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.38it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.37it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.44it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.41it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.39it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.34it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.34it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.34it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03,  9.26it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03,  9.36it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:03,  9.68it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:03,  9.78it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:03,  7.83it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  8.05it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:03,  8.76it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02,  9.29it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02,  9.63it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  9.86it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01, 10.28it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 10.65it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 10.50it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 10.46it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:01, 10.46it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 10.44it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.40it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.40it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 10.01it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00,  9.73it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00,  9.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.08it/s]
rendering ['nightstand', 'lamp', 'bed', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-9923']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.38it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.35it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.34it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.34it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.33it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.35it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.34it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.20it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:09,  7.79it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:10,  7.29it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.11it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  8.73it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  7.81it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:09,  7.08it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:08,  7.96it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.62it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.11it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.48it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.73it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.93it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05, 10.06it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 10.15it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.22it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.27it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04, 10.33it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.37it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.37it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 10.38it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.39it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02, 10.37it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 10.39it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.38it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.38it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01,  9.55it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01,  9.45it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.11it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  8.63it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.25it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00,  9.62it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00,  8.47it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  6.91it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  6.96it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  6.18it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  5.50it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  5.78it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  5.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.14it/s]
rendering ['bed', 'tv_stand', 'wardrobe', 'lamp', 'floor', '_scene_']
['Bedroom-38427']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.24it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.45it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.29it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.29it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.30it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.21it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.20it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.19it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.15it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.12it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.17it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.13it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.15it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.17it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.22it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.16it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.15it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.12it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.07it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  9.09it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:07,  6.75it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:07,  7.31it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  7.78it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  8.15it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  8.42it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  8.61it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  8.78it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.87it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.96it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.03it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.07it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.08it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  9.08it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.06it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.07it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.13it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.14it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.13it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.18it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.01it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  7.08it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  7.60it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  7.55it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  6.19it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:03,  5.42it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:03,  4.97it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:03,  4.71it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:02,  5.41it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:02,  6.17it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  6.84it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  7.39it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  7.85it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.19it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.45it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  8.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.80it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.89it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.97it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  9.04it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  9.09it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.17it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.54it/s]
rendering ['lamp', 'wardrobe', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['SecondBedroom-48379']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.58it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.51it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.48it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.56it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.54it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.49it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.46it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.44it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.42it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.43it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.43it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.42it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.40it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.38it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.50it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.50it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.44it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.35it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.28it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.41it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.29it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.24it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.23it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.24it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.59it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.73it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04,  9.86it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.01it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.16it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.25it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03,  9.13it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03,  8.99it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:03,  8.54it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.01it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.35it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02,  9.59it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02,  9.78it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02,  9.91it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01,  9.99it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 10.05it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 10.11it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 10.12it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:01, 10.13it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 10.15it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.16it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 10.17it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 10.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.09it/s]
rendering ['bed', 'wardrobe', 'lamp', 'desk', 'floor', '_scene_']
['Bedroom-74674']

0it [00:00, ?it/s]
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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.99it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.97it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 11.95it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.93it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.96it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 12.01it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.99it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.98it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 11.97it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.95it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.96it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.98it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.99it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.97it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.99it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.98it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.98it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.97it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.91it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.86it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.86it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.86it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.84it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.88it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.90it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.91it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.90it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.89it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.91it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.91it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.93it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.94it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.05it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.32it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.13it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 12.00it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.92it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.82it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.77it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.74it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 11.70it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.70it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.64it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.62it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 11.89it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.83it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.78it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.72it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.89it/s]
rendering ['bed', 'table', 'lamp', 'floor', '_scene_']
['MasterBedroom-41843']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.32it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.29it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.28it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.34it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.36it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.34it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.33it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.30it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.30it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.29it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.29it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.29it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.29it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.29it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.00it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.08it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  6.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.18it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:14,  5.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:14,  4.88it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:16,  4.26it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:15,  4.49it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:14,  4.91it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.32it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:12,  5.58it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:11,  5.79it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  5.99it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:13,  4.74it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:15,  3.97it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:17,  3.57it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:18,  3.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:18,  3.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:16,  3.54it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:14,  4.07it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:12,  4.58it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:11,  5.02it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.34it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:09,  5.65it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.85it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:09,  5.71it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.65it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:08,  5.83it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:08,  6.01it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.27it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.55it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:07,  5.81it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:07,  5.99it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:07,  6.08it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:06,  6.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:06,  6.25it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:06,  6.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:06,  6.35it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:06,  6.32it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:05,  6.36it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:05,  6.40it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:05,  6.36it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:05,  6.42it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:05,  6.39it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:05,  6.38it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:04,  6.44it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:04,  6.38it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:04,  6.38it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:04,  6.42it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  6.38it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:12<00:04,  6.41it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  6.43it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:03,  6.39it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:03,  6.45it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:03,  6.42it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  6.43it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:13<00:03,  6.47it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  6.41it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:14<00:02,  6.40it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:02,  6.44it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:02,  6.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  6.43it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:14<00:02,  6.43it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  6.40it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  6.44it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:01,  6.41it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  6.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  6.43it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:15<00:01,  6.37it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:15<00:01,  6.38it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  6.44it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:00,  6.38it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  6.40it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:16<00:00,  6.41it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:16<00:00,  6.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  6.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  6.42it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  6.40it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.81it/s]
rendering ['lamp', 'wardrobe', 'wardrobe', 'bed', 'nightstand', 'nightstand', 'cabinet', 'chair', 'table', 'floor', '_scene_']
['MasterBedroom-21047']

0it [00:00, ?it/s]
3it [00:00, 22.51it/s]
6it [00:00, 23.54it/s]
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1000it [00:47, 21.22it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.96it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  8.98it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  8.99it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.03it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.19it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.07it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.03it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.00it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.01it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.00it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.68it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.08it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.36it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.57it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.72it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.81it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  8.92it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.01it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.05it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.07it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.10it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.22it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.19it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.07it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  9.06it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.03it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.03it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.05it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.05it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.06it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.05it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.04it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.07it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  9.07it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.06it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.05it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.06it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.05it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.05it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.05it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.04it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.03it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  9.02it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.02it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.01it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.99it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.02it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.04it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.05it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.04it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.03it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  9.06it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.06it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.07it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  7.83it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:04,  7.04it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:04,  7.56it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  7.97it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  8.29it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.55it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.74it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.85it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  8.95it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.00it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.16it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.13it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.13it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  7.75it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.10it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.40it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  8.61it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.84it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  8.90it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  8.96it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.00it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.02it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  9.00it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  9.03it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.04it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.05it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.04it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.06it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.07it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.07it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  9.06it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.02it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.03it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.88it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-34469']

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1000it [00:44, 22.23it/s]
1000it [00:44, 22.22it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.40it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.40it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.40it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.40it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.41it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.39it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.40it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.41it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.41it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.41it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.40it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.12it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.36it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.65it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:07,  9.88it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.03it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.10it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.60it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:08,  7.84it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:07,  8.02it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.77it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.27it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.62it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.88it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.05it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 10.16it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.25it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.30it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:03, 10.29it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.31it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.52it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.53it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.51it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.42it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.39it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.25it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.31it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 10.30it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.25it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.09it/s]
rendering ['bed', 'wardrobe', 'table', 'lamp', 'floor', '_scene_']
['SecondBedroom-35274']

0it [00:00, ?it/s]
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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.60it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.70it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.72it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.67it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.66it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.64it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.63it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.65it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.38it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:08,  9.99it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.47it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 10.92it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.17it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.29it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.42it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.52it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 11.50it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.57it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.61it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.62it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.64it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.64it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.62it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.25it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:05,  8.48it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:05,  9.24it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04,  9.85it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.71it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.00it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.18it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.31it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:02, 11.43it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 11.48it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.55it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.60it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.61it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.63it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.62it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.62it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 11.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 11.60it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.63it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.64it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.61it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.21it/s]
rendering ['lamp', 'bed', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-66007']

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900it [00:47, 23.21it/s]
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966it [00:50, 19.01it/s]
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972it [00:50, 20.59it/s]
975it [00:50, 21.19it/s]
978it [00:50, 18.50it/s]
981it [00:50, 19.50it/s]
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987it [00:51, 20.81it/s]
990it [00:51, 21.27it/s]
993it [00:51, 21.70it/s]
996it [00:51, 21.89it/s]
999it [00:51, 22.07it/s]
1000it [00:51, 19.31it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.25it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.28it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.24it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.25it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.23it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.25it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.26it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.24it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.23it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.22it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.19it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.21it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.25it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.19it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.24it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.21it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.24it/s]
rendering ['bed', 'nightstand', 'desk', 'chair', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-6907']

0it [00:00, ?it/s]
3it [00:00, 21.86it/s]
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1000it [00:47, 21.12it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:19,  5.05it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:16,  5.88it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.36it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.64it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.83it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.93it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  7.02it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.09it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  7.14it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  7.17it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.07it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.93it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.00it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  7.05it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  7.08it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.10it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.53it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.73it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  6.88it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.99it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  7.05it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.07it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.99it/s]
rendering ['cabinet', 'table', 'nightstand', 'chair', 'bed', 'nightstand', 'chair', 'floor', '_scene_']
['MasterBedroom-9302']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.05it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.05it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.01it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.97it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.99it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.93it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.93it/s]
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rendering ['bed', 'nightstand', 'nightstand', 'table', 'chair', 'floor', '_scene_']
['MasterBedroom-3151']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.66it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.64it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.63it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.63it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.61it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.61it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.60it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.60it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.61it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.61it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.61it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.62it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.63it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.61it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.61it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.60it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.61it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.60it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.59it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.59it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.60it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.59it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.62it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.61it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.61it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.62it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.62it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.62it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.60it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.62it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.59it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02,  9.99it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.43it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.76it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:02, 10.99it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.17it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01,  9.97it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.40it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.74it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01,  9.73it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.23it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00,  8.26it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:08<00:00,  7.35it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:08<00:00,  7.93it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:08<00:00,  8.85it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00,  9.56it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00,  9.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.82it/s]
rendering ['bed', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-13281']

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1000it [00:47, 20.85it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.09it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.09it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.42it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:21,  4.52it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:19,  4.94it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.53it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:15,  5.98it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.05it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.34it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  5.11it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:19,  4.45it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:18,  4.70it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.24it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:13,  6.05it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:12,  6.35it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.55it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.80it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.90it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.94it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:10,  6.97it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:10,  7.06it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:10,  7.08it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  7.08it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  7.09it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:09,  7.10it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:09,  7.09it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  7.07it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  7.08it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  7.10it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:08,  7.12it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:08,  7.09it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  7.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  7.15it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.09it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.10it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:07,  7.11it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  7.11it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:07,  7.08it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:07,  7.07it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  7.08it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.06it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.06it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:06,  7.06it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  7.09it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  7.08it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.28it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.55it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.75it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  6.87it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:05,  6.98it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  7.04it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  7.09it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  7.10it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  7.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  7.14it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:05,  5.39it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:05,  5.32it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:05,  5.55it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:05,  5.02it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:05,  4.90it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  5.41it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:04,  5.68it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:04,  5.29it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:04,  5.75it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:04,  5.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:04,  4.75it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  5.19it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  4.96it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:03,  5.48it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:03,  4.69it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:03,  5.15it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  5.62it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.03it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.33it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.55it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.74it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.88it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.97it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  7.02it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:00,  7.07it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  7.12it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  7.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  7.14it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  7.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  7.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  7.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  7.17it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.37it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['MasterBedroom-74105']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.85it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  8.94it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  8.93it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  8.82it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.68it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.70it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.60it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.53it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.60it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.50it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.58it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.32it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:15,  5.67it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:17,  4.85it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:18,  4.45it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:19,  4.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:16,  4.90it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:14,  5.58it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.77it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.27it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.58it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:09,  7.91it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.11it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  8.19it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.36it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.37it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:08,  8.48it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:08,  8.41it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:08,  8.56it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:07,  8.50it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:07,  8.54it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.49it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.54it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.50it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.53it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:07,  8.49it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:07,  8.54it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:06,  8.64it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  8.51it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.60it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.50it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.59it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.46it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:06,  8.55it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:06,  8.47it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:06,  8.57it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:06,  8.45it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.52it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.46it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.57it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.47it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.58it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:05,  8.45it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  8.55it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  8.44it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  8.53it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.45it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.57it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.44it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.54it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.42it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  8.53it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:04,  8.43it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:03,  8.53it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.62it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.70it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.86it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.65it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  8.52it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:09<00:03,  8.47it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.42it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  8.40it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.35it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.49it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.46it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.43it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.36it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:10<00:02,  8.33it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.41it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.41it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.36it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.31it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.29it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:11<00:01,  8.29it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.30it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.31it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:12<00:00,  8.31it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.03it/s]
rendering ['nightstand', 'nightstand', 'bed', 'bookshelf', 'wardrobe', 'lamp', 'floor', '_scene_']
['Bedroom-837']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.31it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.28it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.28it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.05it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.53it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:10,  7.90it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.53it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.66it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.51it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  8.52it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.45it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  8.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.23it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:06,  9.86it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06, 10.29it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06, 10.63it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:05, 10.87it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.55it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.58it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:07,  7.93it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:07,  7.76it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  8.79it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05,  9.55it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05, 10.05it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 10.39it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 10.63it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04, 10.82it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:03, 10.98it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:03, 11.08it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:03, 11.13it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 11.15it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 11.15it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:02, 11.17it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:02, 11.23it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:02, 11.25it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02, 11.26it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 11.24it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02, 11.23it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:01, 11.25it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01, 11.28it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 11.27it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 11.24it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 11.22it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:00, 11.20it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 11.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 11.30it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 11.28it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 11.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 11.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.32it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-24075']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.02it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.92it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.77it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:12,  7.62it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.55it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.91it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.01it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.61it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:08, 10.01it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:07, 10.31it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.51it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.66it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.76it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.82it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:06, 10.88it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.95it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.94it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.98it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.98it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:05, 10.98it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 11.01it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 11.00it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.01it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.03it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.20it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 11.15it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 11.07it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:03, 11.04it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.05it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.03it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.02it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 11.03it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 11.02it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.06it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.52it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.66it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.79it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.85it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.88it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.92it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.95it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.95it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.96it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.98it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.98it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.48it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.62it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00,  9.89it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.43it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['Bedroom-22570']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.72it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.61it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.61it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.58it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.56it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09,  9.55it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.53it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.53it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.54it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.54it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.51it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.50it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.51it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.53it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.55it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.55it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.52it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.49it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:08,  9.49it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.49it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.50it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.49it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.50it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.50it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.50it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.52it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.53it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.52it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.52it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.54it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.56it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.55it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.55it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.54it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.55it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.52it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.47it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06,  9.48it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.50it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.50it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.51it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.51it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05,  9.51it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.53it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.54it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:06,  8.02it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.41it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  8.72it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  7.40it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:06,  7.21it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:06,  7.78it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  8.24it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  8.59it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.86it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.04it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.18it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.11it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:06,  6.17it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:07,  5.27it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:06,  5.85it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:06,  6.24it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:06,  5.87it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:05,  6.63it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  7.30it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:05,  6.15it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:05,  5.89it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:06,  5.13it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:05,  5.82it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:04,  6.59it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  7.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  7.83it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.62it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  8.88it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  9.05it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  9.18it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  9.29it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  9.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  9.44it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  9.49it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.49it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.50it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.51it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.52it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  9.49it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  9.49it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  9.49it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  6.77it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  6.24it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  6.97it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:01,  7.59it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  7.13it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:01,  5.75it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  5.55it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  5.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  6.01it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  6.75it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  7.41it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  7.95it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.22it/s]
rendering ['bed', 'nightstand', 'nightstand', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-40255']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.06it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.60it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.73it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.94it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.40it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.38it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.58it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  7.88it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:10,  8.09it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  8.24it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.35it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.46it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.53it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.57it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.59it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.60it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  8.62it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:08,  8.64it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:08,  8.66it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.63it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.65it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.65it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.65it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  8.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.62it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.62it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.64it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.64it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.66it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.63it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:06,  8.64it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.66it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.66it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.63it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.64it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.64it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.64it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.65it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  8.64it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.65it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.66it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.64it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.62it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.65it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.65it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.65it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:04,  8.62it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.62it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.64it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.65it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.63it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.63it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.62it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.63it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  8.63it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.65it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.62it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.62it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.62it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.63it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.63it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.64it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.64it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:02,  8.65it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.65it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.62it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.62it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.64it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.66it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.63it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.64it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  8.61it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.62it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.64it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.66it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.64it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.63it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.66it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.64it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.64it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.64it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.65it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.65it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.64it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.40it/s]
rendering ['wardrobe', 'wardrobe', 'bed', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['SecondBedroom-9594']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.80it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.76it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.74it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  8.73it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.73it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.69it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.70it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.71it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.68it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.67it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.68it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  8.71it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.71it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  8.67it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.67it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.69it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.69it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  8.69it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  8.68it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  7.72it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:10,  7.16it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.55it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.84it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.29it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.65it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  7.93it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.13it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.61it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:12,  5.34it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:12,  5.14it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:10,  5.85it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:09,  6.49it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:08,  7.02it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:08,  7.44it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:09,  6.37it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:12,  4.79it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:14,  4.08it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:16,  3.45it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:17,  3.19it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:13,  3.94it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:11,  4.72it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:09,  5.47it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.15it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:07,  6.73it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.89it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:08,  5.57it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.24it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  6.82it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.29it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:05,  7.64it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:05,  7.93it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:05,  8.15it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  8.30it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:04,  8.41it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:04,  8.50it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:04,  8.57it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:04,  8.58it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:04,  8.60it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:04,  8.63it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  8.67it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:03,  8.65it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:03,  8.65it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:03,  8.63it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:03,  8.64it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:03,  8.66it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  8.65it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  8.64it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  8.65it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:02,  8.67it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:02,  8.66it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:02,  8.66it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:02,  8.67it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  8.69it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  8.69it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.66it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  8.66it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  8.66it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:01,  8.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01,  8.66it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:01,  8.67it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  8.66it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  8.68it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:11<00:01,  8.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  8.64it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  8.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:00,  8.66it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  8.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  8.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.66it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.65it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  8.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  8.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  8.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.54it/s]
rendering ['desk', 'bed', 'wardrobe', 'nightstand', 'chair', 'lamp', 'floor', '_scene_']
['MasterBedroom-18517']

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1000it [00:43, 23.06it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:16,  5.98it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:16,  5.95it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:16,  5.94it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:16,  5.94it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.93it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:15,  5.92it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:15,  5.92it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:15,  5.91it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:15,  5.91it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.91it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.91it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:14,  5.91it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:14,  5.91it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:14,  5.90it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:14,  5.91it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.91it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:14,  5.91it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:13,  5.91it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  5.92it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:13,  5.91it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:13,  5.91it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.91it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:13,  5.91it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:12,  5.91it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:12,  5.91it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:12,  5.91it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  5.90it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:12,  5.90it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:12,  5.90it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:11,  5.90it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:11,  5.90it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:11,  5.90it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:11,  5.89it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:11,  5.89it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:10,  5.90it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:13,  4.68it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:15,  3.99it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:15,  3.91it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:15,  3.77it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:16,  3.68it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:13,  4.15it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:12,  4.56it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:11,  4.89it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.15it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.34it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.51it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:09,  5.73it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:08,  5.93it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:08,  5.89it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:08,  5.93it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:08,  5.66it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.72it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:07,  5.78it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:07,  5.79it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:07,  5.84it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:07,  5.83it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.86it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:07,  5.85it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:06,  5.87it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:06,  5.85it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:06,  5.88it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.86it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:06,  5.89it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:05,  5.87it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:05,  5.90it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:05,  5.88it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.90it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.90it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:05,  5.93it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:04,  5.91it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  5.90it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:04,  5.89it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.95it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:04,  5.92it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:04,  5.91it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:03,  5.89it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.90it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.88it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.89it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:14<00:03,  5.88it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.89it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:02,  5.88it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.89it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.87it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.89it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.91it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.92it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.91it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  5.90it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.90it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.89it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.93it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.93it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.91it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:16<00:00,  5.91it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.89it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.89it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.88it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.89it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.68it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'chair', 'table', 'cabinet', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['MasterBedroom-116808']

0it [00:00, ?it/s]
3it [00:00, 24.85it/s]
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867it [00:36, 24.86it/s]
870it [00:36, 24.74it/s]
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882it [00:37, 24.90it/s]
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891it [00:37, 24.91it/s]
894it [00:37, 24.90it/s]
897it [00:37, 24.91it/s]
900it [00:37, 24.89it/s]
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930it [00:38, 25.56it/s]
933it [00:39, 25.60it/s]
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939it [00:39, 25.84it/s]
942it [00:39, 25.91it/s]
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960it [00:40, 25.89it/s]
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969it [00:40, 26.03it/s]
972it [00:40, 25.98it/s]
975it [00:40, 26.00it/s]
978it [00:40, 25.98it/s]
981it [00:40, 26.09it/s]
984it [00:41, 26.04it/s]
987it [00:41, 26.03it/s]
990it [00:41, 26.12it/s]
993it [00:41, 26.06it/s]
996it [00:41, 26.01it/s]
999it [00:41, 26.05it/s]
1000it [00:41, 24.01it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.00it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.96it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.92it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.91it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.92it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.93it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.97it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  7.92it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:10,  8.16it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  6.96it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:14,  5.62it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:13,  5.99it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:13,  5.73it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:13,  5.95it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:14,  5.39it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  6.89it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  8.05it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  8.88it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.48it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06,  9.77it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.89it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  6.71it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:10,  5.95it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:11,  5.44it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:11,  5.21it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.72it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.86it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.73it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.36it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:05,  9.82it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:04, 10.12it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:04, 10.35it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:04, 10.51it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04, 10.63it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:03, 10.71it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:03, 10.76it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:03, 10.79it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03, 10.82it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03, 10.86it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:02, 10.88it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:02, 10.89it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:02, 10.89it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02, 10.89it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 10.90it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02, 10.90it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 10.90it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01, 10.90it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01, 10.90it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 10.89it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 10.88it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 10.89it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00, 10.89it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00, 10.90it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 10.90it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 10.90it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 10.91it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.25it/s]
rendering ['bed', 'nightstand', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-34912']

0it [00:00, ?it/s]
3it [00:00, 25.39it/s]
6it [00:00, 25.13it/s]
9it [00:00, 25.01it/s]
12it [00:00, 24.92it/s]
15it [00:00, 24.93it/s]
18it [00:00, 25.04it/s]
21it [00:00, 25.11it/s]
24it [00:00, 25.41it/s]
27it [00:01, 25.62it/s]
30it [00:01, 25.49it/s]
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991it [00:40, 25.31it/s]
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1000it [00:40, 25.57it/s]
1000it [00:40, 24.72it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.57it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.54it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:12,  7.53it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.53it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.57it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.56it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.55it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.55it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.55it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.54it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.52it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.52it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.55it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.55it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.55it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.59it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  7.60it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  7.58it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.55it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.53it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.57it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.55it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.54it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  7.53it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  7.55it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:09,  7.64it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.63it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.61it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:09,  7.56it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.56it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:08,  7.59it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  7.57it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  7.54it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  7.53it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.54it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.55it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.54it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.54it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:07,  7.53it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:07,  7.51it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  7.53it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.65it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:07,  7.63it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:07,  7.60it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.57it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.54it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  6.63it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  6.87it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:09,  5.50it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:08,  5.69it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.13it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.14it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:08,  5.22it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:09,  4.53it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:10,  4.15it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:10,  3.98it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:09,  4.49it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:08,  4.82it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:07,  5.42it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:06,  5.91it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:06,  6.31it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.64it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.91it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.08it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.19it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.29it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.37it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  7.42it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  7.45it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:03,  7.48it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.48it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.48it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.51it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.52it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.53it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  7.53it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:02,  7.52it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.51it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.51it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.51it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.52it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.53it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  7.52it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:01,  7.58it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.61it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.59it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.58it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.56it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  6.66it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.93it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  7.10it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.29it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.40it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.45it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.47it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  7.48it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.50it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.04it/s]
rendering ['table', 'nightstand', 'chair', 'bed', 'cabinet', 'lamp', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-3960']

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3it [00:00, 24.26it/s]
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1000it [00:41, 24.27it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 10.97it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.95it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.94it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.97it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.95it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.94it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.94it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.92it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.91it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.91it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.91it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 10.87it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.85it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.86it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.87it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.90it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.90it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.90it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.21it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.42it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.58it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.69it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.75it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.80it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.82it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.84it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.87it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.89it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.90it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.90it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.91it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.90it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.91it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.91it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.92it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.91it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.91it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.91it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.91it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.91it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.90it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.89it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.88it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.87it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.89it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.89it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.90it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.90it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.87it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.86it/s]
rendering ['bed', 'nightstand', 'nightstand', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-17206']

0it [00:00, ?it/s]
3it [00:00, 24.91it/s]
6it [00:00, 24.78it/s]
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862it [00:34, 25.82it/s]
865it [00:34, 26.14it/s]
868it [00:34, 26.19it/s]
871it [00:34, 26.25it/s]
874it [00:35, 26.52it/s]
877it [00:35, 26.50it/s]
880it [00:35, 26.63it/s]
883it [00:35, 26.63it/s]
886it [00:35, 26.46it/s]
889it [00:35, 26.41it/s]
892it [00:35, 24.18it/s]
895it [00:35, 24.58it/s]
898it [00:36, 24.93it/s]
901it [00:36, 24.99it/s]
904it [00:36, 22.04it/s]
907it [00:36, 22.16it/s]
910it [00:36, 21.79it/s]
913it [00:36, 22.72it/s]
916it [00:36, 23.59it/s]
919it [00:36, 24.39it/s]
922it [00:37, 24.96it/s]
925it [00:37, 22.27it/s]
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967it [00:38, 25.29it/s]
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976it [00:39, 25.33it/s]
979it [00:39, 25.45it/s]
982it [00:39, 25.46it/s]
985it [00:39, 22.88it/s]
988it [00:39, 23.66it/s]
991it [00:39, 24.23it/s]
994it [00:39, 24.62it/s]
997it [00:40, 24.96it/s]
1000it [00:40, 25.10it/s]
1000it [00:40, 24.87it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.26it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.14it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.24it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.82it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.73it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:16,  5.34it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.72it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:14,  6.03it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.31it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.46it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.61it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.75it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:11,  6.80it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.87it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.99it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.98it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.08it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.05it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  6.07it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:12,  5.95it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:12,  5.83it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.20it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.56it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  6.86it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:09,  6.85it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.88it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.91it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.92it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.93it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  6.92it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  6.93it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:08,  6.98it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.99it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.14it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.18it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.41it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.54it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.66it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:09,  5.77it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.06it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  5.89it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:12,  4.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:13,  3.71it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:13,  3.53it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:12,  3.73it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:11,  3.87it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:11,  3.99it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:10,  4.15it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:10,  4.19it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:09,  4.21it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:09,  4.23it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:09,  4.44it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:08,  4.39it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:08,  4.36it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:08,  4.33it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:08,  4.31it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:08,  4.30it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:07,  4.29it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:07,  4.29it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:07,  4.29it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:07,  4.28it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:07,  4.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:06,  4.28it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:06,  4.28it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:06,  4.28it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:06,  4.28it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:05,  4.29it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:14<00:05,  4.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:05,  4.29it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:05,  4.29it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:04,  4.32it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:15<00:04,  4.36it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:04,  4.35it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:04,  4.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  4.32it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:03,  4.30it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:16<00:03,  4.29it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:03,  4.21it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:03,  3.98it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:17<00:03,  3.74it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:17<00:03,  3.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:17<00:02,  3.52it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:02,  3.73it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:02,  3.88it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:18<00:01,  3.91it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:18<00:01,  3.28it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  3.01it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:01,  3.13it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  3.02it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  3.17it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  3.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  2.96it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.80it/s]
rendering ['bed', 'nightstand', 'wardrobe', 'chair', 'table', 'nightstand', 'lamp', 'tv_stand', 'floor', '_scene_']
['MasterBedroom-109561']

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1000it [00:56, 17.81it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.87it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.48it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.52it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.56it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.47it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.59it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.48it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.53it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.57it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.47it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.56it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.50it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.53it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.62it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.43it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.53it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.50it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.51it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.56it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.46it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.49it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.49it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  8.58it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.43it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.51it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.48it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.44it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.53it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.44it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.52it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  8.51it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.47it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.57it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.48it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.51it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.54it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.45it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.55it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.49it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  8.48it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  8.56it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.53it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.45it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.48it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.55it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:07,  6.56it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:08,  5.87it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:09,  5.34it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:10,  4.86it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:09,  5.09it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:10,  4.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:10,  4.37it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:10,  4.24it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:09,  4.70it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:09,  4.52it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:08,  5.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  5.93it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:06,  6.48it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  6.98it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.42it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  6.79it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  6.76it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:08<00:05,  6.99it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  7.14it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.31it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.45it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.34it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  7.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:04,  6.09it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:05,  5.07it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:04,  5.58it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:04,  6.19it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  6.79it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  7.55it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.88it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  8.00it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  8.19it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  8.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  8.32it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:01,  8.46it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:01,  8.40it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  8.49it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  8.50it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  8.49it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  8.61it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  8.50it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  8.54it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:00,  8.52it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  8.49it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  8.58it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  8.52it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:12<00:00,  8.58it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:12<00:00,  8.56it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  8.51it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  8.59it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  8.50it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.50it/s]
rendering ['bed', 'lamp', 'tv_stand', 'chair', 'nightstand', 'wardrobe', 'floor', '_scene_']
['SecondBedroom-30334']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.32it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.31it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.29it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.30it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.28it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.31it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.31it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.29it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.30it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.29it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.28it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.29it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.30it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.28it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.29it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.27it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.28it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.39it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.52it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.49it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.41it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.38it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.35it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.33it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.31it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.30it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.28it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.28it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.27it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.26it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  6.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.29it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.27it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.28it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.25it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.27it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.26it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.26it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:06,  6.26it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.29it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.00it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:06,  5.12it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:06,  5.14it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:05,  5.26it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:06,  4.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:06,  4.05it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:12<00:06,  4.23it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:12<00:05,  4.72it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  5.10it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:04,  5.42it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:04,  5.68it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  5.88it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:13<00:03,  5.99it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:13<00:03,  6.14it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  6.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.26it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.30it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.38it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:14<00:02,  6.35it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:14<00:02,  6.35it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:02,  6.39it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.41it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.38it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.39it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:15<00:01,  6.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  6.37it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.41it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.42it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.38it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.38it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  6.40it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:16<00:00,  6.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.12it/s]
rendering ['bed', 'wardrobe', 'wardrobe', 'nightstand', 'nightstand', 'chair', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['Bedroom-54233']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.14it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.08it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.47it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.81it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.93it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  7.01it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.05it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.09it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.10it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.12it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  7.14it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  7.11it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  7.11it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.11it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  7.11it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.87it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.72it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  6.64it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  6.57it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  6.45it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  6.64it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.79it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.89it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.96it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.02it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.05it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.10it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.10it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  7.10it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.10it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  7.13it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.10it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.10it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  7.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.09it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.06it/s]
rendering ['wardrobe', 'bed', 'nightstand', 'nightstand', 'table', 'chair', 'lamp', 'floor', '_scene_']
['Bedroom-17102']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.45it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.44it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.41it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.43it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.48it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.50it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.49it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.45it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.43it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.51it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.48it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.48it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.42it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.39it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.41it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.38it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.40it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.40it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.41it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.40it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.40it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.42it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.47it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.46it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.16it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.90it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.79it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.55it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04,  9.86it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.00it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.14it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.22it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.40it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.40it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.39it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.38it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.39it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.37it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.39it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.40it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.35it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.36it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.34it/s]
rendering ['bed', 'table', 'lamp', 'wardrobe', 'floor', '_scene_']
['MasterBedroom-40319']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.77it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.75it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.78it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.80it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.74it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.74it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.74it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.74it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.75it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.77it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.76it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.75it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.74it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.74it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:17,  4.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:16,  4.96it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:16,  4.99it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.24it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:13,  5.71it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:17,  4.55it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:18,  4.08it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:19,  3.90it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:20,  3.72it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:19,  3.83it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:16,  4.40it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  4.84it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:14,  5.03it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:15,  4.49it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:13,  5.00it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.43it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:11,  5.76it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:10,  6.03it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:10,  6.21it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:10,  6.34it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:09,  6.46it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.53it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:09,  6.58it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:09,  6.63it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:08,  6.66it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:08,  6.66it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:08,  6.69it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:08,  6.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:08,  6.68it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:07,  6.66it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:07,  6.68it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:07,  6.69it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:07,  6.70it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.70it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.71it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:07,  6.69it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:06,  6.71it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:06,  6.69it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:06,  6.68it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.68it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.69it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.68it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:05,  6.70it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:05,  6.67it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:05,  6.68it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.68it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.71it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.68it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:05,  6.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:04,  6.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:11<00:04,  6.69it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.70it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.70it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.70it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.70it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:12<00:04,  6.70it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:12<00:03,  6.70it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:03,  6.70it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.69it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.52it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.39it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:13<00:03,  6.30it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:13<00:03,  6.15it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  6.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.43it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.50it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.55it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.60it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:14<00:02,  6.62it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:01,  6.65it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.68it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.68it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.68it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  6.69it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.69it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.68it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.70it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.70it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.69it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:16<00:00,  6.69it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.18it/s]
rendering ['wardrobe', 'lamp', 'lamp', 'lamp', 'table', 'bed', 'nightstand', 'nightstand', 'floor', '_scene_']
['MasterBedroom-28978']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.24it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.23it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:07,  6.99it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:07,  6.81it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.28it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:09,  5.01it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:08,  5.25it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:08,  5.09it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:08,  5.35it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:08,  4.95it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:07,  5.47it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  5.88it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:06,  6.21it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:06,  6.47it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.66it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.80it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.90it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:05,  6.54it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:06,  5.20it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:05,  5.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.04it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.56it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.73it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.86it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  6.93it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  6.99it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  7.04it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  7.06it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  7.08it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  7.10it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  7.15it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  7.14it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  7.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  7.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  7.18it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  7.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  7.17it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  7.14it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  7.13it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.13it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.84it/s]
rendering ['nightstand', 'bookshelf', 'wardrobe', 'chair', 'desk', 'bed', 'lamp', 'floor', '_scene_']
['MasterBedroom-392']

0it [00:00, ?it/s]
3it [00:00, 22.00it/s]
6it [00:00, 22.17it/s]
9it [00:00, 22.26it/s]
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996it [00:43, 18.50it/s]
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1000it [00:44, 22.65it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.26it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.27it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.24it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.01it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:20,  4.62it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:22,  4.01it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:24,  3.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:25,  3.49it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:26,  3.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:26,  3.30it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:24,  3.54it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.78it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.32it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:14,  5.80it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:13,  6.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.43it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:12,  6.64it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:11,  6.81it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:11,  6.91it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:11,  6.98it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:10,  7.05it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:10,  7.11it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:10,  7.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:10,  7.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:10,  7.18it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:09,  7.20it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:09,  7.20it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:09,  7.20it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:09,  6.96it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  6.02it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:10,  6.33it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.20it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:11,  5.44it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:10,  5.87it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:10,  6.20it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.46it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:08,  6.69it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:08,  6.82it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:08,  6.92it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:08,  7.00it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:07,  7.07it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:07,  7.10it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:07,  7.11it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:07,  7.12it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:07,  7.18it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:07,  7.18it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:06,  7.18it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:06,  7.19it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:06,  7.20it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:06,  7.04it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:06,  6.89it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:06,  6.83it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:06,  6.63it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.79it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.91it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:05,  6.99it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  7.07it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:05,  7.10it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:05,  7.10it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  7.13it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  7.17it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:04,  7.15it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:04,  7.16it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  7.15it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:11<00:04,  7.18it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  7.17it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  7.15it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  7.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:03,  7.18it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:03,  7.17it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  7.15it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  7.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  7.17it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  7.15it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  7.15it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:02,  7.15it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:02,  7.17it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  7.17it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  7.15it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  7.15it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  7.16it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  7.16it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:01,  7.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  7.16it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  7.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  7.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  7.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  7.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  7.17it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:00,  7.17it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  7.17it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  7.17it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  7.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  7.18it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  7.18it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  7.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  7.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.46it/s]
rendering ['wardrobe', 'nightstand', 'nightstand', 'nightstand', 'bed', 'bookshelf', 'lamp', 'floor', '_scene_']
['MasterBedroom-3712']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.34it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.40it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.38it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.49it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.05it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.43it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.72it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.40it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:12,  6.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:13,  5.64it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:14,  5.21it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:13,  5.37it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  6.76it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.70it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.08it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:07,  8.64it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:07,  8.70it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:06,  9.41it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.75it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.99it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 10.12it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:05, 10.20it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:05, 10.27it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05, 10.30it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:04, 10.36it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04, 10.38it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04, 10.38it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:03, 10.37it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:03, 10.39it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:03, 10.38it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03, 10.39it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03, 10.39it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:02, 10.39it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:02, 10.39it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02, 10.39it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02, 10.38it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02, 10.39it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02, 10.38it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:01, 10.38it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 10.40it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01, 10.38it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01, 10.39it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01, 10.39it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00, 10.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.38it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00, 10.38it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00, 10.38it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00, 10.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.46it/s]
rendering ['lamp', 'desk', 'chair', 'bed', 'floor', '_scene_']
['MasterBedroom-1446']

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989it [00:43, 22.88it/s]
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998it [00:44, 23.08it/s]
1000it [00:44, 22.62it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.28it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.25it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.23it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.23it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.21it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.20it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.22it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.23it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.22it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.21it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.23it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.22it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.23it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.21it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.21it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.23it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.24it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:09,  7.22it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.20it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.21it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.23it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.22it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.21it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.20it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.22it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.21it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.20it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.21it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.24it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.22it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.20it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.22it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.23it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.21it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.20it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.24it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.23it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.22it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.23it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.25it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.23it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.22it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.21it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.23it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.21it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.19it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.23it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.21it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.18it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.18it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.19it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.22it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.24it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.23it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.21it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.24it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  7.25it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.21it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.24it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.25it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.27it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.24it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.25it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.21it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.22it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.23it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.22it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.24it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.26it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.22it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.23it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.24it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.00it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  6.88it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  6.77it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.20it/s]
rendering ['bed', 'nightstand', 'wardrobe', 'lamp', 'chair', 'chair', 'chair', 'floor', '_scene_']
['SecondBedroom-6847']

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1000it [00:42, 23.37it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.30it/s]
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rendering ['bed', 'cabinet', 'nightstand', 'nightstand', 'cabinet', 'lamp', 'floor', '_scene_']
['MasterBedroom-12183']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.34it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.34it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.33it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.34it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.34it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.34it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.35it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.30it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.34it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:05,  8.34it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.35it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.29it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.33it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.30it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.31it/s]
rendering ['desk', 'bed', 'nightstand', 'nightstand', 'lamp', 'lamp', 'floor', '_scene_']
['Bedroom-8136']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.94it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.96it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 11.94it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.93it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.94it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.94it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.92it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.92it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 11.90it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.91it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.92it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.93it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.95it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.92it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.92it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.97it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.22it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 12.07it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.96it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.84it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.79it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.74it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.71it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.70it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.67it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.64it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.63it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.63it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.62it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.62it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.61it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.61it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.61it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.60it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 11.60it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.61it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.61it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.60it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.60it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 11.60it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.61it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.60it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.61it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.62it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.60it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.57it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.59it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.74it/s]
rendering ['bed', 'wardrobe', 'lamp', 'floor', '_scene_']
['MasterBedroom-24714']

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1000it [00:42, 23.33it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.29it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.56it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.43it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.38it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.37it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.46it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.35it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.46it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.34it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.46it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.43it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.43it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.39it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.37it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08,  9.46it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.32it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.43it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.41it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.37it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.41it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.39it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.37it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.47it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.35it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.47it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.38it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.45it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.40it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.39it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.37it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06,  9.47it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.37it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.47it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.35it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.42it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.37it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.42it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.43it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.40it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.49it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.38it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.47it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.37it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05,  9.43it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.41it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.40it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.44it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.40it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.49it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.37it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.47it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.38it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.42it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.40it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.39it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.42it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.40it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.50it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.35it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03,  9.48it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03,  9.42it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03,  9.45it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.45it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.42it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.51it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.38it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.47it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.32it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02,  9.45it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.38it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02,  9.44it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02,  9.41it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.39it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.39it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.36it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.48it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.35it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.47it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.39it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01,  9.46it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01,  9.36it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.41it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.41it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.41it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.44it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.46it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00,  9.47it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00,  9.37it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00,  9.42it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.42it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.39it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.41it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.38it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.47it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.41it/s]
rendering ['wardrobe', 'bed', 'tv_stand', 'nightstand', 'lamp', 'floor', '_scene_']
['Bedroom-13858']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.27it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.20it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.15it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.11it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.10it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.10it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.10it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.08it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.08it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.10it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.10it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07,  9.52it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.43it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.33it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.24it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.21it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.19it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.18it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.19it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.20it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.18it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.21it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.20it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.22it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.22it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.18it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.16it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.15it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.16it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.13it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.09it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.07it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.05it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.06it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.09it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.08it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.08it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03,  9.11it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.08it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.08it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.08it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.10it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.10it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.08it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.09it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.05it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.06it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.08it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.10it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.09it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.10it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.26it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.24it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.34it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.35it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.40it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.44it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.36it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.48it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.47it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.43it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.17it/s]
rendering ['bed', 'wardrobe', 'nightstand', 'nightstand', 'lamp', 'floor', '_scene_']
['MasterBedroom-118']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.73it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.50it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.13it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 11.00it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.20it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.36it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.46it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.53it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.58it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.59it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.62it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.63it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.62it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.66it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.68it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.71it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.71it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.68it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.68it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.69it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.69it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.69it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.69it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.70it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.70it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.70it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.71it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.71it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.71it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.73it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.72it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.74it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.74it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.70it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.72it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.74it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.72it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.71it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.71it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.72it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.71it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.71it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.70it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.73it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.71it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.72it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.63it/s]
rendering ['bed', 'table', 'lamp', 'floor', '_scene_']
['LivingRoom-37659']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.72it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.70it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.70it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.70it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.69it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.70it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.68it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.71it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.68it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.71it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.70it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.72it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.73it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  6.72it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.72it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.70it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.71it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.73it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:09,  6.50it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.39it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.38it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.49it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.53it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  6.63it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:07,  6.65it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.69it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.69it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.70it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.71it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.70it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.70it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.72it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.71it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.71it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  6.70it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:05,  6.69it/s]
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DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.70it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.71it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:05,  6.72it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:05,  6.73it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.69it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.70it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.71it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.69it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.71it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.71it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.68it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.70it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.69it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.69it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.71it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.69it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.67it/s]
rendering ['sofa', 'chair', 'chair', 'table', 'chair', 'table', 'table', 'lamp', 'floor', '_scene_']
['LivingRoom-1520']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.94it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  4.90it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.81it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.90it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:15<00:04,  4.87it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.88it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.87it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.86it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:16<00:03,  4.88it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.87it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.88it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.87it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.88it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.88it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.87it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.87it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.88it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.88it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.88it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.90it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.88it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  4.89it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.87it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.88it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.88it/s]
rendering ['sofa', 'table', 'tv_stand', 'chair', 'table', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-17951']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.45it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.41it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.43it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.44it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.40it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.41it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.43it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.46it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.39it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.40it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.45it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.43it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.38it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.44it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.43it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.39it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.42it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.43it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.41it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.42it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.44it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.45it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.41it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.43it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.44it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.46it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.39it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.39it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.42it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.44it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.41it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.33it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.32it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.40it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.41it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.38it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.41it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.42it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.44it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.44it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.44it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.45it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.44it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.42it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.42it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.41it/s]
rendering ['sofa', 'table', 'tv_stand', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-629']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (16, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.43it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:22,  4.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:22,  4.40it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:21,  4.39it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:21,  4.38it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:21,  4.38it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:21,  4.37it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:21,  4.37it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:20,  4.37it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:19,  4.38it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:19,  4.38it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:19,  4.39it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:19,  4.40it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:18,  4.40it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:18,  4.40it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:18,  4.41it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:18,  4.39it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:17,  4.41it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:17,  4.41it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:17,  4.41it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:17,  4.41it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.40it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:16,  4.39it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:16,  4.39it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:16,  4.39it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:16,  4.39it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:15,  4.40it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:14,  4.40it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:14,  4.39it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:14,  4.39it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:14,  4.28it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:14,  4.22it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.15it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:13,  4.22it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:13,  4.27it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:13,  4.31it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:12,  4.33it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:12,  4.34it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.35it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:12,  4.36it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:10<00:11,  4.38it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:11<00:11,  4.37it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:11,  4.37it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:11<00:11,  4.37it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.38it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:10,  4.38it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.38it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:12<00:10,  4.38it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:10,  4.37it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:09,  4.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:09,  4.37it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:13<00:09,  4.38it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:13<00:09,  4.38it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:13<00:08,  4.38it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:08,  4.39it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:14<00:08,  4.38it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:14<00:08,  4.38it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:14<00:08,  4.37it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:15<00:07,  4.37it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:15<00:07,  4.37it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:15<00:07,  4.37it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:15<00:07,  4.36it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:16<00:06,  4.37it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:16<00:06,  4.38it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:16<00:06,  4.38it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:16<00:06,  4.36it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:16<00:05,  4.35it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:17<00:05,  4.36it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:17<00:05,  4.36it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:17<00:05,  4.37it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:17<00:05,  4.37it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:18<00:04,  4.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:18<00:04,  4.40it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:18<00:04,  4.48it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:18<00:04,  4.45it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:18<00:03,  4.42it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:19<00:03,  4.40it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:19<00:03,  4.38it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:19<00:03,  4.39it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:19<00:02,  4.37it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:21<00:01,  4.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:21<00:01,  4.39it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:21<00:01,  4.38it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:21<00:01,  4.39it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:21<00:00,  4.39it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:22<00:00,  4.40it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:22<00:00,  4.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:22<00:00,  4.40it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.38it/s]
rendering ['sofa', 'tv_stand', 'desk', 'table', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'bookshelf', 'chair', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-71071']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (16, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.40it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:22,  4.40it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:21,  4.41it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:21,  4.39it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:21,  4.39it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:21,  4.40it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:21,  4.41it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:20,  4.40it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:20,  4.41it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:20,  4.42it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:20,  4.42it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:19,  4.41it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:19,  4.41it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:19,  4.40it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:19,  4.41it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:19,  4.40it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:18,  4.39it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:18,  4.41it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:18,  4.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:18,  4.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:19,  4.16it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.23it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:17,  4.28it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:17,  4.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.35it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:16,  4.36it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:16,  4.38it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:16,  4.39it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:16,  4.38it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:15,  4.39it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:15,  4.38it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:15,  4.38it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:08<00:14,  4.39it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:14,  4.39it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:14,  4.39it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:14,  4.40it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.38it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:13,  4.39it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:13,  4.39it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:13,  4.39it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:12,  4.39it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:12,  4.39it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:12,  4.40it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.40it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:12,  4.40it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:10<00:11,  4.39it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:11<00:11,  4.39it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:11,  4.40it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:11<00:11,  4.40it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.40it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:10,  4.40it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.40it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:12<00:10,  4.38it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:10,  4.39it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:09,  4.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:09,  4.39it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:13<00:09,  4.37it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:13<00:09,  4.38it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:13<00:08,  4.39it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:08,  4.39it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:14<00:08,  4.39it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:14<00:08,  4.38it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:14<00:07,  4.38it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:15<00:07,  4.39it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:15<00:07,  4.38it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:15<00:07,  4.38it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:15<00:07,  4.37it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:15<00:06,  4.37it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:16<00:06,  4.36it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:16<00:06,  4.36it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:16<00:06,  4.36it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:16<00:05,  4.38it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:17<00:05,  4.38it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:17<00:05,  4.37it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:17<00:05,  4.39it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:17<00:05,  4.38it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:18<00:04,  4.39it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:18<00:04,  4.40it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:18<00:04,  4.38it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:18<00:04,  4.38it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:18<00:03,  4.38it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:19<00:03,  4.39it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:19<00:03,  4.39it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:19<00:03,  4.39it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:19<00:02,  4.39it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:20<00:02,  4.39it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:20<00:02,  4.38it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:21<00:01,  4.38it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:21<00:01,  4.39it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:21<00:01,  4.39it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:21<00:01,  4.40it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:21<00:00,  4.39it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:22<00:00,  4.39it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:22<00:00,  4.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:22<00:00,  4.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.40it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.38it/s]
rendering ['table', 'table', 'lamp', 'tv_stand', 'chair', 'chair', 'chair', 'chair', 'table', 'sofa', 'table', 'lamp', 'table', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-9790']

0it [00:00, ?it/s]
3it [00:00, 22.23it/s]
6it [00:00, 22.46it/s]
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1000it [00:43, 23.14it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.91it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:19,  4.90it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:19,  4.89it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:19,  4.88it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:19,  4.89it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:19,  4.88it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.88it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  4.89it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:18,  4.89it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:18,  4.87it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.90it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  4.89it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  4.88it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.87it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.89it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.88it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:16,  4.89it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  4.88it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  4.88it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:16,  4.89it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.88it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.87it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  4.89it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:15,  4.89it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:15,  4.87it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.88it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:14,  4.89it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  4.90it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:14,  4.89it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.89it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.90it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  4.88it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  4.87it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  4.88it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.89it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.86it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:12,  4.87it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  4.88it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:12,  4.87it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.88it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.87it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  4.86it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:11,  4.88it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:11,  4.86it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.86it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.86it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.86it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.85it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:10<00:10,  4.87it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.87it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.87it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  4.87it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.87it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.86it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.87it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.86it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.86it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:08,  4.86it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.85it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.84it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:12<00:08,  4.86it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:12<00:07,  4.86it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:12<00:07,  4.85it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:13<00:07,  4.86it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.87it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.86it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:13<00:06,  4.86it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.85it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.87it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.87it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.86it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:14<00:05,  4.86it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.85it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:15<00:05,  4.86it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.86it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.86it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.85it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.85it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.86it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:03,  4.86it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.86it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.86it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.86it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.86it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.85it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.85it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.85it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.85it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.83it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.84it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.85it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.84it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.84it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  4.86it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.86it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.87it/s]
rendering ['sofa', 'tv_stand', 'cabinet', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'lamp', 'table', 'floor', '_scene_']
['LivingRoom-791']

0it [00:00, ?it/s]
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1000it [00:43, 23.23it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.72it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.71it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:20,  4.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:20,  4.68it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:20,  4.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.68it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.69it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:19,  4.69it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.70it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.69it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:18,  4.69it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:18,  4.70it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:18,  4.69it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.69it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.71it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.69it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:17,  4.69it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.70it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:16,  4.70it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:16,  4.69it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:16,  4.68it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.69it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:15,  4.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:15,  4.68it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:15,  4.69it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.68it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:14,  4.69it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:14,  4.69it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:14,  4.68it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.69it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.68it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:13,  4.69it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:13,  4.69it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.68it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.68it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.69it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:12,  4.67it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:12,  4.68it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:11,  4.69it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.68it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.68it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:11,  4.69it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.68it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:19<00:02,  4.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:19<00:01,  4.68it/s]
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DDIM Sampler:  94%|█████████▍| 94/100 [00:20<00:01,  4.69it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:20<00:01,  4.67it/s]
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DDIM Sampler:  99%|█████████▉| 99/100 [00:21<00:00,  4.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.68it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'sofa', 'tv_stand', 'table', 'table', 'table', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-24046']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.15it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.15it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.21it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.25it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.26it/s]
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rendering ['bookshelf', 'sofa', 'table', 'lamp', 'chair', 'floor', '_scene_']
['LivingRoom-13599']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.73it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.70it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.71it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.90it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  6.87it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.79it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.76it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.44it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.34it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:13,  6.13it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.30it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.42it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.49it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.55it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.61it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.61it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.64it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.68it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.67it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.70it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.70it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.66it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.69it/s]
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DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.67it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.69it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.68it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  6.69it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.71it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:02,  6.71it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.68it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.67it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.70it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.71it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.70it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.69it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.68it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.66it/s]
rendering ['chair', 'chair', 'table', 'table', 'table', 'tv_stand', 'lamp', 'sofa', 'floor', '_scene_']
['LivingDiningRoom-13945']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:21,  4.70it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:19,  4.69it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.70it/s]
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DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.69it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.69it/s]
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DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.68it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.70it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.60it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.64it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:09,  4.67it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:09,  4.67it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:14<00:07,  4.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:14<00:06,  4.68it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.67it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:15<00:06,  4.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:15<00:06,  4.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:15<00:05,  4.67it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:16<00:05,  4.68it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:16<00:04,  4.68it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.68it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.68it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:17<00:04,  4.67it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:17<00:04,  4.67it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:17<00:03,  4.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.68it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:18<00:03,  4.67it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:18<00:03,  4.68it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:18<00:02,  4.68it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:18<00:02,  4.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.68it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:19<00:02,  4.66it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:19<00:01,  4.68it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:19<00:01,  4.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:20<00:01,  4.67it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:20<00:01,  4.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:20<00:00,  4.66it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:20<00:00,  4.65it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:21<00:00,  4.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:21<00:00,  4.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.66it/s]
rendering ['sofa', 'chair', 'chair', 'chair', 'table', 'chair', 'lamp', 'chair', 'cabinet', 'table', 'shelf', 'lamp', 'tv_stand', 'floor', '_scene_']
['LivingDiningRoom-758']

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1000it [00:56, 17.65it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.62it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.68it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.65it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:16,  5.68it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.66it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.67it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.64it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.65it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.64it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.65it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.64it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.66it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.64it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.65it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.64it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.65it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.65it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:14,  5.64it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.65it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.66it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.64it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.65it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:13,  5.64it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  5.65it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:12,  5.66it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.63it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:12,  5.65it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.63it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.65it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.64it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:11,  5.66it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:11,  5.64it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:11,  5.65it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.63it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:10,  5.65it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.64it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:10,  5.66it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:10,  5.65it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.65it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:10,  5.63it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:09,  5.65it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:09,  5.51it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.38it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:10,  5.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:10,  5.19it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:10,  5.07it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:09,  5.25it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.35it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:08,  5.44it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.48it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:08,  5.53it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:08,  5.55it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:07,  5.57it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:07,  5.59it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.61it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:07,  5.62it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:07,  5.62it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:06,  5.62it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:06,  5.63it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.62it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:06,  5.63it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:06,  5.63it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:06,  5.65it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:05,  5.64it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.63it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.63it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:05,  5.62it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:05,  5.63it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  5.64it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:04,  5.64it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.64it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:04,  5.64it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:04,  5.64it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:04,  5.63it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.62it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.62it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.63it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:14<00:03,  5.62it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.63it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:03,  5.64it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.63it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.62it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.61it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.62it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.63it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.62it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.62it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.63it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.63it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.62it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.62it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.62it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.60it/s]
rendering ['lamp', 'table', 'chair', 'chair', 'lamp', 'lamp', 'sofa', 'table', 'tv_stand', 'table', 'floor', '_scene_']
['LivingRoom-33324']

0it [00:00, ?it/s]
3it [00:00, 22.21it/s]
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996it [00:42, 24.19it/s]
999it [00:42, 24.98it/s]
1000it [00:42, 23.42it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.23it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.25it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.22it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.22it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.20it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.20it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.22it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.19it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.23it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.22it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.22it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.23it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.20it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.20it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.19it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.19it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.21it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.18it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.20it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.19it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.18it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.20it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.24it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.23it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.19it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.19it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.17it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.21it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.21it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.18it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.16it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.16it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.19it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.17it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.17it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.19it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.19it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.19it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.19it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.19it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.18it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.20it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.17it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.19it/s]
rendering ['tv_stand', 'table', 'sofa', 'table', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['LivingRoom-30147']

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1000it [00:42, 23.38it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (20, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:27,  3.60it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:27,  3.59it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:27,  3.59it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:26,  3.59it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:26,  3.58it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:26,  3.58it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:25,  3.58it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:25,  3.58it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:25,  3.58it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:25,  3.57it/s]
DDIM Sampler:  11%|█         | 11/100 [00:03<00:24,  3.57it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:24,  3.57it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:24,  3.57it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:24,  3.56it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:23,  3.57it/s]
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rendering ['lamp', 'lamp', 'tv_stand', 'chair', 'chair', 'table', 'table', 'table', 'sofa', 'sofa', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'floor', '_scene_']
['LivingRoom-29294']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.58it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.57it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.44it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.48it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.52it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.42it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.45it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.50it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.44it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.47it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.52it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.47it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.47it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.49it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.44it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.43it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.49it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.46it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.44it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.50it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.46it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.44it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.50it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.53it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.44it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.49it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.54it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.45it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.49it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.53it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.45it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.48it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.52it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.44it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.46it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.50it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.42it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.47it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.51it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.44it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.49it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.52it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.47it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.46it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.51it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.46it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.46it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:07,  6.51it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.45it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.44it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.46it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.49it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.44it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.46it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.48it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.44it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.45it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.49it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.44it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.45it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.50it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.42it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.45it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.48it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.45it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.43it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.48it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.46it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.42it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.47it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.46it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.44it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.48it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.48it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.45it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.48it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.46it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.42it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.48it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.46it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.44it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.49it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.46it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.44it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.48it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.46it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.43it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.49it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.47it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.42it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.46it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.47it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.42it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.46it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.49it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.41it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.45it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.47it/s]
rendering ['table', 'table', 'sofa', 'table', 'chair', 'sofa', 'table', 'table', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-35401']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.30it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.29it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.25it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.26it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.27it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.31it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.29it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.34it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.34it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.36it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.32it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.36it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.39it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.34it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.36it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.39it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.35it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.37it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.40it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.38it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.36it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  6.37it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.39it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.35it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.38it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.39it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.37it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.36it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.36it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.38it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.40it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.40it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.37it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.39it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.40it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.38it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.37it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.40it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.36it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.35it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.39it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.37it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.38it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.38it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.37it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.38it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.38it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.35it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.33it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.37it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.37it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.33it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.36it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.36it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.34it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.33it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.37it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.35it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.33it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.38it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.38it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.35it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.34it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.37it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.34it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.33it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.35it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.35it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.32it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.33it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.33it/s]
rendering ['chair', 'chair', 'chair', 'chair', 'sofa', 'table', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-35085']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.72it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.75it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.71it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.71it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.68it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.68it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.67it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.68it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.69it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.68it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.70it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.70it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.69it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.70it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.69it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.69it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.69it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  6.69it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:07,  6.69it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.69it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.68it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.67it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.67it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.69it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:06,  6.67it/s]
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DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.67it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.68it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:05,  6.66it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.64it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.64it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.64it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.73it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  6.88it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.81it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.80it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.83it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.78it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.84it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.82it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.80it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.86it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.81it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.81it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.85it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.81it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.82it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.82it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.79it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.83it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.80it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.81it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.84it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.79it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.83it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.82it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.79it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.84it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.83it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.81it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.86it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.72it/s]
rendering ['sofa', 'table', 'table', 'table', 'chair', 'chair', 'tv_stand', 'lamp', 'floor', '_scene_']
['LivingRoom-25582']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.63it/s]
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DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.62it/s]
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DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:07,  5.63it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.63it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.62it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:05,  5.62it/s]
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DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  5.63it/s]
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DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.63it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:04,  5.62it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.63it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.62it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.63it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.64it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:03,  5.63it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.64it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.65it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  5.64it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.65it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.61it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.62it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.63it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.64it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.63it/s]
rendering ['sofa', 'table', 'tv_stand', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-109935']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.94it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.89it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:19,  4.91it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:19,  4.91it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:19,  4.90it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:19,  4.90it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:18,  4.90it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  4.92it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:18,  4.91it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:18,  4.91it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.90it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  4.90it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  4.90it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.90it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.88it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.89it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.87it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  4.88it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  4.88it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:16,  4.88it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.86it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:15,  4.89it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  4.88it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:15,  4.87it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:15,  4.88it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.88it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:14,  4.93it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  5.04it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:14,  4.98it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.94it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.92it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  4.89it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  4.90it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  4.90it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.89it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.90it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:12,  4.90it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  4.91it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:12,  4.90it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.91it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.89it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  4.90it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:11,  4.89it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:11,  4.89it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.89it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.89it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.90it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.89it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:10,  4.90it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.88it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.89it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  4.89it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.89it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.88it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.89it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:08,  4.89it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.88it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:08,  4.91it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.89it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.90it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:12<00:07,  4.88it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:12<00:07,  4.88it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:12<00:07,  4.87it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:13<00:07,  4.87it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.86it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.87it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.87it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.87it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.87it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:14<00:05,  4.89it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.87it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:15<00:05,  4.87it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.86it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.87it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:15<00:04,  4.86it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.86it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.87it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:03,  4.87it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.86it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:16<00:03,  4.86it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.87it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.86it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.89it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.87it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:17<00:02,  4.87it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.86it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.87it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.87it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.87it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.88it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.86it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.87it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  4.87it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.87it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.89it/s]
rendering ['sofa', 'chair', 'table', 'chair', 'tv_stand', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-76396']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (19, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.74it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:26,  3.71it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:26,  3.71it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:23,  3.69it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:21,  3.70it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:21,  3.70it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:21,  3.70it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:06<00:20,  3.69it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:20,  3.69it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:20,  3.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  30%|███       | 30/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  31%|███       | 31/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:09<00:17,  3.70it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:09<00:17,  3.71it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:09<00:17,  3.71it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:09<00:17,  3.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:10<00:16,  3.69it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  40%|████      | 40/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  41%|████      | 41/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:12<00:14,  3.70it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:12<00:14,  3.70it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:12<00:14,  3.70it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:13<00:13,  3.70it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:15<00:11,  3.69it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:16<00:10,  3.69it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:16<00:10,  3.68it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:16<00:10,  3.68it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:17<00:10,  3.68it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:17<00:09,  3.68it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:18<00:08,  3.70it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:18<00:08,  3.69it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:19<00:07,  3.69it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:20<00:07,  3.68it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:21<00:05,  3.68it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:21<00:05,  3.68it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:23<00:04,  3.67it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:26<00:01,  3.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:26<00:00,  3.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.69it/s]
rendering ['sofa', 'sofa', 'table', 'tv_stand', 'chair', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'cabinet', 'table', 'table', 'lamp', 'lamp', 'table', 'floor', '_scene_']
['LivingDiningRoom-18728']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.72it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.70it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:20,  4.70it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:20,  4.69it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:20,  4.70it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.68it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.69it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:19,  4.68it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.67it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:18,  4.69it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:18,  4.67it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:18,  4.68it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.68it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.67it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:17,  4.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.66it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.66it/s]
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rendering ['table', 'table', 'tv_stand', 'sofa', 'chair', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-46747']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (17, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:23,  4.26it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:23,  4.23it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:22,  4.23it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:22,  4.23it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:22,  4.22it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:22,  4.21it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:22,  4.19it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:22,  4.18it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:20,  4.17it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:20,  4.17it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:20,  4.17it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:19,  4.16it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:19,  4.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:19,  4.17it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:19,  4.16it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:18,  4.16it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.16it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:18,  4.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:18,  4.16it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.17it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:17,  4.17it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:16,  4.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:16,  4.17it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:16,  4.16it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:16,  4.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:08<00:15,  4.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:08<00:15,  4.17it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:15,  4.17it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:15,  4.18it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:14,  4.17it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:09<00:14,  4.17it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:14,  4.17it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:10<00:13,  4.17it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:10<00:13,  4.18it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:13,  4.17it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:13,  4.17it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:11<00:12,  4.17it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:11<00:12,  4.16it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:11<00:12,  4.17it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:11<00:12,  4.17it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:12,  4.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:12<00:11,  4.17it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:12<00:11,  4.17it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:11,  4.16it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:11,  4.17it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:13<00:10,  4.17it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:13<00:10,  4.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:10,  4.16it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:10,  4.17it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:14<00:09,  4.17it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:14<00:09,  4.17it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:14<00:09,  4.17it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:09,  4.16it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:16<00:07,  4.17it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:16<00:07,  4.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:16<00:07,  4.17it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:16<00:07,  4.17it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:17<00:06,  4.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:17<00:06,  4.17it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:17<00:06,  4.17it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:17<00:06,  4.16it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:17<00:06,  4.17it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:18<00:05,  4.17it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:18<00:05,  4.16it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:18<00:05,  4.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:18<00:05,  4.17it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:19<00:04,  4.17it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:19<00:04,  4.17it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:19<00:04,  4.17it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:19<00:04,  4.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:20<00:03,  4.17it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:20<00:03,  4.17it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.16it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.16it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:21<00:02,  4.16it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:21<00:02,  4.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:21<00:02,  4.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  4.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:22<00:01,  4.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:22<00:01,  4.16it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:01,  4.17it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.16it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:23<00:00,  4.16it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:23<00:00,  4.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.16it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.17it/s]
rendering ['sofa', 'chair', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'lamp', 'lamp', 'chair', 'table', 'table', 'floor', '_scene_']
['LivingRoom-88425']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (19, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.73it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:26,  3.72it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:26,  3.73it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:25,  3.72it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:21,  3.70it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:21,  3.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:21,  3.68it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:06<00:20,  3.69it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:20,  3.70it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:20,  3.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:20,  3.70it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  30%|███       | 30/100 [00:08<00:18,  3.71it/s]
DDIM Sampler:  31%|███       | 31/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:08<00:18,  3.71it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:09<00:17,  3.70it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:09<00:17,  3.71it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:09<00:17,  3.71it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:09<00:16,  3.71it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:10<00:16,  3.71it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:10<00:16,  3.71it/s]
DDIM Sampler:  40%|████      | 40/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  41%|████      | 41/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:11<00:15,  3.71it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:12<00:14,  3.71it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:12<00:14,  3.70it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:13<00:13,  3.70it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:13<00:13,  3.70it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:12,  3.70it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:15<00:11,  3.68it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:16<00:10,  3.69it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:16<00:10,  3.68it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:16<00:10,  3.69it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:17<00:10,  3.68it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:18<00:08,  3.67it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:19<00:07,  3.69it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:20<00:07,  3.68it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:20<00:06,  3.69it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:20<00:06,  3.69it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:06,  3.69it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:21<00:05,  3.68it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:21<00:05,  3.68it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:22<00:04,  3.67it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:23<00:04,  3.67it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:23<00:03,  3.66it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:24<00:02,  3.66it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:24<00:02,  3.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:25<00:01,  3.68it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:26<00:01,  3.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:26<00:00,  3.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:26<00:00,  3.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.69it/s]
rendering ['sofa', 'chair', 'sofa', 'table', 'table', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'table', 'tv_stand', 'floor', '_scene_']
['LivingDiningRoom-35769']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (19, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.74it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:26,  3.71it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:26,  3.71it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:25,  3.70it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:25,  3.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:25,  3.69it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:25,  3.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:24,  3.70it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:24,  3.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:24,  3.69it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:24,  3.70it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:23,  3.69it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:23,  3.69it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:23,  3.68it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:23,  3.68it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:22,  3.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:06<00:20,  3.70it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:20,  3.69it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:20,  3.69it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:20,  3.70it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  30%|███       | 30/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  31%|███       | 31/100 [00:08<00:18,  3.69it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:09<00:17,  3.69it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:09<00:17,  3.69it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:09<00:17,  3.69it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:10<00:17,  3.69it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:10<00:16,  3.69it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  40%|████      | 40/100 [00:10<00:16,  3.69it/s]
DDIM Sampler:  41%|████      | 41/100 [00:11<00:16,  3.69it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:11<00:15,  3.69it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:11<00:15,  3.69it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:13<00:13,  3.70it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:14<00:13,  3.69it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:14<00:12,  3.70it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:15<00:11,  3.68it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:16<00:10,  3.69it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:16<00:10,  3.68it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:17<00:10,  3.68it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:17<00:09,  3.68it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:07,  3.67it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:19<00:07,  3.67it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:19<00:07,  3.67it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:20<00:07,  3.68it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:20<00:06,  3.67it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:20<00:06,  3.67it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:06,  3.63it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:21<00:06,  3.57it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:21<00:05,  3.51it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:21<00:05,  3.55it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:22<00:05,  3.59it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:22<00:04,  3.61it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:22<00:04,  3.62it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:22<00:04,  3.63it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:23<00:04,  3.64it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:23<00:03,  3.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:23<00:03,  3.66it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:23<00:03,  3.66it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:24<00:03,  3.66it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:24<00:02,  3.66it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:24<00:02,  3.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:25<00:02,  3.66it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:25<00:01,  3.66it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:25<00:01,  3.66it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:26<00:01,  3.66it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:26<00:00,  3.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:26<00:00,  3.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.68it/s]
rendering ['sofa', 'chair', 'chair', 'table', 'table', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-1097']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (19, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.71it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:02<00:24,  3.72it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:24,  3.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:24,  3.70it/s]
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DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:23,  3.69it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:22,  3.70it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:21,  3.71it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:21,  3.70it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:21,  3.71it/s]
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DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:19,  3.70it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:08<00:18,  3.69it/s]
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DDIM Sampler:  34%|███▍      | 34/100 [00:09<00:17,  3.70it/s]
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DDIM Sampler:  37%|███▋      | 37/100 [00:09<00:16,  3.71it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:10<00:16,  3.71it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:10<00:16,  3.71it/s]
DDIM Sampler:  40%|████      | 40/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  41%|████      | 41/100 [00:11<00:15,  3.70it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:12<00:14,  3.69it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:14<00:12,  3.70it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:15<00:11,  3.68it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:15<00:11,  3.69it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:16<00:11,  3.51it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:18<00:09,  3.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:18<00:08,  3.67it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:19<00:07,  3.69it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:19<00:07,  3.69it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:20<00:07,  3.69it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:20<00:06,  3.69it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:21<00:05,  3.68it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:21<00:05,  3.69it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:22<00:04,  3.67it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:22<00:04,  3.68it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:23<00:04,  3.68it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:23<00:03,  3.68it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:24<00:02,  3.68it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:25<00:01,  3.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:25<00:01,  3.66it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:26<00:01,  3.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:26<00:00,  3.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.68it/s]
rendering ['table', 'sofa', 'table', 'tv_stand', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'cabinet', 'lamp', 'cabinet', 'chair', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-2729']

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1000it [00:42, 23.41it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (18, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:25,  3.89it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:25,  3.88it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:24,  3.88it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:24,  3.88it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:24,  3.87it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:24,  3.87it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:24,  3.87it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:23,  3.88it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:23,  3.87it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:23,  3.88it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:22,  3.87it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:22,  3.87it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:22,  3.87it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:22,  3.86it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:21,  3.87it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:21,  3.86it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:21,  3.86it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:21,  3.86it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:20,  3.86it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:20,  3.87it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:20,  3.86it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:20,  3.86it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:19,  3.86it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:19,  3.81it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:20,  3.73it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:20,  3.65it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:07<00:19,  3.75it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:07<00:18,  3.77it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:18,  3.79it/s]
DDIM Sampler:  31%|███       | 31/100 [00:08<00:18,  3.81it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:08<00:17,  3.82it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:08<00:17,  3.83it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:08<00:17,  3.83it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:09<00:16,  3.84it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:09<00:16,  3.84it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:09<00:16,  3.84it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:16,  3.84it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:10<00:15,  3.85it/s]
DDIM Sampler:  40%|████      | 40/100 [00:10<00:15,  3.85it/s]
DDIM Sampler:  41%|████      | 41/100 [00:10<00:15,  3.84it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:10<00:15,  3.84it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:11<00:14,  3.85it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:11<00:14,  3.85it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:11<00:14,  3.85it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:11<00:14,  3.84it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:12<00:13,  3.84it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:12<00:13,  3.85it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:12<00:13,  3.84it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:13<00:13,  3.84it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:13<00:12,  3.83it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:13<00:12,  3.84it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:13<00:12,  3.84it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:14<00:11,  3.84it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:11,  3.84it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:14<00:11,  3.85it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:14<00:11,  3.85it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:15<00:10,  3.85it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:15<00:10,  3.85it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:15<00:10,  3.85it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:15<00:10,  3.85it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:16<00:09,  3.85it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:16<00:09,  3.84it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:16<00:09,  3.85it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:16<00:09,  3.85it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:17<00:08,  3.84it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:17<00:08,  3.84it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:17<00:08,  3.85it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:17<00:08,  3.84it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:18<00:07,  3.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:18<00:07,  3.84it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:18<00:07,  3.84it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:19<00:07,  3.84it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:19<00:06,  3.83it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:19<00:06,  3.83it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:19<00:06,  3.83it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:05,  3.84it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:20<00:05,  3.84it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:20<00:05,  3.84it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:20<00:05,  3.84it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:21<00:04,  3.84it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:21<00:04,  3.84it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:21<00:04,  3.83it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:21<00:04,  3.83it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:22<00:03,  3.83it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:22<00:03,  3.83it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:22<00:03,  3.83it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:22<00:03,  3.83it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:23<00:02,  3.83it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:23<00:02,  3.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:23<00:02,  3.83it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:23<00:02,  3.83it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:24<00:01,  3.83it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:24<00:01,  3.83it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:24<00:01,  3.82it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:25<00:01,  3.83it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:25<00:00,  3.83it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:25<00:00,  3.83it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:25<00:00,  3.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:26<00:00,  3.82it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:26<00:00,  3.84it/s]
rendering ['table', 'lamp', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'tv_stand', 'sofa', 'chair', 'chair', 'chair', 'lamp', 'cabinet', 'floor', '_scene_']
['LivingDiningRoom-19784']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:19,  4.97it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:19,  4.91it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:19,  4.91it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:19,  4.90it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:20,  4.74it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.67it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:20,  4.58it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.74it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:18,  4.79it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.82it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.86it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  4.86it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.88it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.88it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.90it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:16,  4.90it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  4.91it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  4.91it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:16,  4.90it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.90it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:15,  4.90it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  4.91it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:15,  4.89it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:15,  4.89it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.87it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:14,  4.89it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  4.89it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:14,  4.88it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.90it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.89it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  4.90it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  4.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  4.89it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.88it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.87it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:12,  4.87it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  4.88it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:12,  4.86it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.88it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.87it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  4.87it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:11,  4.86it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:11,  4.87it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.87it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.87it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.86it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.87it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:10<00:10,  4.88it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.88it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.88it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  4.88it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.87it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.86it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.88it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.87it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.87it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:08,  4.86it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.87it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:13<00:07,  4.85it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.86it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:07,  4.84it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.86it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:13<00:06,  4.86it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.86it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.87it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.87it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.87it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:15<00:05,  4.86it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.88it/s]
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DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.87it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.86it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.87it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.86it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.86it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:03,  4.84it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.86it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.85it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.84it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.83it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.85it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.86it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.85it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.86it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.87it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.84it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.86it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.85it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.85it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  4.83it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.86it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.86it/s]
rendering ['sofa', 'chair', 'table', 'table', 'tv_stand', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-10493']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (16, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.41it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:22,  4.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:22,  4.39it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:21,  4.39it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:21,  4.39it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:21,  4.40it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:21,  4.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:20,  4.39it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:20,  4.40it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:20,  4.39it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:19,  4.39it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:19,  4.39it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:19,  4.39it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:19,  4.38it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:18,  4.37it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:18,  4.38it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:18,  4.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:18,  4.21it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:19,  4.14it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.21it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:18,  4.25it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:17,  4.28it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.30it/s]
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rendering ['lamp', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'table', 'table', 'table', 'tv_stand', 'sofa', 'chair', 'table', 'floor', '_scene_']
['LivingRoom-23405']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.78it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.77it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.71it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.57it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.45it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.39it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.20it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.49it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.55it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.59it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.61it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.64it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.66it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.66it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.66it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.70it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.65it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.66it/s]
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DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.67it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.64it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.67it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.66it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  6.67it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.65it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.64it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.63it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.62it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.63it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.63it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.64it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.62it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.65it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.64it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.64it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.64it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.64it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.63it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.65it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.65it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.65it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.64it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'cabinet', 'lamp', 'floor', '_scene_']
['LivingRoom-3797']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.40it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.36it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.37it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.37it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.37it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.37it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.38it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.38it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.37it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.36it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.37it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.38it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:15,  5.34it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.37it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.36it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.36it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.37it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.36it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.36it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.36it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.35it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.36it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.35it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.34it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.20it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.14it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:13,  5.01it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  5.10it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.18it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.20it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.25it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.25it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.27it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.29it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.32it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:09,  5.34it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.32it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.34it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.33it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.33it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:08,  5.32it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:08,  5.32it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:08,  5.32it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.33it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:07,  5.32it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:11<00:07,  5.33it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:07,  5.33it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:07,  5.33it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.34it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:06,  5.35it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:06,  5.34it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:12<00:06,  5.33it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:06,  5.36it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.34it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.35it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:13<00:05,  5.37it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:13<00:05,  5.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:05,  5.34it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:05,  5.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.35it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:14<00:04,  5.35it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:14<00:04,  5.35it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:04,  5.35it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:04,  5.35it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.35it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:15<00:03,  5.34it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:03,  5.34it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:03,  5.35it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  5.36it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:02,  5.35it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.35it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.36it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:02,  5.35it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:16<00:02,  5.35it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:02,  5.35it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.34it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  5.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  5.33it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:17<00:01,  5.33it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:17<00:01,  5.34it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.33it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.32it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.34it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:18<00:00,  5.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.33it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.33it/s]
rendering ['sofa', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'tv_stand', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-50084']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.63it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.62it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.61it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.62it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:03,  5.63it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.62it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.64it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.64it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.64it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.65it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.64it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.64it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.64it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.64it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.62it/s]
rendering ['chair', 'chair', 'table', 'table', 'table', 'tv_stand', 'cabinet', 'lamp', 'lamp', 'sofa', 'floor', '_scene_']
['LivingRoom-1772']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:21,  4.68it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.68it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:01<00:20,  4.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.67it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:19,  4.67it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:19,  4.68it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.66it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:18,  4.67it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:18,  4.65it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.68it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.67it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:17,  4.67it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.67it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.67it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:16,  4.68it/s]
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DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:15,  4.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:15,  4.67it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:06<00:15,  4.66it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:14,  4.66it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:14,  4.67it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:14,  4.66it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.68it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.66it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:13,  4.68it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:13,  4.67it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.66it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.64it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:13,  4.52it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:13,  4.44it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:13,  4.36it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:12,  4.51it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.55it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.63it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.64it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.65it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:09,  4.65it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:09,  4.66it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:12<00:09,  4.66it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.67it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.65it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:14<00:07,  4.64it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:14<00:07,  4.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:14<00:06,  4.64it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.66it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:15<00:06,  4.65it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:15<00:06,  4.66it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:15<00:06,  4.64it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:15<00:05,  4.65it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.65it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:16<00:05,  4.66it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:16<00:05,  4.64it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:16<00:04,  4.65it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.64it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:17<00:04,  4.65it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:17<00:04,  4.64it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:17<00:04,  4.65it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:17<00:03,  4.65it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:18<00:03,  4.64it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:18<00:03,  4.66it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:18<00:03,  4.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:18<00:02,  4.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.65it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.66it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:19<00:02,  4.65it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:19<00:01,  4.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:19<00:01,  4.64it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:20<00:01,  4.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:20<00:01,  4.66it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:20<00:01,  4.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:20<00:00,  4.65it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:20<00:00,  4.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:21<00:00,  4.66it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:21<00:00,  4.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.64it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.65it/s]
rendering ['sofa', 'table', 'chair', 'bookshelf', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-30098']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.33it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.26it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.26it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.28it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.28it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.28it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.29it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.26it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.26it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.28it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.29it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.29it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.27it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.28it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.26it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.27it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.28it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.27it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.26it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.27it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.27it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.27it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.26it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.28it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:08,  6.28it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.28it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.28it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.25it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.28it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  6.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.27it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.27it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.25it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.25it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.24it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.28it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.28it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:06,  6.25it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.24it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.26it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.27it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.28it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.29it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.26it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.27it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.29it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.27it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.27it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.26it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.14it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.00it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  5.91it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  5.74it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  5.87it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  5.98it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.05it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.24it/s]
rendering ['sofa', 'chair', 'chair', 'table', 'table', 'table', 'tv_stand', 'cabinet', 'lamp', 'floor', '_scene_']
['LivingRoom-3540']

0it [00:00, ?it/s]
3it [00:00, 22.16it/s]
6it [00:00, 22.46it/s]
9it [00:00, 22.93it/s]
12it [00:00, 22.96it/s]
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633it [00:27, 25.16it/s]
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768it [00:32, 23.25it/s]
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780it [00:33, 23.32it/s]
783it [00:33, 23.41it/s]
786it [00:33, 23.31it/s]
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831it [00:35, 23.51it/s]
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852it [00:36, 23.43it/s]
855it [00:36, 22.54it/s]
858it [00:36, 21.82it/s]
861it [00:36, 21.55it/s]
864it [00:37, 22.05it/s]
867it [00:37, 22.49it/s]
870it [00:37, 22.81it/s]
873it [00:37, 22.89it/s]
876it [00:37, 22.82it/s]
879it [00:37, 22.77it/s]
882it [00:37, 22.90it/s]
885it [00:37, 22.94it/s]
888it [00:38, 22.89it/s]
891it [00:38, 22.96it/s]
894it [00:38, 22.89it/s]
897it [00:38, 22.78it/s]
900it [00:38, 22.92it/s]
903it [00:38, 23.02it/s]
906it [00:38, 23.16it/s]
909it [00:39, 23.24it/s]
912it [00:39, 23.27it/s]
915it [00:39, 23.34it/s]
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921it [00:39, 23.42it/s]
924it [00:39, 23.43it/s]
927it [00:39, 23.42it/s]
930it [00:39, 23.44it/s]
933it [00:40, 23.53it/s]
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963it [00:41, 23.44it/s]
966it [00:41, 23.53it/s]
969it [00:41, 23.52it/s]
972it [00:41, 23.45it/s]
975it [00:41, 23.48it/s]
978it [00:41, 23.54it/s]
981it [00:42, 23.52it/s]
984it [00:42, 23.49it/s]
987it [00:42, 23.46it/s]
990it [00:42, 23.51it/s]
993it [00:42, 23.53it/s]
996it [00:42, 23.52it/s]
999it [00:42, 23.47it/s]
1000it [00:42, 23.31it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (17, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:23,  4.23it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:23,  4.24it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:23,  4.22it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:22,  4.21it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:22,  4.21it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:22,  4.21it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:22,  4.20it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:21,  4.19it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:21,  4.19it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:21,  4.19it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:21,  4.19it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:21,  4.19it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:19,  4.18it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:19,  4.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:19,  4.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:19,  4.17it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:18,  4.17it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.17it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:18,  4.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:18,  4.17it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:18,  4.17it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:17,  4.16it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:16,  4.16it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:16,  4.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:16,  4.16it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:16,  4.16it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:08<00:15,  4.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:08<00:15,  4.17it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:15,  4.18it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:15,  4.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:14,  4.19it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:14,  4.21it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:10<00:13,  4.21it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:10<00:13,  4.21it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:13,  4.20it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:13,  4.21it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.20it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:11<00:12,  4.20it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:11<00:12,  4.19it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:11<00:12,  4.19it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:11,  4.20it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:12<00:11,  4.20it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:12<00:11,  4.21it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:11,  4.21it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.22it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:13<00:10,  4.21it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:13<00:10,  4.20it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:10,  4.20it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:10,  4.19it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:14<00:09,  4.19it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:14<00:09,  4.19it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:14<00:09,  4.19it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:09,  4.19it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:15<00:08,  4.19it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:15<00:08,  4.20it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:15<00:08,  4.19it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:15<00:08,  4.19it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:15<00:07,  4.18it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:16<00:07,  4.19it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:16<00:07,  4.19it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:16<00:07,  4.20it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:16<00:06,  4.19it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:17<00:06,  4.19it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:17<00:06,  4.20it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:17<00:06,  4.21it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:17<00:05,  4.21it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:18<00:05,  4.21it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:18<00:05,  4.21it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:18<00:05,  4.21it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:18<00:04,  4.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:19<00:04,  4.22it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:19<00:04,  4.22it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:19<00:04,  4.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:19<00:04,  4.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:20<00:03,  4.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:20<00:03,  4.18it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.18it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.17it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:21<00:02,  4.17it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:21<00:02,  4.17it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:21<00:02,  4.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  4.17it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:21<00:01,  4.17it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:22<00:01,  4.18it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:01,  4.19it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:22<00:00,  4.20it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:23<00:00,  4.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.19it/s]
rendering ['sofa', 'chair', 'chair', 'table', 'table', 'table', 'tv_stand', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-2583']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (18, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:25,  3.89it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:25,  3.87it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:24,  3.89it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:24,  3.88it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:24,  3.88it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:24,  3.88it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:23,  3.88it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:23,  3.87it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:23,  3.88it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:23,  3.87it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:22,  3.87it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:22,  3.87it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:22,  3.86it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:22,  3.87it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:21,  3.86it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:21,  3.87it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:21,  3.86it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:21,  3.86it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:20,  3.86it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:20,  3.86it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:20,  3.86it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:20,  3.87it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:19,  3.87it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:19,  3.87it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:19,  3.87it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:19,  3.87it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:18,  3.86it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:07<00:18,  3.86it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:07<00:18,  3.87it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:18,  3.86it/s]
DDIM Sampler:  31%|███       | 31/100 [00:08<00:17,  3.86it/s]
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rendering ['sofa', 'table', 'chair', 'table', 'table', 'tv_stand', 'chair', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-68491']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

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rendering ['chair', 'table', 'sofa', 'chair', 'table', 'table', 'lamp', 'chair', 'chair', 'table', 'cabinet', 'floor', '_scene_']
['LivingRoom-22102']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.80it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.67it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.66it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.65it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.66it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.65it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.64it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.63it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.64it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.59it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.60it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.60it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.64it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  8.65it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.68it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.67it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.67it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.68it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.67it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.71it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:11,  6.77it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:12,  6.26it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  5.95it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:12,  5.75it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:13,  5.60it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:13,  5.51it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:13,  5.43it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:13,  5.37it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:12,  5.36it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:12,  5.34it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:12,  5.35it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:12,  5.34it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:12,  5.34it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:11,  5.35it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:11,  5.35it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:11,  5.33it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:11,  5.33it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:11,  5.32it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:11,  5.34it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:10,  5.35it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:10,  5.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:10,  5.35it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:10,  5.32it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:10,  5.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:09,  5.32it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:09,  5.32it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:07<00:09,  5.33it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:09,  5.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:08,  5.34it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:08,  5.33it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:08,  5.33it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:08,  5.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:08,  5.30it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:08,  5.29it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:07,  5.29it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:07,  5.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:07,  5.28it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:07,  5.31it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:06,  5.29it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:06,  5.29it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:06,  5.30it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:06,  5.28it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:06,  5.25it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:11<00:06,  5.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:05,  5.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:05,  5.31it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:05,  5.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:05,  5.31it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:12<00:05,  5.30it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:12<00:04,  5.31it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  5.31it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:04,  5.30it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:04,  5.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:04,  5.27it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:13<00:03,  5.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:13<00:03,  5.28it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  5.27it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:03,  5.28it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:03,  5.27it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:03,  5.24it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:14<00:02,  5.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:14<00:02,  5.27it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:02,  5.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.27it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:02,  5.29it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  5.27it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:15<00:01,  5.26it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:15<00:01,  5.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  5.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.26it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.25it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:16<00:00,  5.24it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:16<00:00,  5.26it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  5.27it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.77it/s]
rendering ['table', 'table', 'sofa', 'chair', 'tv_stand', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-2106']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.69it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.68it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.58it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.36it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.22it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.12it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.06it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.02it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.62it/s]
rendering ['lamp', 'tv_stand', 'sofa', 'cabinet', 'table', 'bookshelf', 'lamp', 'chair', 'floor', '_scene_']
['LivingRoom-38721']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.61it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.63it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.68it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.67it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.69it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.69it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.69it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.70it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.69it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.67it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.67it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.67it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.66it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.62it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.66it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.64it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.62it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.66it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.64it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.63it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  6.64it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:07,  6.65it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:07,  6.62it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.66it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:07,  6.64it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.64it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.65it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.66it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.64it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.63it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.62it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.62it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.64it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.62it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:05,  6.63it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.63it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.63it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.64it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:05,  6.64it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:05,  6.66it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.63it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.65it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.63it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.63it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.65it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.64it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.63it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.64it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.63it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.64it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.64it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.64it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.65it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.66it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.64it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.67it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.66it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.64it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.61it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.61it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.63it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.64it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.65it/s]
rendering ['lamp', 'tv_stand', 'table', 'sofa', 'table', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['LivingRoom-2159']

0it [00:00, ?it/s]
2it [00:00, 18.23it/s]
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998it [00:43, 24.09it/s]
1000it [00:43, 23.02it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.32it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.32it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.24it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.21it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.21it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.20it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.20it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.23it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.20it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.23it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.22it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.26it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.22it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.24it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.23it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.20it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.23it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.24it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.24it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.25it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.23it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.21it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.22it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.22it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.23it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.24it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.25it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.24it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.27it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.27it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.23it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.18it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.20it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.19it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.20it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.21it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.21it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.21it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.21it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.23it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.22it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.23it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.23it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.19it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.20it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.20it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.20it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.22it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.20it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.19it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.19it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:04,  9.21it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03,  9.20it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.21it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.21it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.23it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.24it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.26it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.29it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.28it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.29it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.30it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.30it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.30it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.31it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.32it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.29it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.29it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.31it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01,  9.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.30it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.30it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.30it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.29it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.31it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.30it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.31it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00,  9.30it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.31it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.31it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.30it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.30it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.31it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.31it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.25it/s]
rendering ['table', 'table', 'sofa', 'chair', 'tv_stand', 'floor', '_scene_']
['LivingRoom-1618']

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3it [00:00, 21.98it/s]
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996it [00:42, 24.37it/s]
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1000it [00:42, 23.59it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  7.00it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.86it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  6.93it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.84it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  6.90it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.82it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.89it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.83it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.85it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.83it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.84it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.86it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  6.81it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.88it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.82it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.87it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.80it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.83it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.81it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.84it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.83it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.80it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.88it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  6.95it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.07it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.98it/s]
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rendering ['sofa', 'table', 'tv_stand', 'table', 'chair', 'chair', 'lamp', 'chair', 'floor', '_scene_']
['LivingDiningRoom-25795']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (17, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:   9%|▉         | 9/100 [00:02<00:21,  4.17it/s]
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DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:21,  4.18it/s]
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DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:19,  4.18it/s]
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DDIM Sampler:  34%|███▍      | 34/100 [00:08<00:15,  4.18it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:14,  4.21it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:09<00:14,  4.22it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.24it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.24it/s]
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DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:10,  4.27it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:16<00:07,  4.25it/s]
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DDIM Sampler:  72%|███████▏  | 72/100 [00:17<00:06,  4.22it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:18<00:05,  4.23it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:18<00:04,  4.23it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:19<00:04,  4.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:19<00:04,  4.24it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:19<00:03,  4.25it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:20<00:03,  4.24it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.23it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.22it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:20<00:02,  4.22it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:21<00:02,  4.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:21<00:02,  4.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  4.24it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:21<00:01,  4.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:22<00:01,  4.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:01,  4.23it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.22it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:22<00:00,  4.22it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:22<00:00,  4.22it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.22it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.22it/s]
rendering ['chair', 'sofa', 'chair', 'table', 'table', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'tv_stand', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-62037']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (16, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.39it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:01<00:21,  4.38it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:21,  4.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:21,  4.38it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:20,  4.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:20,  4.38it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:19,  4.36it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:19,  4.37it/s]
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DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:18,  4.38it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:18,  4.38it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:18,  4.39it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:18,  4.38it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:18,  4.38it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:17,  4.38it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:17,  4.39it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.37it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:16,  4.39it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:16,  4.38it/s]
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DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:16,  4.37it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:15,  4.38it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:15,  4.38it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:15,  4.39it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:15,  4.38it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:14,  4.37it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:14,  4.36it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:14,  4.37it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:14,  4.38it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.38it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:13,  4.38it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:13,  4.37it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:13,  4.39it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:12,  4.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:12,  4.46it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:12,  4.44it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.45it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:11,  4.48it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:10<00:11,  4.47it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:11<00:11,  4.50it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:11<00:10,  4.48it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.47it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:10,  4.48it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.47it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:12<00:09,  4.50it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:09,  4.49it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:09,  4.47it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:09,  4.50it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:13<00:09,  4.48it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:13<00:08,  4.47it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:14<00:07,  4.45it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:15<00:07,  4.48it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:15<00:07,  4.46it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:15<00:06,  4.45it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:15<00:06,  4.48it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:16<00:06,  4.46it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:16<00:06,  4.46it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:16<00:06,  4.48it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:16<00:05,  4.45it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:16<00:05,  4.44it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:17<00:05,  4.48it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:17<00:05,  4.47it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:17<00:04,  4.45it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:17<00:04,  4.46it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:18<00:04,  4.46it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:18<00:04,  4.46it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:18<00:04,  4.47it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:18<00:03,  4.48it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:18<00:03,  4.45it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:19<00:03,  4.45it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:19<00:03,  4.48it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:19<00:02,  4.46it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:19<00:02,  4.47it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:20<00:02,  4.49it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:20<00:02,  4.46it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:20<00:02,  4.46it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:20<00:01,  4.49it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:20<00:01,  4.47it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:21<00:01,  4.45it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:21<00:01,  4.48it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:21<00:00,  4.46it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:21<00:00,  4.45it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:22<00:00,  4.48it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:22<00:00,  4.46it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.45it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.43it/s]
rendering ['table', 'table', 'tv_stand', 'cabinet', 'cabinet', 'table', 'bookshelf', 'sofa', 'lamp', 'chair', 'lamp', 'chair', 'chair', 'chair', 'floor', '_scene_']
['LivingDiningRoom-17657']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.35it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.35it/s]
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DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.32it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.33it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.35it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.33it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.33it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.33it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.32it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.31it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.32it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.32it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.29it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.30it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.32it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.32it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.33it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.33it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.35it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.34it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.34it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.34it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.35it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.34it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.34it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.34it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.33it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.34it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.34it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.33it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:09,  5.33it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.33it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.31it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.32it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:08,  5.35it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:08,  5.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:08,  5.33it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:08,  5.33it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.33it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:07,  5.34it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:11<00:07,  5.32it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:07,  5.32it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:07,  5.34it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.33it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:06,  5.31it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:06,  5.30it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:12<00:06,  5.31it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:06,  5.33it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:06,  5.31it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.31it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:13<00:05,  5.32it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:13<00:05,  5.32it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:05,  5.36it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:05,  5.39it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.37it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:14<00:04,  5.39it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:14<00:04,  5.40it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:04,  5.41it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:04,  5.41it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.39it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:03,  5.39it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:03,  5.42it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  5.39it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:02,  5.37it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.38it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.39it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:02,  5.41it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:16<00:02,  5.39it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:02,  5.39it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.41it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  5.42it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  5.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:17<00:01,  5.38it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:17<00:01,  5.38it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.40it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.41it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.39it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:18<00:00,  5.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.40it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.35it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'sofa', 'table', 'table', 'tv_stand', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-11224']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.24it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.34it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.39it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.27it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.35it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.31it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.33it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.31it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.32it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.32it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.36it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.31it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.33it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.33it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.36it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.37it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.38it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.38it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.38it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.29it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.37it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.36it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.38it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.40it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.38it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.29it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.30it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.50it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.78it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.80it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.38it/s]
rendering ['sofa', 'table', 'tv_stand', 'lamp', 'floor', '_scene_']
['LivingRoom-13136']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:19,  4.95it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.89it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:01<00:19,  4.86it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.86it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  4.86it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:18,  4.87it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:18,  4.85it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.86it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.85it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  4.85it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.83it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.85it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.85it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.85it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  4.85it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  4.87it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:16,  4.85it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.85it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  4.85it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:15,  4.84it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:15,  4.85it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.84it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:15,  4.85it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  4.82it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.83it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:14,  4.82it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  4.84it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:13,  4.83it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.83it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.83it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:13,  4.84it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  4.82it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:12,  4.84it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.82it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.84it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  4.85it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.86it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.83it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.65it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:10,  4.66it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.72it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.75it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.79it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.81it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.83it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:12<00:08,  4.83it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.84it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.84it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:14<00:06,  4.84it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.83it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.84it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.84it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:15<00:05,  4.83it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.84it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:15<00:05,  4.83it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.83it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.82it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.83it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.82it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.83it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:03,  4.83it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.84it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.83it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.83it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.83it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.84it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:18<00:02,  4.83it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.83it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:19<00:01,  4.85it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.84it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.85it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.83it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.83it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:20<00:00,  4.83it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  4.84it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.84it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.83it/s]
rendering ['sofa', 'table', 'chair', 'table', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['LivingRoom-40975']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.27it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.21it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.11it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.11it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.10it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.06it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.09it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.09it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.08it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.09it/s]
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DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  9.08it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.06it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.05it/s]
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DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.05it/s]
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DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.08it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.09it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  9.07it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.07it/s]
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DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.87it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.70it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  8.49it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  8.91it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  8.96it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.00it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.03it/s]
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DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.06it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.05it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.06it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.07it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.08it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.08it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.08it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.10it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.10it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.11it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.09it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.10it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.09it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.06it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.06it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.07it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.06it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.06it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.08it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.09it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.03it/s]
rendering ['cabinet', 'sofa', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-6045']

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1000it [00:42, 23.44it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  7.13it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.11it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.11it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.11it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.11it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.15it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.15it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.15it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.14it/s]
rendering ['tv_stand', 'cabinet', 'sofa', 'table', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['LivingRoom-2050']

0it [00:00, ?it/s]
3it [00:00, 21.96it/s]
6it [00:00, 22.45it/s]
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900it [00:38, 22.88it/s]
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966it [00:40, 23.71it/s]
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990it [00:42, 23.68it/s]
993it [00:42, 23.74it/s]
996it [00:42, 23.71it/s]
999it [00:42, 23.73it/s]
1000it [00:42, 23.57it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.67it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.64it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.68it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.71it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.68it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.65it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.65it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.67it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.68it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.67it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.66it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.67it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.66it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.67it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:08,  6.67it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.66it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.64it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.65it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.66it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.63it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.66it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:07,  6.66it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:07,  6.65it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:07,  6.66it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.67it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:07,  6.66it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.67it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:07,  6.67it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.66it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.67it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.65it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.67it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.66it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.65it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:05,  6.67it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.67it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.65it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.67it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:05,  6.67it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:05,  6.66it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.69it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.65it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.66it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.67it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.66it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.68it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.70it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.66it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.68it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.68it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.66it/s]
rendering ['sofa', 'chair', 'table', 'tv_stand', 'table', 'table', 'lamp', 'chair', 'floor', '_scene_']
['LivingRoom-12271']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.19it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.21it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.20it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.19it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.22it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.20it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.20it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.24it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.22it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.20it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.20it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.21it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.17it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.17it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.17it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.15it/s]
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rendering ['lamp', 'table', 'sofa', 'table', 'sofa', 'floor', '_scene_']
['LivingDiningRoom-52564']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.74it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.70it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.70it/s]
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DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.68it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.55it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.42it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.36it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.45it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.51it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.54it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.60it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.77it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.81it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.77it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.72it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.70it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.70it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.67it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.68it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.69it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:08,  6.69it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.66it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.70it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.68it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.68it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:09<00:05,  6.70it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.64it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.66it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.65it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.70it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.68it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.69it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.68it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.70it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.71it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.70it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.71it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.68it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.69it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.69it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.71it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.70it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.68it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.68it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.67it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.66it/s]
rendering ['tv_stand', 'table', 'table', 'table', 'table', 'sofa', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-423']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (21, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:28,  3.42it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:28,  3.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:28,  3.40it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:28,  3.41it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:27,  3.40it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:27,  3.40it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:02<00:27,  3.40it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:27,  3.40it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:26,  3.40it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:26,  3.40it/s]
DDIM Sampler:  11%|█         | 11/100 [00:03<00:26,  3.39it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:25,  3.39it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:25,  3.39it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:04<00:25,  3.39it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:25,  3.39it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:24,  3.40it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:05<00:24,  3.40it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:05<00:24,  3.40it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:23,  3.40it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:23,  3.39it/s]
DDIM Sampler:  21%|██        | 21/100 [00:06<00:23,  3.39it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:06<00:22,  3.39it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:06<00:22,  3.39it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:07<00:22,  3.40it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:07<00:22,  3.40it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:21,  3.39it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:07<00:21,  3.39it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:08<00:21,  3.39it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:08<00:20,  3.39it/s]
DDIM Sampler:  30%|███       | 30/100 [00:08<00:20,  3.39it/s]
DDIM Sampler:  31%|███       | 31/100 [00:09<00:20,  3.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:09<00:20,  3.39it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:09<00:19,  3.39it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:10<00:19,  3.39it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:10<00:19,  3.38it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:10<00:18,  3.39it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:10<00:18,  3.38it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:11<00:18,  3.38it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:11<00:18,  3.39it/s]
DDIM Sampler:  40%|████      | 40/100 [00:11<00:17,  3.39it/s]
DDIM Sampler:  41%|████      | 41/100 [00:12<00:17,  3.35it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:12<00:17,  3.29it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:12<00:17,  3.24it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:13<00:17,  3.28it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:13<00:16,  3.31it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:13<00:16,  3.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:13<00:15,  3.34it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:14<00:15,  3.35it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:14<00:15,  3.36it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:14<00:14,  3.37it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:15<00:14,  3.37it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:15<00:14,  3.38it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:15<00:13,  3.38it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:15<00:13,  3.37it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:16<00:13,  3.37it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:16<00:13,  3.37it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:16<00:12,  3.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:17<00:12,  3.37it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:17<00:12,  3.37it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:17<00:11,  3.37it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:18<00:11,  3.38it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:18<00:11,  3.38it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:18<00:10,  3.38it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:18<00:10,  3.37it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:19<00:10,  3.38it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:19<00:10,  3.38it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:19<00:09,  3.38it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:20<00:09,  3.38it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:20<00:09,  3.37it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:20<00:08,  3.37it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:21<00:08,  3.37it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:21<00:08,  3.38it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:21<00:08,  3.37it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:21<00:07,  3.38it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:22<00:07,  3.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:22<00:07,  3.38it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:22<00:06,  3.38it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:23<00:06,  3.37it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:23<00:06,  3.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:23<00:05,  3.37it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:23<00:05,  3.37it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:24<00:05,  3.37it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:24<00:05,  3.36it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:24<00:04,  3.37it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:25<00:04,  3.37it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:25<00:04,  3.37it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:25<00:03,  3.37it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:26<00:03,  3.37it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:26<00:03,  3.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:26<00:02,  3.36it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:26<00:02,  3.37it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:27<00:02,  3.37it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:27<00:02,  3.36it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:27<00:01,  3.36it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:28<00:01,  3.36it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:28<00:01,  3.36it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:28<00:00,  3.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:29<00:00,  3.37it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:29<00:00,  3.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:29<00:00,  3.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:29<00:00,  3.37it/s]
rendering ['bookshelf', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'sofa', 'sofa', 'chair', 'table', 'table', 'table', 'cabinet', 'tv_stand', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-34874']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.44it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.46it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.47it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.47it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.41it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.43it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.43it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.45it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.44it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.44it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.45it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.45it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.42it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.42it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.40it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.41it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.40it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.39it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.40it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.38it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.39it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.39it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.38it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.38it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.38it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.39it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.39it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.38it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.39it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.38it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.39it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.37it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.37it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.36it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.36it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.36it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.36it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.36it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.35it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.34it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.39it/s]
rendering ['sofa', 'lamp', 'table', 'tv_stand', 'floor', '_scene_']
['LivingDiningRoom-9632']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.93it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:19,  5.05it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:19,  5.00it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.06it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:18,  5.01it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:18,  5.04it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:18,  5.03it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  5.04it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.06it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:17,  5.04it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:17,  5.08it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  5.03it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  5.07it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  5.03it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.06it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:16,  5.02it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:16,  5.05it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  5.03it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  5.03it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.05it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:15,  5.04it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:15,  5.08it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  5.03it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.07it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.02it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:14,  5.05it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:14,  5.01it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  5.05it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:14,  5.01it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.03it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:13,  5.03it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  5.03it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  5.03it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  5.02it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.05it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:12,  5.01it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:12,  5.04it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  5.05it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:12,  5.08it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.12it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:11,  5.06it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  5.01it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:11,  4.97it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:11,  4.94it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:11,  4.94it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:10,  4.93it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.92it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.90it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:09<00:10,  4.90it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  4.89it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.89it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:09,  4.88it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:09,  4.88it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.89it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.87it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:08,  4.87it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:08,  4.87it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.87it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:12<00:07,  4.86it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:12<00:07,  4.86it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:07,  4.87it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.87it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:13<00:06,  4.87it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:13<00:06,  4.86it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.86it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.87it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.86it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:14<00:05,  4.85it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:14<00:05,  4.85it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:15<00:05,  4.85it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.85it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.87it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:15<00:04,  4.86it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:15<00:04,  4.85it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.77it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:04,  4.69it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.58it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:16<00:03,  4.67it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.72it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.75it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.79it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.80it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:17<00:02,  4.80it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.83it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.83it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.85it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:18<00:01,  4.85it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.85it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.87it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.86it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.87it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:19<00:00,  4.87it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.86it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.92it/s]
rendering ['lamp', 'sofa', 'table', 'tv_stand', 'chair', 'chair', 'cabinet', 'table', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['LivingRoom-860']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.77it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.90it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.86it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.81it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.75it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  6.72it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.71it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.67it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.69it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.82it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.89it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.02it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.99it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.90it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.80it/s]
rendering ['table', 'chair', 'chair', 'table', 'sofa', 'tv_stand', 'cabinet', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-8304']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (18, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:15,  3.92it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:13<00:11,  3.91it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:11,  3.91it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:19<00:06,  3.92it/s]
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DDIM Sampler:  79%|███████▉  | 79/100 [00:20<00:05,  3.92it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:20<00:05,  3.91it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:20<00:04,  3.92it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:21<00:04,  3.92it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:21<00:04,  3.92it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:21<00:03,  3.92it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:21<00:03,  3.92it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:22<00:03,  3.92it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:22<00:03,  3.92it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:22<00:02,  3.92it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:22<00:02,  3.93it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:23<00:02,  3.93it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:23<00:02,  3.93it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:23<00:01,  3.92it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:23<00:01,  3.93it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:24<00:01,  3.93it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:24<00:01,  3.93it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:24<00:00,  3.93it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:24<00:00,  3.94it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:25<00:00,  3.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:25<00:00,  3.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:25<00:00,  3.92it/s]
rendering ['chair', 'sofa', 'chair', 'table', 'tv_stand', 'table', 'table', 'cabinet', 'chair', 'table', 'chair', 'chair', 'chair', 'bookshelf', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-13962']

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1000it [00:42, 23.28it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.87it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.87it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:20,  4.84it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:19,  4.87it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:19,  4.86it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:19,  4.86it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.86it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  4.86it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:18,  4.86it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:18,  4.86it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.88it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.88it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  4.89it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.88it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.88it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.87it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.88it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:16,  4.87it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:16,  4.88it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:16,  4.85it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.92it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:15,  4.92it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:15,  4.92it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:15,  4.97it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:15,  4.97it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:14,  4.94it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:14,  4.96it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  4.98it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:14,  4.96it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.96it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:13,  4.99it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  4.97it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  4.96it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:13,  4.99it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.98it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:12,  4.95it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:12,  4.97it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  4.98it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:12,  4.97it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.98it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:11,  4.99it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  4.97it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:11,  4.98it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:11,  5.01it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.98it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:10,  4.96it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.98it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.98it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:10,  4.97it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.96it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:09,  4.98it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  4.97it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.95it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:09,  4.96it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.97it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:08,  4.96it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.96it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:08,  4.98it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:08,  4.95it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.94it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:12<00:07,  4.96it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:12<00:07,  4.97it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:12<00:07,  4.94it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:07,  4.95it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.98it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:06,  4.96it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.96it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:13<00:06,  4.98it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:13<00:06,  4.99it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.96it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.97it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.99it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:14<00:05,  4.97it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:14<00:05,  4.96it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:15<00:05,  4.99it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.99it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.98it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:15<00:04,  4.99it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:15<00:04,  5.00it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.97it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:03,  4.96it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.97it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:16<00:03,  4.96it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:16<00:03,  4.95it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.95it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.98it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.95it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:17<00:02,  4.93it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:17<00:02,  4.96it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.98it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.95it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.96it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:18<00:01,  4.98it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:18<00:01,  4.96it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.94it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.97it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.98it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:19<00:00,  4.95it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.98it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.95it/s]
rendering ['lamp', 'tv_stand', 'table', 'table', 'table', 'sofa', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'floor', '_scene_']
['LivingRoom-41893']

0it [00:00, ?it/s]
3it [00:00, 22.11it/s]
6it [00:00, 23.28it/s]
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900it [00:39, 23.00it/s]
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987it [00:42, 23.40it/s]
990it [00:42, 23.38it/s]
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996it [00:43, 23.46it/s]
999it [00:43, 23.35it/s]
1000it [00:43, 23.08it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.28it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.30it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.26it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.29it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.25it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.26it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.26it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.25it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.27it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.23it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.23it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:08,  6.24it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.24it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.24it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.24it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.25it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  6.22it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:08,  6.22it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.23it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.25it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.26it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.24it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.25it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:06,  6.25it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.24it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.32it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.35it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.30it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.32it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.34it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.32it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.36it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.35it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.34it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.37it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.34it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.39it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.35it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.37it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.31it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.33it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.35it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.31it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.34it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.32it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.34it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.36it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.32it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.36it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.28it/s]
rendering ['sofa', 'chair', 'table', 'chair', 'chair', 'table', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-18042']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.37it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.24it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.81it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.65it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.99it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:08, 10.12it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:08, 10.16it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:08, 10.15it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08, 10.24it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08, 10.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:01<00:07, 10.31it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:07, 10.27it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:07, 10.26it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07, 10.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07, 10.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:02<00:06, 10.30it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:06, 10.28it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:06, 10.29it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:03<00:05, 10.30it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:05, 10.28it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05, 10.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:04<00:04, 10.32it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:04<00:04, 10.34it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04, 10.37it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:05<00:04, 10.32it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:05<00:03, 10.30it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:05<00:03, 10.30it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:06<00:03, 10.34it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:06<00:03, 10.32it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:06<00:02, 10.36it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:07<00:02, 10.31it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:07<00:01, 10.33it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:08<00:01, 10.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01, 10.27it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:08<00:01, 10.28it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:08<00:01, 10.31it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:08<00:00, 10.31it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00, 10.29it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00, 10.31it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:09<00:00, 10.32it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:09<00:00, 10.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.27it/s]
rendering ['sofa', 'table', 'lamp', 'table', 'floor', '_scene_']
['LivingDiningRoom-26816']

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1000it [00:43, 23.05it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (17, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:23,  4.19it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:23,  4.18it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:23,  4.19it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:22,  4.18it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:22,  4.18it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:22,  4.18it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:22,  4.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:22,  4.18it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:21,  4.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.17it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:20,  4.17it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:20,  4.17it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:19,  4.18it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:19,  4.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:19,  4.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:19,  4.19it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:18,  4.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.19it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:18,  4.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:18,  4.20it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.18it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:17,  4.19it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:17,  4.18it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:17,  4.18it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:17,  4.17it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:16,  4.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:16,  4.17it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:16,  4.18it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:15,  4.19it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:08<00:15,  4.18it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:08<00:15,  4.19it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:15,  4.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:15,  4.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.19it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:10<00:13,  4.20it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:10<00:13,  4.19it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:13,  4.19it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:13,  4.19it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.19it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:11<00:12,  4.19it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:19<00:04,  4.16it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:19<00:04,  4.16it/s]
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DDIM Sampler:  83%|████████▎ | 83/100 [00:19<00:04,  4.15it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:20<00:03,  4.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:20<00:03,  4.15it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.14it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:21<00:02,  4.12it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:21<00:02,  4.03it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:21<00:02,  3.97it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  3.94it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:22<00:01,  4.01it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:22<00:01,  4.04it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:01,  4.07it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.10it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:23<00:00,  4.11it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:23<00:00,  4.13it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.17it/s]
rendering ['sofa', 'table', 'table', 'table', 'chair', 'chair', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'bookshelf', 'bookshelf', 'floor', '_scene_']
['LivingDiningRoom-17385']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.63it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.66it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.63it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.62it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.63it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.61it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.61it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.61it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.61it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.61it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.64it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.62it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.63it/s]
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rendering ['sofa', 'table', 'tv_stand', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-31397']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.16it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.21it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.17it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.18it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.20it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.21it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.20it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.20it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.19it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.17it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.17it/s]
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DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.17it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.20it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.23it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.24it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.18it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.20it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.19it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.20it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.18it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.20it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:04,  7.20it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.20it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.19it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.19it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.18it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.18it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.18it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.17it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.20it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.19it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
rendering ['tv_stand', 'table', 'sofa', 'table', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-14432']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (17, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.78it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:25,  3.82it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:24,  3.98it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:23,  4.05it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:23,  4.09it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:22,  4.13it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:22,  4.13it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:22,  4.14it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:21,  4.16it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:21,  4.17it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:21,  4.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:21,  4.17it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:20,  4.18it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:20,  4.19it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:19,  4.20it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:19,  4.20it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:19,  4.20it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:19,  4.20it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:19,  4.19it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:18,  4.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.18it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:18,  4.18it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:18,  4.18it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:17,  4.18it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:17,  4.18it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:17,  4.18it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:17,  4.18it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:16,  4.18it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:16,  4.18it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:16,  4.18it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:16,  4.18it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:16,  4.18it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:08<00:15,  4.18it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:08<00:15,  4.18it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:15,  4.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:15,  4.18it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:09<00:14,  4.19it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.19it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:14,  4.20it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:10<00:13,  4.21it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:10<00:13,  4.19it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:13,  4.20it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:13,  4.19it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:11<00:12,  4.18it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:11<00:12,  4.17it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:11<00:12,  4.18it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:11<00:12,  4.16it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:12,  4.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:12<00:11,  4.17it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:12<00:11,  4.16it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:11,  4.17it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:11,  4.16it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:13<00:10,  4.16it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:13<00:10,  4.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:10,  4.16it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:10,  4.16it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:14<00:09,  4.15it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:14<00:09,  4.16it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:14<00:09,  4.16it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:09,  4.16it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:15<00:08,  4.16it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:16<00:07,  4.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:16<00:07,  4.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:16<00:07,  4.16it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:16<00:07,  4.16it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:17<00:06,  4.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:17<00:06,  4.16it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:17<00:06,  4.16it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:17<00:06,  4.16it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:18<00:06,  4.16it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:18<00:05,  4.16it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:18<00:05,  4.16it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:18<00:05,  4.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:18<00:05,  4.16it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:19<00:04,  4.16it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:19<00:04,  4.16it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:19<00:04,  4.16it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:19<00:04,  4.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:20<00:03,  4.16it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:20<00:03,  4.15it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.16it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:21<00:02,  4.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:21<00:02,  4.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:21<00:02,  4.15it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  4.14it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:22<00:01,  4.14it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:22<00:01,  4.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:01,  4.14it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.15it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:23<00:00,  4.15it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:23<00:00,  4.15it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:24<00:00,  4.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:24<00:00,  4.16it/s]
rendering ['table', 'shelf', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'sofa', 'table', 'tv_stand', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-5361']

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1000it [00:57, 21.88it/s]
1000it [00:57, 17.54it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.65it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.63it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.64it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.61it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.60it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.60it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.60it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.58it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.59it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.58it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.57it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.58it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.57it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.56it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.56it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:15,  5.58it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:14,  5.57it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.59it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:14,  5.58it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.59it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.60it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.58it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.57it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.60it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:13,  5.58it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.57it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:13,  5.59it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:12,  5.59it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.59it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:12,  5.60it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.59it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.58it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.59it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:11,  5.59it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:11,  5.57it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:11,  5.60it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.57it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:11,  5.57it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.57it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:10,  5.59it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:10,  5.58it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.60it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:10,  5.58it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:10,  5.60it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:09,  5.61it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:09,  5.60it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.59it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:09,  5.61it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:09,  5.60it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:08,  5.59it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:08,  5.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:08,  5.59it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.58it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:08,  5.59it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:08,  5.58it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:07,  5.57it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:07,  5.58it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.57it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:07,  5.56it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:07,  5.60it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:07,  5.57it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:06,  5.57it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.57it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:06,  5.57it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:06,  5.56it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:06,  5.56it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:05,  5.56it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.55it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.57it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:05,  5.56it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:05,  5.56it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:05,  5.57it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:04,  5.58it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.56it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:04,  5.57it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:04,  5.58it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:04,  5.57it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.58it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.59it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.58it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:14<00:03,  5.60it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.59it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:03,  5.56it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:02,  5.57it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.58it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.57it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.58it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.59it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.58it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.58it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.57it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.56it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.57it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.56it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.55it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.56it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.57it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.56it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.56it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.55it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.58it/s]
rendering ['sofa', 'chair', 'table', 'table', 'bookshelf', 'table', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['LivingRoom-5655']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.29it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.26it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.24it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.24it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.26it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.23it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.23it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.23it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.21it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.23it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.22it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:08,  6.25it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.25it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.24it/s]
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DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.23it/s]
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DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.22it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.25it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.24it/s]
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DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.24it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.22it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.23it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.24it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.22it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.21it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.21it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.21it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.21it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.21it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.22it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.22it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.24it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.24it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.23it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.24it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.23it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.24it/s]
rendering ['tv_stand', 'sofa', 'table', 'lamp', 'table', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['LivingRoom-55']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.68it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.67it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.67it/s]
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rendering ['sofa', 'table', 'table', 'chair', 'table', 'tv_stand', 'lamp', 'chair', 'floor', '_scene_']
['LivingDiningRoom-941']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:21,  4.70it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.68it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:20,  4.67it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:20,  4.67it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:20,  4.67it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.67it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.66it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:19,  4.68it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:19,  4.67it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.67it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:18,  4.67it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:18,  4.67it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:18,  4.67it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:18,  4.66it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.67it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.68it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:17,  4.67it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.67it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:16,  4.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.68it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:16,  4.66it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:16,  4.68it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:16,  4.68it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:15,  4.66it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:15,  4.66it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:15,  4.66it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:15,  4.66it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:14,  4.66it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:14,  4.67it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:14,  4.68it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.67it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.67it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:13,  4.67it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:13,  4.66it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.68it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.67it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.67it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:12,  4.68it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:12,  4.68it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:11,  4.67it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.68it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.67it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:11,  4.66it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:10<00:11,  4.67it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:10<00:10,  4.68it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.67it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.67it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.68it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:11<00:10,  4.67it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.68it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.68it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.66it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:09,  4.67it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:12<00:08,  4.68it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.66it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.66it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:13<00:08,  4.67it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:13<00:08,  4.67it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:13<00:07,  4.67it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:13<00:07,  4.67it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.67it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:14<00:07,  4.67it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:14<00:07,  4.67it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:14<00:06,  4.66it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.68it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.67it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:15<00:06,  4.66it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:15<00:05,  4.67it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:15<00:05,  4.67it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.65it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:16<00:05,  4.65it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:16<00:05,  4.66it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:16<00:04,  4.66it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.66it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.67it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:17<00:04,  4.66it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:17<00:04,  4.67it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:17<00:03,  4.67it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.65it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.66it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:18<00:03,  4.67it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:18<00:03,  4.65it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:18<00:02,  4.65it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.65it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:19<00:02,  4.65it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:19<00:01,  4.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:19<00:01,  4.65it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:20<00:01,  4.65it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:20<00:01,  4.65it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:20<00:00,  4.66it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:20<00:00,  4.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:21<00:00,  4.65it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:21<00:00,  4.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.67it/s]
rendering ['sofa', 'table', 'chair', 'table', 'lamp', 'chair', 'chair', 'chair', 'table', 'lamp', 'table', 'chair', 'chair', 'floor', '_scene_']
['LivingRoom-2715']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:21,  4.67it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:21,  4.65it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:01<00:20,  4.65it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.64it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:19,  4.66it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:19,  4.66it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:19,  4.64it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:19,  4.64it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:19,  4.65it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:18,  4.64it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:18,  4.64it/s]
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DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:17,  4.65it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.64it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:17,  4.64it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.64it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:16,  4.64it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:16,  4.65it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:16,  4.65it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:16,  4.66it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:15,  4.65it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:15,  4.66it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:14,  4.65it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:14,  4.64it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:14,  4.66it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.66it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.65it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:13,  4.66it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:13,  4.66it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.65it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.66it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.65it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:12,  4.64it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:12,  4.63it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:12,  4.66it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.65it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.66it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.64it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.64it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:11<00:10,  4.66it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.63it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.63it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:09,  4.63it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:09,  4.63it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:12<00:09,  4.62it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.63it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.64it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:14<00:07,  4.64it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:14<00:07,  4.64it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:14<00:06,  4.65it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.65it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:15<00:06,  4.63it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:15<00:06,  4.63it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:15<00:06,  4.64it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:15<00:05,  4.63it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.64it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:16<00:05,  4.63it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:16<00:05,  4.63it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:16<00:04,  4.63it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.64it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:17<00:04,  4.63it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:17<00:04,  4.63it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:17<00:04,  4.64it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:17<00:03,  4.63it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.64it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:18<00:03,  4.65it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:18<00:03,  4.63it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:18<00:03,  4.63it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:18<00:02,  4.63it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.63it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:19<00:02,  4.64it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:19<00:01,  4.63it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:19<00:01,  4.64it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:20<00:01,  4.64it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:20<00:01,  4.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:20<00:01,  4.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:20<00:00,  4.63it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:20<00:00,  4.62it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:21<00:00,  4.62it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:21<00:00,  4.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.64it/s]
rendering ['lamp', 'table', 'tv_stand', 'sofa', 'table', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'table', 'floor', '_scene_']
['LivingDiningRoom-10201']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.32it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.36it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.33it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.31it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.31it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.31it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.30it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.29it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.27it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.29it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.28it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.31it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.31it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.30it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.30it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.31it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.30it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.31it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:13,  5.31it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.31it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.31it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.31it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.30it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:09,  5.31it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.31it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.32it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.31it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.29it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:08,  5.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.30it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:07,  5.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:11<00:07,  5.29it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:07,  5.28it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:07,  5.30it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.30it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:06,  5.32it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:06,  5.31it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:12<00:06,  5.32it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:06,  5.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.33it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.40it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:13<00:05,  5.46it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:13<00:05,  5.50it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:05,  5.56it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:04,  5.64it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.69it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:14<00:04,  5.54it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:14<00:04,  5.48it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:04,  5.42it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:04,  5.38it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.37it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.35it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:03,  5.35it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:03,  5.31it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  5.32it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:03,  5.30it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.29it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:02,  5.28it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:16<00:02,  5.29it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:02,  5.28it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.29it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  5.29it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  5.30it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:17<00:01,  5.30it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:17<00:01,  5.30it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.28it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.30it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.31it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:18<00:00,  5.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.32it/s]
rendering ['tv_stand', 'table', 'lamp', 'lamp', 'sofa', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'floor', '_scene_']
['LivingRoom-24701']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.37it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.29it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.25it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.23it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.23it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.28it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.22it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.25it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.27it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.29it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  8.24it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.25it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.29it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.24it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.29it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.27it/s]
rendering ['table', 'tv_stand', 'table', 'table', 'sofa', 'chair', 'floor', '_scene_']
['LivingDiningRoom-11440']

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3it [00:00, 21.99it/s]
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1000it [00:42, 23.30it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.40it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.37it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.35it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.34it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.35it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.34it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.34it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.35it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.33it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.32it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.33it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.32it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.34it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:15,  5.33it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.34it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.34it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.32it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.34it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.33it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.34it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.33it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.33it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.34it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.33it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.32it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.31it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.34it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.34it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.32it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.32it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:09,  5.32it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.29it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.31it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.30it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.32it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.32it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:08,  5.32it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:08,  5.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.32it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:07,  5.30it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:11<00:07,  5.31it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:07,  5.30it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:07,  5.31it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.30it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:06,  5.30it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:06,  5.31it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:12<00:06,  5.32it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:06,  5.33it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.34it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.32it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:13<00:05,  5.34it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:13<00:05,  5.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:05,  5.33it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:05,  5.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.33it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:14<00:04,  5.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:14<00:04,  5.34it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:04,  5.32it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:04,  5.33it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.32it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:15<00:03,  5.32it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:03,  5.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:03,  5.32it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  5.33it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:03,  5.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.33it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.32it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:02,  5.33it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:16<00:02,  5.33it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:02,  5.33it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.33it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  5.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  5.33it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:17<00:01,  5.34it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:17<00:01,  5.33it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.34it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.33it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.33it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.33it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:18<00:00,  5.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.33it/s]
rendering ['sofa', 'table', 'tv_stand', 'table', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-37001']

0it [00:00, ?it/s]
3it [00:00, 21.14it/s]
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1000it [00:45, 21.99it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.39it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.34it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.34it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.33it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.34it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.34it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.35it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.34it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.32it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.34it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.33it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.36it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:15,  5.34it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.34it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.33it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.34it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.35it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.32it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.33it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.33it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.33it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.33it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.32it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.32it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.32it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.33it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.32it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.29it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.30it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.31it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.33it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.32it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.19it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.11it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:10,  4.93it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  5.05it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.12it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.18it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.21it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.26it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:08,  5.28it/s]
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DDIM Sampler:  85%|████████▌ | 85/100 [00:16<00:02,  5.33it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.31it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:02,  5.31it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.31it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  5.30it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  5.29it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:17<00:01,  5.28it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:17<00:01,  5.29it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.29it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.30it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:18<00:00,  5.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.30it/s]
rendering ['sofa', 'table', 'shelf', 'cabinet', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-1255']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.13it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.13it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.13it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.13it/s]
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rendering ['bookshelf', 'sofa', 'table', 'table', 'lamp', 'floor', '_scene_']
['LivingRoom-3168']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (17, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.35it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:22,  4.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:22,  4.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:22,  4.28it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:22,  4.28it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:21,  4.30it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:21,  4.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:21,  4.27it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:21,  4.26it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:21,  4.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:20,  4.27it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:20,  4.26it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:20,  4.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:20,  4.26it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:20,  4.20it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:20,  4.05it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:20,  4.11it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:19,  4.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:19,  4.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:18,  4.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:18,  4.25it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:18,  4.27it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:17,  4.28it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:17,  4.27it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:17,  4.27it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:06<00:17,  4.30it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:17,  4.29it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:16,  4.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:16,  4.26it/s]
DDIM Sampler:  30%|███       | 30/100 [00:07<00:16,  4.27it/s]
DDIM Sampler:  31%|███       | 31/100 [00:07<00:16,  4.28it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:15,  4.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:15,  4.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:15,  4.30it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:08<00:15,  4.30it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:14,  4.28it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:14,  4.28it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:14,  4.30it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:09<00:14,  4.28it/s]
DDIM Sampler:  40%|████      | 40/100 [00:09<00:14,  4.27it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:13,  4.27it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:13,  4.29it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:10<00:13,  4.26it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:10<00:13,  4.26it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:12,  4.26it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.28it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:11<00:12,  4.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:11<00:12,  4.26it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:11<00:11,  4.27it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:11,  4.28it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:11<00:11,  4.26it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:12<00:11,  4.25it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:12<00:11,  4.27it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.32it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:12<00:10,  4.32it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:13<00:10,  4.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:13<00:10,  4.24it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:13<00:09,  4.23it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:13<00:09,  4.22it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:14<00:09,  4.20it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:14<00:09,  4.19it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:14<00:09,  4.18it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:14<00:08,  4.18it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:15<00:08,  4.18it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:15<00:08,  4.18it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:15<00:08,  4.17it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:15<00:07,  4.17it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:16<00:07,  4.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:16<00:07,  4.17it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:16<00:07,  4.18it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:16<00:06,  4.24it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:16<00:06,  4.29it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:17<00:06,  4.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:17<00:05,  4.39it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:17<00:05,  4.43it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:17<00:05,  4.34it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:18<00:05,  4.28it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:18<00:05,  4.23it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:18<00:04,  4.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:18<00:04,  4.21it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:19<00:04,  4.21it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:19<00:04,  4.20it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:19<00:04,  4.20it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:19<00:03,  4.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:20<00:03,  4.21it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.20it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.20it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:20<00:02,  4.20it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:20<00:02,  4.19it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:21<00:02,  4.18it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  4.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:21<00:01,  4.18it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:21<00:01,  4.18it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:22<00:01,  4.18it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:22<00:00,  4.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:22<00:00,  4.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:23<00:00,  4.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.24it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'sofa', 'chair', 'chair', 'table', 'table', 'table', 'chair', 'table', 'lamp', 'floor', '_scene_']
['LivingRoom-26286']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (16, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.49it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:21,  4.53it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:21,  4.48it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:21,  4.47it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:21,  4.50it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:20,  4.48it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:20,  4.48it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:20,  4.49it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:20,  4.47it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:20,  4.47it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:19,  4.50it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:19,  4.49it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:19,  4.49it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:19,  4.51it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:18,  4.48it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:18,  4.46it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:18,  4.49it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:18,  4.47it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:04<00:18,  4.48it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.50it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:17,  4.48it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:17,  4.48it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:05<00:17,  4.49it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:05<00:16,  4.47it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:16,  4.48it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:16,  4.50it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:06<00:16,  4.47it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:06<00:16,  4.47it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:15,  4.49it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:15,  4.47it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:15,  4.47it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:07<00:15,  4.48it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:07<00:15,  4.45it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:14,  4.49it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:14,  4.47it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:08<00:14,  4.45it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:08<00:14,  4.46it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:08<00:13,  4.46it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:13,  4.45it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:13,  4.48it/s]
DDIM Sampler:  41%|████      | 41/100 [00:09<00:13,  4.47it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:09<00:12,  4.47it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:09<00:12,  4.49it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:12,  4.46it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:10<00:12,  4.45it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:10<00:12,  4.48it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:10<00:11,  4.47it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:10<00:11,  4.48it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:10<00:11,  4.48it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:11<00:11,  4.46it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:11<00:10,  4.48it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:11<00:10,  4.48it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:11<00:10,  4.46it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.49it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:12<00:10,  4.48it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:12<00:09,  4.45it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:12<00:09,  4.49it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:12<00:09,  4.46it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:13<00:09,  4.46it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:13<00:08,  4.47it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:13<00:08,  4.45it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:13<00:08,  4.46it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:14<00:08,  4.48it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:14<00:08,  4.45it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:14<00:07,  4.45it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:14<00:07,  4.48it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:14<00:07,  4.46it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:15<00:07,  4.46it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:15<00:06,  4.49it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:15<00:06,  4.46it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:15<00:06,  4.46it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:16<00:06,  4.49it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:16<00:06,  4.47it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:16<00:05,  4.47it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:16<00:05,  4.48it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:16<00:05,  4.47it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:17<00:05,  4.46it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:17<00:04,  4.50it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:17<00:04,  4.48it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:17<00:04,  4.48it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:18<00:04,  4.50it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:18<00:04,  4.47it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:18<00:03,  4.46it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:18<00:03,  4.48it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:18<00:03,  4.46it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:19<00:03,  4.46it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:19<00:02,  4.48it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:19<00:02,  4.46it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.45it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:20<00:02,  4.48it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:20<00:02,  4.46it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:20<00:01,  4.45it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:20<00:01,  4.48it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:21<00:01,  4.45it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:21<00:01,  4.46it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:21<00:00,  4.47it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:21<00:00,  4.45it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:21<00:00,  4.47it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:22<00:00,  4.49it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.47it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:22<00:00,  4.47it/s]
rendering ['chair', 'chair', 'chair', 'chair', 'chair', 'sofa', 'table', 'table', 'table', 'table', 'table', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-4960']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.92it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.86it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  6.91it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  6.97it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.89it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.91it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.99it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.92it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  6.93it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.99it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  7.00it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.93it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  6.93it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  6.98it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.90it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.91it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.96it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.88it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.91it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  6.97it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  6.86it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.92it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  6.96it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.88it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.96it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.85it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  6.93it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  6.98it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  6.87it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.92it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.97it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.87it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  6.91it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  6.95it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.86it/s]
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DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.94it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  6.99it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  6.96it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  6.89it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.91it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.91it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.88it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  6.90it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  6.91it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  6.88it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  6.91it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  6.88it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.90it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.94it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.80it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:04,  6.67it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  6.59it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  6.35it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.51it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.65it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.66it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.75it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.82it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  6.77it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  6.86it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.91it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.84it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.87it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.93it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  6.89it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  6.93it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.89it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.92it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.83it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.90it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.94it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  6.83it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.89it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.92it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.90it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.88it/s]
rendering ['sofa', 'table', 'table', 'chair', 'table', 'chair', 'lamp', 'tv_stand', 'floor', '_scene_']
['LivingRoom-2410']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.61it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.62it/s]
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DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.60it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.61it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.62it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.61it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.62it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.62it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.61it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.60it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.60it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.61it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.65it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.63it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.63it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.61it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.61it/s]
rendering ['table', 'sofa', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'bookshelf', 'floor', '_scene_']
['LivingDiningRoom-17836']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (19, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.72it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:26,  3.73it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:26,  3.71it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:25,  3.70it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:25,  3.71it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:24,  3.70it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:24,  3.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:24,  3.71it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:23,  3.69it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:22,  3.70it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:21,  3.70it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:21,  3.70it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:21,  3.71it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:06<00:20,  3.71it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:20,  3.72it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:20,  3.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:19,  3.70it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:07<00:19,  3.71it/s]
DDIM Sampler:  30%|███       | 30/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  31%|███       | 31/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:08<00:18,  3.70it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:09<00:17,  3.71it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:09<00:17,  3.70it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:09<00:17,  3.70it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:09<00:17,  3.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  40%|████      | 40/100 [00:10<00:16,  3.70it/s]
DDIM Sampler:  41%|████      | 41/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:11<00:15,  3.71it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:11<00:15,  3.70it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:12<00:14,  3.69it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:12<00:14,  3.70it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:12<00:14,  3.70it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:13<00:13,  3.70it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:13<00:13,  3.69it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:14<00:13,  3.69it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:14<00:12,  3.70it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:14<00:12,  3.69it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:15<00:11,  3.69it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:15<00:11,  3.70it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:15<00:11,  3.70it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:15<00:11,  3.70it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:16<00:10,  3.69it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:16<00:10,  3.69it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:16<00:10,  3.70it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:17<00:10,  3.69it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:17<00:09,  3.70it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:17<00:09,  3.69it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:18<00:08,  3.69it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:18<00:08,  3.69it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:18<00:08,  3.68it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:18<00:08,  3.69it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:19<00:07,  3.68it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:19<00:07,  3.69it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:20<00:07,  3.69it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:20<00:06,  3.68it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:20<00:06,  3.70it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:21<00:05,  3.76it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:21<00:05,  3.83it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:21<00:05,  3.80it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:21<00:05,  3.76it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:22<00:04,  3.73it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:22<00:04,  3.70it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:22<00:04,  3.69it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:22<00:04,  3.69it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:23<00:03,  3.68it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:23<00:03,  3.67it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:24<00:02,  3.67it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:24<00:02,  3.66it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:25<00:01,  3.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:25<00:01,  3.67it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:25<00:01,  3.68it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:26<00:00,  3.67it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:26<00:00,  3.68it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:26<00:00,  3.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:27<00:00,  3.70it/s]
rendering ['table', 'table', 'table', 'sofa', 'chair', 'chair', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'tv_stand', 'lamp', 'lamp', 'table', 'floor', '_scene_']
['LivingRoom-52289']

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1000it [00:43, 22.74it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.24it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.25it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.22it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.22it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.29it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.23it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.22it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.26it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.27it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.26it/s]
rendering ['lamp', 'chair', 'sofa', 'table', 'table', 'table', 'floor', '_scene_']
['LivingDiningRoom-19931']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (19, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:26,  3.70it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:26,  3.70it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:26,  3.70it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:01<00:26,  3.69it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:25,  3.68it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:25,  3.68it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:25,  3.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:24,  3.68it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:24,  3.69it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:24,  3.69it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:24,  3.69it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:03<00:23,  3.70it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:23,  3.69it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:04<00:22,  3.69it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  20%|██        | 20/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  21%|██        | 21/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:05<00:21,  3.69it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:06<00:20,  3.68it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:06<00:20,  3.68it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:06<00:20,  3.68it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:07<00:20,  3.69it/s]
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rendering ['sofa', 'chair', 'table', 'cabinet', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'tv_stand', 'table', 'table', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['LivingRoom-4789']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (23, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:32,  3.02it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:32,  3.03it/s]
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DDIM Sampler:   4%|▍         | 4/100 [00:01<00:31,  3.02it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:31,  3.03it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:31,  3.02it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:02<00:30,  3.02it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:02<00:30,  3.02it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:02<00:30,  3.02it/s]
DDIM Sampler:  10%|█         | 10/100 [00:03<00:29,  3.02it/s]
DDIM Sampler:  11%|█         | 11/100 [00:03<00:29,  3.01it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:03<00:29,  3.02it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:04<00:28,  3.01it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:04<00:28,  3.01it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:05<00:27,  3.02it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:05<00:27,  3.02it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:05<00:27,  3.02it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:06<00:26,  3.02it/s]
DDIM Sampler:  20%|██        | 20/100 [00:06<00:26,  3.02it/s]
DDIM Sampler:  21%|██        | 21/100 [00:06<00:26,  3.02it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:07<00:26,  2.98it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:07<00:26,  2.92it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:08<00:26,  2.91it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:08<00:25,  2.94it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:08<00:25,  2.96it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:09<00:24,  2.97it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:09<00:24,  2.98it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:09<00:23,  2.99it/s]
DDIM Sampler:  30%|███       | 30/100 [00:10<00:23,  2.99it/s]
DDIM Sampler:  31%|███       | 31/100 [00:10<00:23,  2.99it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:10<00:22,  3.00it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:11<00:22,  3.00it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:11<00:22,  3.00it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:11<00:21,  2.99it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:12<00:21,  2.99it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:12<00:21,  3.00it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:12<00:20,  3.00it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:13<00:20,  3.00it/s]
DDIM Sampler:  40%|████      | 40/100 [00:13<00:19,  3.00it/s]
DDIM Sampler:  41%|████      | 41/100 [00:13<00:19,  3.00it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:14<00:19,  3.00it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:14<00:18,  3.00it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:14<00:18,  3.00it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:15<00:18,  3.00it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:15<00:17,  3.00it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:16<00:17,  3.00it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:16<00:16,  3.00it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:17<00:16,  2.99it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:17<00:15,  2.99it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:18<00:15,  2.99it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:18<00:15,  2.99it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:18<00:14,  2.99it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:19<00:14,  2.98it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:19<00:14,  2.99it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:19<00:13,  3.00it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:20<00:13,  3.00it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:20<00:12,  3.01it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:21<00:12,  3.01it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:21<00:11,  3.01it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:21<00:11,  3.00it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:22<00:11,  3.00it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:22<00:10,  3.00it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:22<00:10,  3.01it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:23<00:10,  3.00it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:23<00:09,  3.00it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:23<00:09,  3.00it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:24<00:09,  3.00it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:24<00:09,  3.00it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:24<00:08,  3.00it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:25<00:08,  3.00it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:25<00:07,  3.00it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:25<00:07,  3.00it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:26<00:07,  3.00it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:26<00:06,  3.00it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:26<00:06,  3.00it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:27<00:06,  3.00it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:27<00:06,  3.00it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:27<00:05,  3.00it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:28<00:05,  3.00it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:28<00:05,  2.99it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:28<00:04,  3.00it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:29<00:04,  3.00it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:29<00:04,  3.00it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:29<00:03,  2.99it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:30<00:03,  3.00it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:30<00:03,  2.99it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:30<00:02,  3.00it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:31<00:02,  3.00it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:31<00:01,  3.00it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:31<00:01,  3.00it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:32<00:01,  3.00it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:32<00:01,  2.99it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:32<00:00,  2.99it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:33<00:00,  2.99it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:33<00:00,  2.99it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:33<00:00,  3.00it/s]
rendering ['sofa', 'chair', 'table', 'table', 'table', 'table', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'table', 'chair', 'lamp', 'lamp', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['LivingDiningRoom-814']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.75it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.67it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.65it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.71it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.66it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.70it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.69it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.70it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.70it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.69it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.68it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.71it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.47it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.18it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.87it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05, 11.12it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.38it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.49it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.57it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.62it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.66it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.61it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.67it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.68it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.64it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.66it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.68it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.64it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.65it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.70it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.65it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.66it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.69it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.65it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.68it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.68it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.68it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.64it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.61it/s]
rendering ['table', 'chair', 'chair', 'floor', '_scene_']
['LivingRoom-35461']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.65it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.65it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.65it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.62it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.65it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.63it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.64it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.63it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.64it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.63it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.66it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.64it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.63it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.64it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.64it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.62it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:14,  5.65it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.64it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.64it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.64it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.62it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.64it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.62it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:13,  5.63it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.64it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  5.63it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:12,  5.62it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.65it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:12,  5.63it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.63it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.63it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.63it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:11,  5.62it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:11,  5.64it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:11,  5.64it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.64it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:10,  5.64it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.63it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:10,  5.61it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:10,  5.64it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.63it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:10,  5.64it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:09,  5.65it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:09,  5.65it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:09,  5.63it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.64it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:09,  5.54it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:09,  5.43it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:09,  5.34it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.28it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:08,  5.38it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.46it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:08,  5.49it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:08,  5.54it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:07,  5.57it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:07,  5.59it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.58it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:07,  5.62it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:07,  5.61it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:06,  5.60it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:06,  5.63it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.62it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:11<00:06,  5.61it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:06,  5.62it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:06,  5.62it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:05,  5.62it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:05,  5.65it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:12<00:05,  5.64it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:12<00:05,  5.64it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:05,  5.62it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  5.62it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:04,  5.60it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.60it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:13<00:04,  5.59it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:13<00:04,  5.60it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:04,  5.60it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.62it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.62it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:14<00:03,  5.65it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.63it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:03,  5.63it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.62it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.62it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.61it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.64it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.63it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.63it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.64it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.61it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.62it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.61it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.61it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.62it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.61it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.61it/s]
rendering ['chair', 'tv_stand', 'table', 'cabinet', 'lamp', 'lamp', 'lamp', 'table', 'chair', 'chair', 'floor', '_scene_']
['LivingRoom-360']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.36it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.26it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.28it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  8.25it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.27it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.27it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.30it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.25it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.32it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.33it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.30it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.28it/s]
rendering ['table', 'sofa', 'chair', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-15534']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.67it/s]
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DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.68it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.66it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.67it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.64it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-31158']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.28it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.27it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.29it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.20it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.25it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.23it/s]
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DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.08it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.15it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.17it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.21it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.27it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.28it/s]
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DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.29it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.25it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.25it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.27it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.29it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.27it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.24it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.23it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-197500']

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1000it [00:42, 23.48it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.33it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.30it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.29it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.29it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.30it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.29it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.29it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.31it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.28it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.29it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.29it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.29it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.28it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.27it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.28it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.27it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.28it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.28it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:13,  5.28it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:13,  5.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:13,  5.29it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:13,  5.29it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:13,  5.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:12,  5.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:12,  5.28it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:12,  5.30it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.31it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:11,  5.29it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:11,  5.29it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.30it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:11,  5.31it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.31it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:10,  5.30it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:08<00:10,  5.29it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:10,  5.28it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:10,  5.30it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:10,  5.28it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:09,  5.30it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:09<00:09,  5.30it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:09<00:09,  5.31it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:09,  5.30it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:09,  5.30it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:10<00:08,  5.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:10<00:08,  5.30it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:08,  5.30it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:08,  5.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.30it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:11<00:07,  5.32it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:11<00:07,  5.31it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:11<00:07,  5.30it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:11<00:07,  5.30it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:11<00:06,  5.32it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:12<00:06,  5.31it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:12<00:06,  5.32it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:12<00:06,  5.29it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:12<00:06,  5.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:12<00:06,  5.30it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:13<00:05,  5.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:13<00:05,  5.30it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:13<00:05,  5.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:13<00:05,  5.30it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:13<00:05,  5.31it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:13<00:04,  5.31it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:14<00:04,  5.30it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:14<00:04,  5.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:14<00:04,  5.28it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:14<00:04,  5.29it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.29it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:15<00:03,  5.29it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:15<00:03,  5.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:15<00:03,  5.28it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:15<00:03,  5.29it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:03,  5.29it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:16<00:02,  5.28it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.26it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:16<00:02,  5.28it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:16<00:02,  5.29it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:02,  5.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:17<00:01,  5.08it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  4.98it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:17<00:01,  4.85it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:17<00:01,  4.97it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:17<00:01,  5.09it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:18<00:00,  5.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.19it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:18<00:00,  5.22it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:18<00:00,  5.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:18<00:00,  5.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.27it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'cabinet', 'chair', 'cabinet', 'lamp', 'floor', '_scene_']
['DiningRoom-26805']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.10it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.10it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.12it/s]
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rendering ['chair', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-17995']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  7.62it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.35it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.34it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.34it/s]
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DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.32it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.33it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.41it/s]
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DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.23it/s]
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DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.19it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.18it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.19it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.18it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.19it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.20it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.21it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.22it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  7.20it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.22it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.20it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.20it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.17it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.25it/s]
rendering ['cabinet', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-16628']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.77it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.82it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.88it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.83it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.86it/s]
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DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.89it/s]
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DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  6.86it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.83it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.85it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  6.83it/s]
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DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.84it/s]
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DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  6.82it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  6.85it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  6.85it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.89it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  6.79it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.86it/s]
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DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.82it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  6.87it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.82it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.87it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.81it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.86it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.83it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  6.86it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  6.82it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.87it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.82it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.86it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.82it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  6.82it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.89it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.84it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.86it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.84it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.87it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.82it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.86it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.83it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.83it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.81it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.84it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.80it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.84it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-11628']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.31it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:16,  5.85it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.76it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.59it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:15,  5.80it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.91it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.00it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:14,  6.08it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.21it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.30it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.39it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.35it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.38it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.47it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:11,  6.44it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.45it/s]
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DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.42it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.46it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.41it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.47it/s]
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DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.44it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.45it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.45it/s]
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DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.41it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.45it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.40it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.45it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.40it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.46it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.41it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.44it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.43it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.43it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.42it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.41it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.45it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.40it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.45it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.48it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.42it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.48it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.42it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.47it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.40it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.45it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.40it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.46it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.39it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.44it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.41it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.44it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.43it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.43it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.43it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.42it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.37it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'bookshelf', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-29864']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.28it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.28it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.26it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.26it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:12,  6.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.25it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.24it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:12,  6.25it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.25it/s]
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DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.27it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.26it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.26it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.28it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.25it/s]
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DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.24it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.27it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.27it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.28it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.26it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.25it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.25it/s]
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DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.24it/s]
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DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.27it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.24it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.27it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.24it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.27it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.27it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.26it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.23it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.05it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  5.90it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  5.85it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  5.66it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  5.81it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  5.93it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.02it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.08it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.17it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.23it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.22it/s]
rendering ['table', 'chair', 'lamp', 'chair', 'chair', 'chair', 'table', 'shelf', 'lamp', 'floor', '_scene_']
['DiningRoom-2817']

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990it [00:44, 11.65it/s]
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996it [00:44, 15.72it/s]
999it [00:44, 17.45it/s]
1000it [00:44, 22.29it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.27it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.41it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.54it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.41it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.33it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.29it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.24it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.23it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.21it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.20it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.19it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.15it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.14it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.15it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.17it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.20it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.21it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.21it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.23it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.23it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.19it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.16it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.18it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.17it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'lamp', 'floor', '_scene_']
['DiningRoom-35065']

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1000it [00:42, 23.33it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.18it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  7.08it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.88it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.79it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.71it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:08,  6.60it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  6.77it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  6.90it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.99it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.05it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.08it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.10it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  7.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.15it/s]
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DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.16it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.13it/s]
rendering ['cabinet', 'lamp', 'chair', 'chair', 'table', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-88173']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.39it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.34it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.34it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.31it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.33it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.30it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.31it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.31it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.31it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.30it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:15,  5.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:15,  5.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:15,  5.31it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.31it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:14,  5.30it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:14,  5.32it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:14,  5.30it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:14,  5.29it/s]
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rendering ['lamp', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'floor', '_scene_']
['DiningRoom-35093']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.21it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.20it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.19it/s]
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DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.19it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.17it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.16it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.17it/s]
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DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.16it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.17it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.17it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.16it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.15it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.18it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.20it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.20it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.19it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.19it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.19it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.20it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.24it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.25it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.19it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.19it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.18it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.17it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-10302']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.32it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.22it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.26it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.25it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.21it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  6.21it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.20it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:12,  6.23it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.23it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.23it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.22it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.22it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.22it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.23it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.23it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.23it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.21it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.23it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.22it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.22it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.23it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.23it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:09,  6.22it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.21it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.22it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.23it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.24it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:08<00:08,  6.22it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.22it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.22it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.22it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.23it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.22it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.24it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.23it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.24it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:06,  6.22it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.23it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.24it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.21it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.23it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.21it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.22it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.22it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.23it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.23it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.20it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.22it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.22it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  6.22it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.22it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.23it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.24it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.24it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.22it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  6.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.23it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.22it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.22it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.22it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.24it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.23it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.23it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.23it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.23it/s]
rendering ['table', 'shelf', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-113004']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.16it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  7.14it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.17it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.13it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.17it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.16it/s]
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DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.14it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.16it/s]
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DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.09it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.11it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.12it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.09it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  7.46it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.58it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.69it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.52it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.38it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.27it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.21it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.10it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.09it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.10it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.07it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.04it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.05it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.06it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.07it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.05it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.05it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.07it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.08it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.07it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.15it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-22384']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.43it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.29it/s]
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DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.26it/s]
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DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.30it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.33it/s]
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DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.22it/s]
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DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.21it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.22it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.26it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.26it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.26it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.26it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.27it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.23it/s]
rendering ['table', 'lamp', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-11145']

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1000it [00:43, 23.04it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.30it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.34it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.35it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.32it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.37it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.30it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.33it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.31it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.37it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.30it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.37it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.48it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.62it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  7.71it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  7.54it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.41it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.24it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.11it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.11it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.13it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.11it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.11it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.15it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.17it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  7.12it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.12it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.15it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.14it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.10it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.11it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.11it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.12it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.13it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-10559']

0it [00:00, ?it/s]
3it [00:00, 22.33it/s]
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1000it [00:43, 23.12it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.73it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:16,  5.87it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:16,  5.93it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:16,  5.94it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.84it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:15,  5.88it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:15,  5.92it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:15,  5.94it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:15,  5.85it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:15,  5.88it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.90it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:14,  5.93it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:14,  5.86it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:14,  5.88it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:14,  5.91it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.93it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:14,  5.86it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:13,  5.87it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  5.90it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:13,  5.93it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:13,  5.86it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.88it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:13,  5.91it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:12,  5.92it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:12,  5.85it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:12,  5.86it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  5.90it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:12,  5.92it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:12,  5.86it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:11,  5.85it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:11,  5.88it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:11,  5.91it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.85it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:11,  5.85it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:11,  5.88it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:10,  5.92it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:10,  5.85it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:10,  5.87it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.90it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:10,  5.92it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:10,  5.84it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:09,  5.88it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:09,  5.90it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:09,  5.92it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:09,  5.84it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:09,  5.86it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:09,  5.88it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:08,  5.92it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:08,  5.85it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:08,  5.87it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:08,  5.89it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:08,  5.91it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.83it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:07,  5.87it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:07,  5.90it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:07,  5.92it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:07,  5.87it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:07,  5.87it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:10<00:06,  5.90it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:10<00:06,  5.93it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:10<00:06,  5.86it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:10<00:06,  5.87it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:06,  5.89it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:06,  5.92it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:11<00:05,  5.86it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:11<00:05,  5.86it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:11<00:05,  5.89it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:11<00:05,  5.92it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:05,  5.87it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:05,  5.84it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:12<00:04,  5.88it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:12<00:04,  5.91it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:12<00:04,  5.86it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:12<00:04,  5.85it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  5.88it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:04,  5.91it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:13<00:03,  5.88it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:13<00:03,  5.85it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:13<00:03,  5.87it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:13<00:03,  5.90it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  5.86it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:03,  5.84it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:14<00:02,  5.86it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:14<00:02,  5.89it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:14<00:02,  5.88it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:14<00:02,  5.84it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:02,  5.86it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:02,  5.90it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.89it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  5.83it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:15<00:01,  5.86it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:15<00:01,  5.91it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  5.89it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:01,  5.85it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.88it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:16<00:00,  5.91it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:16<00:00,  5.88it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:16<00:00,  5.86it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:16<00:00,  5.88it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.92it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.88it/s]
rendering ['table', 'chair', 'chair', 'cabinet', 'chair', 'chair', 'lamp', 'cabinet', 'tv_stand', 'chair', 'floor', '_scene_']
['DiningRoom-85692']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  8.22it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.20it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.23it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.24it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.24it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.21it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.20it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.21it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:09,  8.20it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.24it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  8.23it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.20it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.19it/s]
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rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-12866']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.65it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.64it/s]
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rendering ['chair', 'chair', 'chair', 'chair', 'table', 'table', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-9824']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.72it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.51it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.38it/s]
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DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.63it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.64it/s]
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DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.71it/s]
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DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.62it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.59it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.62it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.60it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.58it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.61it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.60it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.60it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.60it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.58it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.60it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.61it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.59it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.61it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.59it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.57it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.63it/s]
rendering ['table', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-88590']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.97it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  6.90it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.93it/s]
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DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.05it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.09it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.02it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.91it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.78it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.95it/s]
rendering ['lamp', 'chair', 'chair', 'chair', 'cabinet', 'table', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-7217']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.29it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.46it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  8.52it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.49it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.52it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.48it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.50it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.47it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.52it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.48it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.52it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.48it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  8.52it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.47it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.52it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.48it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.52it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.45it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.50it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.47it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.47it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-19325']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.36it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.34it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.35it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.35it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.36it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.35it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:08,  8.34it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.27it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.30it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.30it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.26it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.28it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.26it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.26it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.30it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-27933']

0it [00:00, ?it/s]
3it [00:00, 22.95it/s]
6it [00:00, 23.26it/s]
9it [00:00, 23.21it/s]
12it [00:00, 23.31it/s]
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1000it [00:42, 23.43it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.21it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.22it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.23it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.21it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.21it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.21it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.23it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.23it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.21it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.19it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.21it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.20it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.20it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.22it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.21it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.22it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.22it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.23it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.24it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.24it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.21it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.20it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.21it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.23it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.23it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.23it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.21it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.21it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  8.22it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.25it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.21it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.22it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.22it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.20it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.20it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.06it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  7.90it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:02,  7.80it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  7.73it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  7.57it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  7.74it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  7.89it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  7.97it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.06it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.07it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.12it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.19it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.20it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.21it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.21it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.18it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-9630']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.64it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.67it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.64it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.64it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.65it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.65it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.66it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.65it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.68it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.65it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.64it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.64it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.65it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.66it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.63it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.64it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.63it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.67it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.66it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.66it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.63it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.66it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.65it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.66it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.67it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.63it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.65it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.64it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.63it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.66it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.63it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.64it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'bookshelf', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-225770']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.20it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.22it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.24it/s]
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rendering ['chair', 'chair', 'chair', 'chair', 'chair', 'table', 'floor', '_scene_']
['DiningRoom-116178']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.27it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.25it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.22it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.27it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.21it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.20it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.21it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.20it/s]
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DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.21it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  6.21it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.22it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.23it/s]
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DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.22it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:12,  6.24it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.24it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.23it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.24it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.21it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  6.04it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:10,  5.91it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:10,  5.83it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:10,  5.71it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  5.84it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:09,  6.03it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.12it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.16it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.20it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.20it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:07,  6.23it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.21it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.23it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.22it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.23it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.22it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.21it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.23it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.21it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.24it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.20it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  6.23it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.20it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.20it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.21it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.19it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.20it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  6.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.23it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:02,  6.23it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.22it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.21it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  6.19it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.20it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.19it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-22156']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.65it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.89it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.94it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.97it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.00it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.01it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  6.90it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.02it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.01it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  6.93it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.97it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  6.91it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  6.96it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.01it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  6.93it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  6.96it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  6.99it/s]
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DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.88it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.93it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.98it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.93it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.98it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.99it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.99it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  6.91it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  6.91it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  6.93it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.96it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.97it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.97it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.88it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  6.92it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  6.94it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  6.96it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.98it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.97it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.87it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.91it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.92it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  6.97it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.00it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.93it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.89it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.95it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-22308']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.68it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.66it/s]
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DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.67it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.66it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.68it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-11336']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.59it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.61it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.61it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.62it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.63it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.60it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.60it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.61it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.61it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.60it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.61it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.61it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.63it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.59it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-6151']

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850it [00:49, 22.17it/s]
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862it [00:49, 23.16it/s]
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871it [00:50, 23.32it/s]
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877it [00:50, 23.41it/s]
880it [00:50, 23.39it/s]
883it [00:50, 23.43it/s]
886it [00:50, 23.43it/s]
889it [00:51, 23.41it/s]
892it [00:51, 23.41it/s]
895it [00:51, 23.42it/s]
898it [00:51, 23.41it/s]
901it [00:51, 23.42it/s]
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907it [00:51, 23.44it/s]
910it [00:51, 23.48it/s]
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922it [00:52, 23.38it/s]
925it [00:52, 23.37it/s]
928it [00:52, 23.44it/s]
931it [00:52, 23.44it/s]
934it [00:53, 23.40it/s]
937it [00:53, 23.45it/s]
940it [00:53, 23.44it/s]
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958it [00:54, 23.49it/s]
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964it [00:54, 23.53it/s]
967it [00:54, 23.56it/s]
970it [00:54, 23.56it/s]
973it [00:54, 23.53it/s]
976it [00:54, 23.48it/s]
979it [00:54, 23.47it/s]
982it [00:55, 23.53it/s]
985it [00:55, 23.55it/s]
988it [00:55, 23.50it/s]
991it [00:55, 23.46it/s]
994it [00:55, 23.45it/s]
997it [00:55, 23.43it/s]
1000it [00:55, 23.48it/s]
1000it [00:55, 17.91it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.26it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.23it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.23it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.22it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.21it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.21it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.21it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.28it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.32it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.27it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.26it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.25it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  6.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.22it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:12,  6.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.22it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.22it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.22it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.21it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.21it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.21it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.21it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.21it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.20it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.23it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.22it/s]
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rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'cabinet', 'lamp', 'floor', '_scene_']
['DiningRoom-663']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.78it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.64it/s]
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rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-2432']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.49it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  7.56it/s]
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DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.47it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.42it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.44it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.47it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.48it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.50it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:10,  7.71it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.53it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.41it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.30it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.24it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.18it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:09,  7.15it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.11it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:08,  7.17it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.18it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.15it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.18it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.16it/s]
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DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.18it/s]
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DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.13it/s]
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DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.15it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.14it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.17it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.12it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.12it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.11it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.11it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.10it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  7.13it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.12it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.09it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.09it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.12it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.11it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.10it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.10it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.10it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.11it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.09it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.10it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.12it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.10it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.19it/s]
rendering ['table', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-24272']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.87it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.59it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.65it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.64it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.58it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.63it/s]
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DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.54it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  8.67it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  8.69it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.58it/s]
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DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.59it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.71it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.55it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.62it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.68it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.69it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.68it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  8.67it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  8.58it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.61it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.66it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.69it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  8.42it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  8.07it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  7.86it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  7.77it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  7.75it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.03it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.38it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  8.51it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.58it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.60it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.54it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.61it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.67it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.69it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.57it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  8.60it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  8.67it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.69it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.67it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.56it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.62it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.69it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.72it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.57it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-25528']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.61it/s]
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DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.62it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.61it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.62it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.63it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.63it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.59it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.60it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.61it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.63it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.60it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.61it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.60it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.61it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.61it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.58it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.61it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-43067']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.59it/s]
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DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.59it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.61it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.61it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.61it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.60it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.59it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.59it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.60it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.59it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.58it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.58it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.58it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.59it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.59it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.59it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.59it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.58it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.59it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.61it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.57it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-8121']

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1000it [00:42, 23.46it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.11it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.14it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.16it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.18it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.17it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.15it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.17it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.10it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.17it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.15it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.15it/s]
rendering ['lamp', 'table', 'chair', 'table', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-6919']

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3it [00:00, 21.93it/s]
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1000it [00:42, 23.37it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.45it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.56it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.57it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.54it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.51it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.53it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.55it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.52it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.49it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.54it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:16,  5.56it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.54it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.51it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.55it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.56it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:15,  5.51it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:15,  5.53it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.56it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:14,  5.59it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.55it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:14,  5.57it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.59it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.55it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:13,  5.61it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:12,  5.70it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:12,  5.84it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:12,  5.70it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.65it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:12,  5.64it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.61it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.53it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:12,  5.56it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:11,  5.57it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:11,  5.57it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:11,  5.49it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.53it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:11,  5.55it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:07<00:10,  5.55it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:10,  5.48it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:10,  5.52it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.55it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:10,  5.57it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:10,  5.49it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:09,  5.54it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:09,  5.58it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.59it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:09,  5.50it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:09,  5.54it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:08,  5.56it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:02,  5.50it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:16<00:01,  5.53it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.56it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.51it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.56it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.58it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:17<00:00,  5.60it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.51it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.52it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:18<00:00,  5.55it/s]
rendering ['chair', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-17147']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (13, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:18,  5.30it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:18,  5.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:18,  5.31it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.31it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:17,  5.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:17,  5.31it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:17,  5.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:17,  5.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:16,  5.28it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:16,  5.28it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:16,  5.31it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:16,  5.30it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:15,  5.29it/s]
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rendering ['chair', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-6259']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.11it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.12it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.12it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.11it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.11it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.11it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.10it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.12it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.12it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.11it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.11it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.12it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.11it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.11it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.11it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.10it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.11it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  7.11it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.09it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.10it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.10it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.08it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.08it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.09it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  7.08it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.09it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.11it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.11it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  7.14it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.12it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.11it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.12it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.12it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.11it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.10it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.10it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.10it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.12it/s]
rendering ['table', 'lamp', 'table', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-451']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.28it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.23it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  6.21it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.22it/s]
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DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.24it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.19it/s]
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DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.21it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.22it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.17it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.19it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:09<00:07,  6.21it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.20it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.24it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.24it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.22it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.21it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.20it/s]
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DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.21it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  6.21it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.19it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.20it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.22it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:13<00:03,  6.21it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.21it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.21it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.22it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:14<00:02,  6.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.21it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.19it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.19it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.19it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:15<00:01,  6.20it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.20it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.20it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.19it/s]
rendering ['table', 'chair', 'table', 'chair', 'chair', 'chair', 'cabinet', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-18332']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.21it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  7.03it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  7.03it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.91it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  6.95it/s]
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DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.00it/s]
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DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  6.93it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  6.90it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.01it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  6.97it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  6.94it/s]
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DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.97it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  7.01it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.89it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.94it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  6.97it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  6.99it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.01it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  6.94it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.93it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.96it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.97it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.97it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.00it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  6.90it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  6.92it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.96it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.97it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  7.00it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.90it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.93it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  6.95it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  6.98it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  7.00it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.89it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.96it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-8951']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.32it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  7.83it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.74it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.53it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.24it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.25it/s]
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DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  8.22it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.18it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.20it/s]
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DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.32it/s]
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DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.65it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  8.23it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.22it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.21it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.22it/s]
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DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:09<00:03,  8.22it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.21it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.21it/s]
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DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.21it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.25it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.19it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.20it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.20it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.20it/s]
rendering ['chair', 'chair', 'chair', 'chair', 'lamp', 'table', 'floor', '_scene_']
['DiningRoom-9982']

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1000it [00:41, 24.00it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.09it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.12it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.14it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.19it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.16it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.11it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.12it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.16it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.11it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  7.11it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.16it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.11it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.15it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.12it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.14it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.14it/s]
rendering ['shelf', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-168152']

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1000it [00:42, 23.78it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.25it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.26it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.27it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.21it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.22it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  8.20it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.21it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.20it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.19it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.21it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.21it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.21it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.20it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.24it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.25it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.23it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.22it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.22it/s]
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DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.23it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.21it/s]
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DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.20it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.21it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.23it/s]
rendering ['cabinet', 'table', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-5492']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.67it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.61it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.52it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.48it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.53it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.58it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.47it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.51it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.55it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.57it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.46it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.52it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.55it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.56it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.47it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.50it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.54it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.53it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.48it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.52it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.55it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.49it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.49it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.52it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.56it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.45it/s]
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rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-375']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.32it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.32it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.27it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.30it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.30it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.30it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.27it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.25it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.27it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.32it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.27it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.27it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.25it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.29it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.28it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-3017']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  8.25it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.28it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.22it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.23it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.24it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.27it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.24it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.24it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.20it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.22it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.24it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.23it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.22it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.23it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.23it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:08,  8.22it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.20it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.19it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.20it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.23it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.24it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.21it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.23it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.24it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.20it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.22it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:08<00:04,  8.23it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  8.23it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.21it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.20it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.19it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.21it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.21it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.23it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.23it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.21it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.20it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.22it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.19it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.18it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.22it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.20it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.20it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.16it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.19it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.19it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.22it/s]
rendering ['table', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-164']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.38it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:01<00:15,  5.82it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:15,  5.96it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.05it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.11it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.17it/s]
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DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.26it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:11,  6.25it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.33it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.25it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.23it/s]
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DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.25it/s]
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DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:11<00:04,  6.24it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.23it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.24it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.25it/s]
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DDIM Sampler:  75%|███████▌  | 75/100 [00:12<00:04,  6.24it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.24it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.24it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.24it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.24it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:15<00:00,  6.24it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.25it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.26it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.25it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.24it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.26it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.26it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:16<00:00,  6.25it/s]
rendering ['chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-34036']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (15, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:18<00:03,  4.65it/s]
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DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.64it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:19<00:02,  4.64it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:19<00:02,  4.53it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:19<00:02,  4.45it/s]
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DDIM Sampler:  93%|█████████▎| 93/100 [00:20<00:01,  4.47it/s]
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DDIM Sampler:  96%|█████████▌| 96/100 [00:20<00:00,  4.59it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:20<00:00,  4.61it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:21<00:00,  4.61it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:21<00:00,  4.64it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:21<00:00,  4.65it/s]
rendering ['table', 'cabinet', 'cabinet', 'cabinet', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'lamp', 'lamp', 'floor', '_scene_']
['DiningRoom-114621']

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1000it [00:42, 23.45it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.13it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.12it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.14it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.19it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.22it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.20it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.18it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.21it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.20it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.19it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.21it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.19it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.17it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.18it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.20it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.19it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.16it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.18it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.18it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.17it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.19it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.18it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.14it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.12it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.13it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.17it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.18it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.21it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.20it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.17it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.18it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.19it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.20it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.19it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.19it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.18it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.13it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.17it/s]
rendering ['cabinet', 'table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-33238']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.87it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.07it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.10it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.03it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.13it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.07it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 12.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.12it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.08it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.18it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.08it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.20it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 12.09it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.10it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.14it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.07it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.15it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.08it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.12it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.11it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.07it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.17it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.08it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.20it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.09it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.14it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.10it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.17it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.11it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.16it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.15it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.07it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.19it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.13it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.12it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 12.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.06it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 12.17it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.08it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.12it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.14it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 12.08it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.21it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.12it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.18it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.06it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.12it/s]
rendering ['cabinet', 'table', 'table', 'floor', '_scene_']
['DiningRoom-69393']

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999it [00:43, 23.31it/s]
1000it [00:43, 23.19it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.28it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:15,  6.25it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:15,  6.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.24it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.25it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.23it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:14,  6.22it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.24it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.22it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.24it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.23it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:13,  6.24it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:13,  6.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.23it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:12,  6.26it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:12,  6.24it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:12,  6.24it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.25it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:11,  6.26it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.27it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.24it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:10,  6.25it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.24it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:08,  6.22it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:07<00:08,  6.24it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:07<00:08,  6.25it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.25it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.26it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:08,  6.23it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:08,  6.24it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:08<00:07,  6.25it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:08<00:07,  6.25it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.27it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.24it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:07,  6.26it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:09<00:06,  6.26it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.27it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.38it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.44it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:06,  6.50it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.46it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:10<00:05,  6.45it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:10<00:05,  6.49it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:10<00:05,  6.54it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.55it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.45it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.50it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.54it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.56it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.51it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.47it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.52it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.54it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.56it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:12<00:03,  6.47it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:12<00:03,  6.51it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.55it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.57it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.54it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.48it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.50it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.54it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.57it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.49it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.51it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.53it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.55it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.56it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.45it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.49it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.53it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.55it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.48it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.49it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.53it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.53it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.56it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.44it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.50it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.36it/s]
rendering ['chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-87276']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:19,  5.16it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:19,  5.08it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:18,  5.29it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:17,  5.44it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:17,  5.48it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:17,  5.52it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.56it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.58it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.57it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.57it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:15,  5.58it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.57it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.59it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.59it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.59it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:15,  5.60it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.61it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:14,  5.62it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.61it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.61it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.61it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:13,  5.59it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:13,  5.61it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:13,  5.61it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:12,  5.61it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:05<00:12,  5.60it/s]
DDIM Sampler:  30%|███       | 30/100 [00:05<00:12,  5.60it/s]
DDIM Sampler:  31%|███       | 31/100 [00:05<00:12,  5.61it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:05<00:12,  5.62it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:11,  5.61it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:06<00:11,  5.62it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:06<00:11,  5.60it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:06<00:11,  5.60it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:06<00:11,  5.59it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:11,  5.60it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:10,  5.58it/s]
DDIM Sampler:  40%|████      | 40/100 [00:07<00:10,  5.58it/s]
DDIM Sampler:  41%|████      | 41/100 [00:07<00:10,  5.58it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:07<00:10,  5.57it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:07<00:10,  5.57it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:07<00:10,  5.58it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:08<00:09,  5.57it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:08<00:09,  5.56it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:08<00:09,  5.59it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:08<00:09,  5.59it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:08<00:09,  5.59it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:08<00:08,  5.60it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:09<00:08,  5.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:09<00:08,  5.60it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:09<00:08,  5.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:09<00:08,  5.62it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:09<00:08,  5.59it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:10<00:07,  5.65it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:10<00:07,  5.79it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:10<00:07,  5.83it/s]
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DDIM Sampler:  79%|███████▉  | 79/100 [00:14<00:03,  5.60it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:14<00:03,  5.59it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:14<00:03,  5.59it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:15<00:02,  5.59it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.58it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:15<00:02,  5.58it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:15<00:02,  5.57it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:15<00:02,  5.59it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:15<00:01,  5.57it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:16<00:01,  5.59it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.58it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:16<00:01,  5.59it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:16<00:01,  5.59it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:16<00:01,  5.60it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.59it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:17<00:00,  5.60it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.60it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.60it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.63it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.60it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-16460']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:17,  5.61it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:17,  5.63it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:17,  5.62it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:16,  5.65it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:16,  5.63it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:16,  5.64it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:16,  5.62it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:16,  5.63it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:16,  5.62it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:16,  5.62it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:15,  5.60it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:15,  5.61it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:15,  5.60it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:15,  5.61it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:15,  5.61it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:14,  5.62it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:14,  5.61it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:14,  5.63it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:14,  5.61it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:14,  5.62it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:14,  5.60it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:13,  5.63it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:13,  5.60it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:13,  5.62it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:04<00:13,  5.62it/s]
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rendering ['table', 'table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-31322']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.66it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.39it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:14,  6.33it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:14,  6.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.32it/s]
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DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:13,  6.26it/s]
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DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.26it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.27it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.25it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:10,  6.26it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:06<00:09,  6.26it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.25it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.26it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:05,  6.25it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.24it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:11<00:04,  6.26it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.25it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.26it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.26it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:03,  6.25it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:13<00:02,  6.26it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.25it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.26it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.27it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:15<00:00,  6.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:15<00:00,  6.25it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.25it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.26it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.28it/s]
rendering ['table', 'cabinet', 'cabinet', 'table', 'chair', 'lamp', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-20718']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (11, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:15,  6.55it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:15,  6.45it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.43it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.46it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:14,  6.44it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:14,  6.43it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.45it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.42it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.45it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:13,  6.42it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.48it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:13,  6.43it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:13,  6.46it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.46it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.43it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.47it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.43it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:12,  6.48it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:12,  6.41it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.44it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.41it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:04<00:11,  6.46it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.41it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:11,  6.49it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:11,  6.44it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.45it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.42it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:05<00:10,  6.46it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:10,  6.42it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:10,  6.47it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.43it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.45it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.45it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:06<00:09,  6.43it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.45it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:09,  6.41it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:09,  6.44it/s]
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DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.40it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:07,  6.45it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:07,  6.40it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.45it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.41it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:09<00:06,  6.43it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:09<00:06,  6.43it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.39it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.42it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.43it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:05,  6.40it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.45it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.40it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.44it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:11<00:04,  6.41it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:11<00:04,  6.40it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.43it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:04,  6.38it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.43it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.49it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.59it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:12<00:03,  6.64it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:12<00:03,  6.52it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.43it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.38it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:13<00:02,  6.29it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:13<00:02,  6.28it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.27it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:02,  6.26it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.26it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.25it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:14<00:01,  6.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.23it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.23it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.24it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:15<00:00,  6.23it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:15<00:00,  6.23it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:15<00:00,  6.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.40it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'table', 'chair', 'floor', '_scene_']
['DiningRoom-7122']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.44it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  7.37it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.42it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.37it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.41it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.40it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.37it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.44it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.35it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:11<00:01,  7.40it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.37it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.37it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.43it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.35it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.42it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  7.35it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  7.39it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.39it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.42it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.41it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.35it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'table', 'floor', '_scene_']
['DiningRoom-22339']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:22,  4.46it/s]
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DDIM Sampler:   8%|▊         | 8/100 [00:01<00:21,  4.28it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:09<00:13,  4.29it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:12<00:10,  4.27it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:12<00:10,  4.26it/s]
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DDIM Sampler:  69%|██████▉   | 69/100 [00:16<00:07,  4.33it/s]
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DDIM Sampler:  73%|███████▎  | 73/100 [00:17<00:06,  4.26it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:17<00:06,  4.25it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:17<00:05,  4.26it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:18<00:05,  4.24it/s]
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DDIM Sampler:  81%|████████  | 81/100 [00:18<00:04,  4.26it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:19<00:04,  4.29it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:19<00:03,  4.33it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:19<00:03,  4.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:19<00:03,  4.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:20<00:03,  4.29it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:20<00:03,  4.27it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:20<00:02,  4.27it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:20<00:02,  4.27it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:20<00:02,  4.28it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:21<00:02,  4.30it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:21<00:01,  4.33it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:21<00:01,  4.32it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:21<00:01,  4.30it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:22<00:01,  4.30it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:22<00:00,  4.33it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:22<00:00,  4.38it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:22<00:00,  4.35it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:23<00:00,  4.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:23<00:00,  4.29it/s]
rendering ['chair', 'table', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-12376']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:20,  4.88it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:20,  4.87it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:19,  4.89it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:19,  4.90it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:01<00:19,  4.90it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:01<00:19,  4.90it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:18,  4.90it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:18,  4.90it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:18,  4.90it/s]
DDIM Sampler:  10%|█         | 10/100 [00:02<00:18,  4.91it/s]
DDIM Sampler:  11%|█         | 11/100 [00:02<00:18,  4.91it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:02<00:17,  4.91it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:02<00:17,  4.90it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:17,  4.90it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:03<00:17,  4.89it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:03<00:17,  4.90it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:03<00:16,  4.89it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:03<00:17,  4.82it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:03<00:17,  4.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:04<00:17,  4.59it/s]
DDIM Sampler:  21%|██        | 21/100 [00:04<00:17,  4.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:04<00:17,  4.54it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:04<00:16,  4.63it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:04<00:16,  4.72it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:05<00:15,  4.75it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:05<00:15,  4.80it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:05<00:15,  4.82it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:05<00:14,  4.84it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:06<00:14,  4.86it/s]
DDIM Sampler:  30%|███       | 30/100 [00:06<00:14,  4.87it/s]
DDIM Sampler:  31%|███       | 31/100 [00:06<00:14,  4.88it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:06<00:13,  4.88it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:06<00:13,  4.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:07<00:13,  4.88it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:07<00:13,  4.88it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:07<00:13,  4.88it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:07<00:12,  4.89it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:07<00:12,  4.88it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:08<00:12,  4.88it/s]
DDIM Sampler:  40%|████      | 40/100 [00:08<00:12,  4.88it/s]
DDIM Sampler:  41%|████      | 41/100 [00:08<00:12,  4.88it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:08<00:11,  4.88it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:08<00:11,  4.88it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:09<00:11,  4.89it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:09<00:11,  4.88it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:09<00:11,  4.90it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:09<00:10,  4.87it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:09<00:10,  4.88it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:10<00:10,  4.86it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:10<00:10,  4.88it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:10<00:10,  4.87it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:10<00:09,  4.87it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:10<00:09,  4.87it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:11<00:09,  4.87it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:11<00:09,  4.88it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:11<00:09,  4.89it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:11<00:08,  4.89it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:11<00:08,  4.87it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:12<00:08,  4.87it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:12<00:08,  4.86it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:12<00:08,  4.87it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:12<00:07,  4.85it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:12<00:07,  4.87it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:13<00:07,  4.86it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:13<00:07,  4.86it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:13<00:07,  4.85it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:13<00:06,  4.88it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:14<00:06,  4.87it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:14<00:06,  4.88it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:14<00:06,  4.88it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:14<00:05,  4.88it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:14<00:05,  4.88it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:15<00:05,  4.89it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:15<00:05,  4.89it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:15<00:05,  4.89it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:15<00:04,  4.91it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:15<00:04,  4.89it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:16<00:04,  4.88it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:16<00:04,  4.88it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:16<00:04,  4.89it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:16<00:03,  4.88it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  4.87it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:17<00:03,  4.86it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:17<00:03,  4.88it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:17<00:03,  4.88it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:17<00:02,  4.88it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  4.87it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:18<00:02,  4.88it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:18<00:02,  4.86it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:18<00:02,  4.87it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:18<00:01,  4.88it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  4.88it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:19<00:01,  4.87it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:19<00:01,  4.87it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:19<00:01,  4.88it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:19<00:00,  4.87it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  4.88it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:20<00:00,  4.87it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:20<00:00,  4.88it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.87it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:20<00:00,  4.86it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'table', 'lamp', 'cabinet', 'cabinet', 'cabinet', 'cabinet', 'floor', '_scene_']
['DiningRoom-19885']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.14it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.13it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.12it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.13it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  7.13it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.13it/s]
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DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.12it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.13it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.13it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  7.10it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'floor', '_scene_']
['DiningRoom-2831']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.23it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.24it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.25it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.22it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.24it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.26it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.25it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.21it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.22it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.22it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.21it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.21it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.22it/s]
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rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-60525']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.20it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.15it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.15it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.12it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.11it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.15it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.14it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.13it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.12it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.13it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:11,  7.15it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.17it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.16it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.13it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.13it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.12it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.11it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.12it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.14it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.13it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.17it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.14it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.13it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.16it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.14it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:06,  7.13it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.16it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.12it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.13it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.16it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.17it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.15it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.15it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.17it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.14it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.13it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.14it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.14it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.15it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.13it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.12it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.17it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.11it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.14it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.13it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.14it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['DiningRoom-55572']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (14, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:07<00:11,  5.06it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:15<00:03,  5.07it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:16<00:03,  5.04it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:16<00:03,  5.07it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:16<00:03,  5.09it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:16<00:02,  5.02it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:16<00:02,  5.05it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:17<00:02,  5.07it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:17<00:02,  5.05it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:17<00:02,  5.05it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:17<00:01,  5.06it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:17<00:01,  5.08it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:18<00:01,  5.02it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:18<00:01,  5.06it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:18<00:01,  5.07it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:18<00:00,  5.02it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:18<00:00,  5.03it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:19<00:00,  5.06it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:19<00:00,  5.07it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:19<00:00,  5.02it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:19<00:00,  5.05it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:19<00:00,  5.06it/s]
rendering ['table', 'sofa', 'wardrobe', 'chair', 'chair', 'lamp', 'chair', 'sofa', 'sofa', 'table', 'cabinet', 'table', 'floor', '_scene_']
['DiningRoom-24191']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (12, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  85%|████████▌ | 85/100 [00:15<00:02,  5.80it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:15<00:01,  5.87it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:16<00:01,  5.81it/s]
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DDIM Sampler:  95%|█████████▌| 95/100 [00:16<00:00,  5.84it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:16<00:00,  5.88it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:17<00:00,  5.80it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:17<00:00,  5.84it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:17<00:00,  5.86it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.81it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:17<00:00,  5.66it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-13034']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:12,  7.67it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:12,  7.66it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  7.98it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.08it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.17it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.21it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  8.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.32it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.33it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.32it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.34it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:08,  8.33it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.32it/s]
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DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.29it/s]
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DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.27it/s]
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DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.29it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.29it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.28it/s]
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DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.32it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.29it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.33it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.33it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.33it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.33it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.34it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.33it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.34it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.33it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.32it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.32it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.32it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-21509']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.72it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.70it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.65it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.65it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.65it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:14,  6.63it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.64it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.61it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.63it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.64it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.60it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.61it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:13,  6.59it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.61it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.62it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.62it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.61it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.61it/s]
DDIM Sampler:  20%|██        | 20/100 [00:03<00:12,  6.62it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.63it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.63it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.62it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.63it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.64it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.63it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:11,  6.63it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.62it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.63it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:10,  6.61it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:10,  6.63it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:05<00:09,  6.63it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:05<00:09,  6.63it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:09,  6.62it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:09,  6.63it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:09,  6.63it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:09,  6.64it/s]
DDIM Sampler:  40%|████      | 40/100 [00:06<00:09,  6.62it/s]
DDIM Sampler:  41%|████      | 41/100 [00:06<00:08,  6.63it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:06<00:08,  6.62it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:06<00:08,  6.44it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:08,  6.33it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:08,  6.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:08,  6.16it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:07<00:08,  6.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:07<00:08,  6.37it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:07<00:07,  6.43it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:07<00:07,  6.49it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:07,  6.53it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:07,  6.57it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:08<00:07,  6.58it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:08<00:06,  6.61it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:08<00:06,  6.60it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:08<00:06,  6.61it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:08<00:06,  6.65it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:06,  6.62it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:06,  6.62it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:09<00:06,  6.63it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:09<00:05,  6.64it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:09<00:05,  6.62it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:09<00:05,  6.65it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:09<00:05,  6.64it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:05,  6.62it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:10<00:05,  6.63it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:10<00:04,  6.63it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:10<00:04,  6.63it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:10<00:04,  6.61it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:10<00:04,  6.60it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:10<00:04,  6.61it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:04,  6.62it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:11<00:04,  6.63it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:11<00:03,  6.62it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:11<00:03,  6.62it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:11<00:03,  6.60it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.62it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:11<00:03,  6.61it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:03,  6.62it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:12<00:03,  6.63it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:12<00:02,  6.63it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:12<00:02,  6.61it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:12<00:02,  6.63it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.64it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.63it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:13<00:02,  6.64it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:13<00:01,  6.65it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.62it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.63it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:14<00:01,  6.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.62it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:15<00:00,  6.60it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'cabinet', 'lamp', 'floor', '_scene_']
['DiningRoom-42541']

0it [00:00, ?it/s]
3it [00:00, 22.13it/s]
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1000it [00:42, 23.70it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.37it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.27it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.35it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.26it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.28it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.25it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.31it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.34it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.36it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.34it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.33it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.32it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.34it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.32it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.34it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.35it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.33it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.32it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.34it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.33it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.33it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.30it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.31it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.30it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.26it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.28it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.05it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  7.93it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  7.84it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:01,  7.73it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  7.60it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  7.79it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  7.95it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.03it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.10it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.16it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.21it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.26it/s]
rendering ['table', 'chair', 'chair', 'chair', 'chair', 'lamp', 'floor', '_scene_']
['DiningRoom-13727']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:14,  6.73it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:14,  6.69it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.68it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:14,  6.68it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:14,  6.66it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:13,  6.65it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:13,  6.67it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:13,  6.65it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:13,  6.68it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:12,  6.65it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:12,  6.67it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:12,  6.66it/s]
DDIM Sampler:  21%|██        | 21/100 [00:03<00:11,  6.64it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:11,  6.66it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:11,  6.64it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:11,  6.65it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:04<00:10,  6.65it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:10,  6.64it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:10,  6.63it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:10,  6.64it/s]
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rendering ['table', 'chair', 'chair', 'chair', 'chair', 'chair', 'chair', 'cabinet', 'floor', '_scene_']
['Library-4425']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.38it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.34it/s]
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DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.35it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.34it/s]
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DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.34it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.35it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.34it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.33it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.35it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.37it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.36it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.36it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.35it/s]
rendering ['table', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-4345']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.77it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.82it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.72it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.78it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.68it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.64it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.72it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.73it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.72it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.75it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.70it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.66it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.73it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.68it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.65it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.70it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.70it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.67it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.69it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.75it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.69it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.66it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.71it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.70it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.68it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.73it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.69it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.73it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.76it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.71it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.74it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.73it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.68it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.63it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.73it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.70it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.64it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.70it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.72it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.66it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.65it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.72it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.66it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.63it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.68it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.69it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.68it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.70it/s]
rendering ['bookshelf', 'lamp', 'desk', 'lamp', 'floor', '_scene_']
['Library-16688']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.29it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.29it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.27it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.29it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.26it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.23it/s]
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DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.50it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.52it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.50it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.51it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.33it/s]
rendering ['lamp', 'bookshelf', 'bookshelf', 'bookshelf', 'desk', 'sofa', 'floor', '_scene_']
['Library-29416']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.01it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.79it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.65it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.57it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.33it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.58it/s]
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rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-110125']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.07it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.05it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.06it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.06it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.03it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.02it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:10,  9.01it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.03it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.02it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.01it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.01it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.06it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.05it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.04it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:09,  9.03it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.03it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.05it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.02it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.03it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.05it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.08it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.09it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.10it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  9.10it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.13it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.09it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  9.06it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.06it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.07it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.07it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.04it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.04it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.03it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.03it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.02it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  9.01it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.02it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.03it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.03it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.02it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.02it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.02it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.99it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.98it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.00it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.00it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.99it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.00it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  8.99it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.01it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  8.99it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:04,  8.97it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.97it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  8.99it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.01it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.01it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.02it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  8.99it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.01it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  8.98it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  8.97it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.98it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.00it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.01it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.03it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.03it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.00it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.00it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  8.98it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.01it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.01it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.00it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.02it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.03it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.03it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.03it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  8.99it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  8.99it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.01it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.01it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.00it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  8.99it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.01it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.01it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.02it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.00it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  8.98it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  8.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.98it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.03it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'chair', 'floor', '_scene_']
['Library-19478']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.63it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.63it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.65it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.46it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 11.11it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.65it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.95it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.17it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.44it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.52it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.57it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.59it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.63it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.64it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.65it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.65it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.67it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.67it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.66it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.67it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.66it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.66it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.65it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.66it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.65it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.65it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.64it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.66it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.66it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.67it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.67it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.67it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.66it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.66it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.66it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.67it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.66it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.66it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.67it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.66it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.66it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.64it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.65it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.64it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.64it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.65it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.64it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.58it/s]
rendering ['desk', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-898']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.63it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.68it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.64it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.63it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.59it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.57it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.56it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.53it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.54it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.54it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.54it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.53it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.54it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.56it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.55it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.58it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.57it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.58it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.57it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.56it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.56it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.58it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.58it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.59it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.59it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.59it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.60it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.58it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.58it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.59it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.60it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.59it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.60it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.59it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.58it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.57it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.57it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.57it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.57it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.57it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.56it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.57it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.57it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.57it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.58it/s]
rendering ['bookshelf', 'desk', 'chair', 'floor', '_scene_']
['Library-2159']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.56it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01,  9.67it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01,  9.49it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01,  9.53it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.59it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.54it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.49it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.58it/s]
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DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00,  9.59it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00,  9.48it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:09<00:00,  9.56it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.63it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.65it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.48it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.58it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.57it/s]
rendering ['bookshelf', 'chair', 'desk', 'sofa', 'table', 'floor', '_scene_']
['Library-7291']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.23it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.23it/s]
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DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.18it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.18it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.15it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.16it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.08it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.07it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.05it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:09,  9.03it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.04it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.04it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.08it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.07it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.06it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.06it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  9.08it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.09it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.04it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.06it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.08it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.06it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.09it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.05it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  9.06it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.08it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.10it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.06it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.07it/s]
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DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.10it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.06it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.06it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.08it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.06it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.06it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.07it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.05it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.06it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.07it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.14it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.17it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.14it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.17it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.20it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.08it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.10it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.08it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.09it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.08it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.07it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.08it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.07it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.09it/s]
rendering ['chair', 'bookshelf', 'lamp', 'desk', 'sofa', 'floor', '_scene_']
['Library-24727']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.67it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.56it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.58it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.61it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.58it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.59it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.63it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.56it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.58it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.62it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.56it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.59it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.59it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.56it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.57it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.58it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.59it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.58it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.62it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.60it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.58it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.58it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.59it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.59it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.61it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.62it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.61it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.64it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.65it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.60it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.63it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.63it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.57it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.63it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.64it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.57it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.60it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.62it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.61it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.61it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.62it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.61it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.61it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.61it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.60it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.60it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.60it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.59it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.62it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.60it/s]
rendering ['bookshelf', 'chair', 'lamp', 'floor', '_scene_']
['Library-43565']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.08it/s]
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DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.13it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.12it/s]
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DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:09,  9.11it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.11it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.13it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  9.12it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.12it/s]
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DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.14it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.10it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.10it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.10it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.10it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.09it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.11it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  8.55it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.24it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.48it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  8.66it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.79it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  8.98it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.12it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.09it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.11it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.12it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:02,  9.09it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.11it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.13it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.13it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.14it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.14it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.14it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.14it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.13it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.12it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.13it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.13it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.10it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.11it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.11it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.06it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.10it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.07it/s]
rendering ['bookshelf', 'bookshelf', 'chair', 'lamp', 'desk', 'floor', '_scene_']
['Library-24675']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.80it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.81it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.89it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.77it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.88it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.77it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.86it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.74it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.85it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.75it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.85it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.79it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.82it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.80it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.80it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.85it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.78it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.85it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.77it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.87it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.90it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.96it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.16it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.19it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.96it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.77it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.62it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.54it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.49it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.43it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.39it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.38it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.33it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.33it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.35it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.35it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.33it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.34it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.60it/s]
rendering ['lamp', 'chair', 'desk', 'bookshelf', 'floor', '_scene_']
['Library-11256']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.16it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:11<00:03,  6.97it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  6.93it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  6.91it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:12<00:02,  6.88it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:12<00:02,  6.94it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:12<00:02,  6.90it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  6.89it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  6.87it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:13<00:01,  6.91it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:13<00:01,  6.95it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:13<00:01,  6.83it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:13<00:01,  6.91it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  6.90it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  6.89it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  6.92it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:14<00:00,  6.86it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:14<00:00,  6.89it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:14<00:00,  6.91it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.81it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.92it/s]
rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['Library-70308']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.25it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.36it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.45it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.40it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.36it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.42it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.42it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.39it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.41it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.38it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.40it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.42it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.42it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.41it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.43it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.44it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.45it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.41it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.40it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.44it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.43it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.38it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.38it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.42it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.42it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.38it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.38it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.41it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.40it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.41it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.40it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.40it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.43it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.42it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.41it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.41it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.43it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.41it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.42it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.44it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.44it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.41it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.42it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.42it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.41it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.39it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.41it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-57472']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.16it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.11it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.10it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.12it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.15it/s]
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DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.00it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.45it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.02it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.98it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.01it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.00it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  8.97it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  8.99it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  8.99it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  8.90it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  8.67it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  8.53it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.39it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  8.32it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  8.08it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  8.36it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  8.55it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  8.74it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  8.86it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  8.94it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  8.97it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.01it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.01it/s]
rendering ['desk', 'bookshelf', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-32231']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.17it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.14it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.16it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.15it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.16it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.16it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.20it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.20it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.18it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.17it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.15it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.11it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.15it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.15it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.15it/s]
rendering ['desk', 'bookshelf', 'cabinet', 'lamp', 'chair', 'floor', '_scene_']
['Library-2480']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.53it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.56it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.59it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.57it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.58it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.59it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.59it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.56it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.58it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.57it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.59it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.58it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.57it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.56it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.57it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.57it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.56it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.56it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.54it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.57it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.57it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.57it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.58it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.57it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.58it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.57it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.58it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.58it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.57it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.56it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.54it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.55it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.55it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.55it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.56it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.56it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.56it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.55it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.55it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.55it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.56it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.57it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.56it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.57it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.58it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.57it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.57it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.56it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.57it/s]
rendering ['chair', 'bookshelf', 'desk', 'floor', '_scene_']
['Library-23898']

0it [00:00, ?it/s]
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1000it [00:42, 23.56it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.44it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.53it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.65it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.44it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.57it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.52it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.46it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:11,  7.89it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.85it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.73it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.69it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.69it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  7.85it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.12it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.44it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.66it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.81it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  8.90it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.75it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.60it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.50it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.44it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:08,  8.40it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.23it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.22it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:07,  8.23it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.27it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.24it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.23it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.26it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.24it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.23it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.22it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.24it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:07<00:05,  8.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.25it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.23it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.28it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.24it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:04,  8.24it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.21it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.20it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.22it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.25it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.23it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.24it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.25it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.26it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.29it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.22it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.21it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.22it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.24it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.23it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.25it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.20it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.20it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.26it/s]
rendering ['table', 'lamp', 'bookshelf', 'chair', 'bookshelf', 'bookshelf', 'floor', '_scene_']
['Library-19283']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:07, 12.50it/s]
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DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.29it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.37it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.22it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.27it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.33it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.24it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 12.32it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.27it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.22it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.34it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.39it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.22it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.36it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.19it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.21it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.30it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.37it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.26it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.29it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.37it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.31it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.26it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.35it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.36it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.25it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.33it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.38it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 12.22it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.30it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 12.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.20it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.30it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.39it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 12.21it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.30it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.38it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.21it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.31it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.40it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 12.27it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.30it/s]
rendering ['bookshelf', 'desk', 'chair', 'floor', '_scene_']
['Library-29744']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.31it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.36it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.31it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.35it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.34it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.36it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.33it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.35it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.38it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.38it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.31it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.32it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.37it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.30it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.31it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.30it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.31it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.32it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.32it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.32it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.30it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.34it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.32it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.31it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.30it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.30it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.31it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.30it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.32it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.28it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.31it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.33it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.35it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.33it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.34it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.40it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.33it/s]
rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'floor', '_scene_']
['Library-22443']

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1000it [00:42, 23.31it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.09it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.13it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.17it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.15it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.13it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.15it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.13it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.12it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.13it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.13it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.14it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.13it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.11it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.12it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.13it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.15it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.16it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.16it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.15it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.12it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.12it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.11it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.12it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.11it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.12it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.14it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.12it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.10it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.11it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  9.09it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.11it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.12it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:04,  9.10it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:03,  9.10it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.12it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.14it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.13it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.14it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.13it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.15it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  9.13it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  9.13it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:07<00:02,  9.13it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02,  9.11it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:02,  9.10it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.15it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  9.12it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.07it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.07it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.08it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.03it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.09it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.12it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.12it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.10it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.11it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.13it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.12it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.13it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.13it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.12it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.13it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.12it/s]
rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-1093']

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1000it [00:42, 23.51it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.34it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.28it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:11,  8.33it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:11,  8.35it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.32it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.32it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.31it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.30it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.29it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.31it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.33it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.32it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.31it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.28it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.27it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.26it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.25it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.27it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.25it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.29it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:06,  8.30it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.30it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.32it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.34it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:06,  8.31it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.30it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.31it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.29it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.25it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:07<00:04,  8.23it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:07<00:04,  8.19it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:04,  8.23it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:04,  8.26it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.27it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.30it/s]
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DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.34it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.31it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.32it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.34it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.32it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.34it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.34it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  8.34it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  8.34it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  8.32it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  8.31it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.30it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.32it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.45it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.58it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.77it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.79it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.62it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.51it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.45it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.39it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.35it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.33it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  8.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.32it/s]
rendering ['bookshelf', 'bookshelf', 'bookshelf', 'chair', 'lamp', 'chair', 'floor', '_scene_']
['Library-13832']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.50it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.41it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.32it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.34it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.34it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.33it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.33it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.34it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.36it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.37it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.35it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.34it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.35it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.32it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.29it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.30it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.33it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.36it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.38it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.35it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.35it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.34it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.33it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.31it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.31it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.32it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.32it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.31it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.30it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.32it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.31it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.31it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.29it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.31it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.30it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.33it/s]
rendering ['bookshelf', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-16869']

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1000it [00:42, 23.27it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.80it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:11,  8.60it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:11,  8.52it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:11,  8.63it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  8.68it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  8.72it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  8.57it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  8.59it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.66it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.66it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.61it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.55it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:10,  8.63it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  8.65it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  8.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  8.55it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  8.57it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.64it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.69it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.65it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.60it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  8.66it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  8.69it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  8.58it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.56it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.62it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:08,  8.63it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.66it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.48it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.59it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  8.63it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  8.69it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  8.57it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.52it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.59it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.65it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.69it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.52it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.55it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  8.61it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  8.65it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  8.65it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.52it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:05<00:06,  8.60it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:06,  8.62it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:06,  8.67it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.58it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  8.59it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  8.63it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  8.65it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.66it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:06<00:05,  8.49it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.58it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.62it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.66it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.54it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  8.53it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  8.60it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  8.67it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  8.68it/s]
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DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.60it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.61it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.66it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.55it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:01,  8.59it/s]
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DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.49it/s]
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DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.65it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.50it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  8.61it/s]
rendering ['chair', 'desk', 'chair', 'bookshelf', 'bookshelf', 'desk', 'floor', '_scene_']
['Library-29737']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.32it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.31it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.30it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.23it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.25it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.28it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.30it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.26it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.26it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.31it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.29it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.29it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07, 10.27it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.30it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.32it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.32it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.29it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.30it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.32it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.27it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.28it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.30it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.31it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.29it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.29it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.30it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.27it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.31it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.29it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.30it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.32it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.33it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.29it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.27it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.30it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.31it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.26it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.26it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.29it/s]
rendering ['chair', 'desk', 'lamp', 'bookshelf', 'floor', '_scene_']
['Library-13751']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.39it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.30it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.34it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.33it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.33it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.35it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.34it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.36it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.36it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.36it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.37it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.37it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.33it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.34it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.34it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.33it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.33it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.33it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.29it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.29it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.30it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.31it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.29it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.31it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.32it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.27it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.28it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.30it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.29it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.27it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.29it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.30it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.30it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.27it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.28it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.32it/s]
rendering ['lamp', 'bookshelf', 'desk', 'chair', 'floor', '_scene_']
['Library-11820']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.35it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.36it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.37it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.37it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.40it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.38it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.37it/s]
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DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.37it/s]
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DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.38it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.36it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.37it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.38it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.38it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.36it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.37it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.36it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.36it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.35it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.32it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.32it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.34it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.33it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.33it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.33it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.33it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.33it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.33it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.35it/s]
rendering ['lamp', 'chair', 'desk', 'bookshelf', 'floor', '_scene_']
['Library-45741']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.45it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.38it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.31it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.30it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.32it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.31it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.32it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.33it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.34it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.36it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.36it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.34it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.34it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.34it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.35it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.34it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.35it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.36it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.34it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.33it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.33it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.35it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.35it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.35it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.36it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.35it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.34it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.35it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.36it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.35it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.35it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.34it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.33it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.35it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.33it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.35it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.35it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.32it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.34it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-4659']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.53it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.32it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 11.80it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.82it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.02it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.94it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 12.12it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.01it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.14it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.03it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.17it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 12.05it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 12.16it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.11it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.17it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.17it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.19it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.17it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.15it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.17it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.13it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.21it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.16it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.24it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.12it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.21it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.15it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.29it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.18it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.27it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.18it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.23it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.23it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.21it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.27it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.18it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 12.27it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.15it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 12.25it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.12it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.22it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.15it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 12.27it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.51it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.84it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.65it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.51it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.50it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 12.29it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.19it/s]
rendering ['desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-1808']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.05it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.05it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.05it/s]
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DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.12it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.04it/s]
rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-457']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.75it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.71it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.73it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.75it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.70it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.70it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.71it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.68it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.69it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.67it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.68it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.71it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 11.68it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.51it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.21it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.80it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.06it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.24it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.35it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.45it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.56it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.60it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.64it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.67it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.66it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.67it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 11.69it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.67it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.70it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.71it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.70it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.71it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.71it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.69it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.71it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.72it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.69it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.76it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.75it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.73it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.74it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.73it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.70it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.72it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.73it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.71it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.70it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.71it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.63it/s]
rendering ['bookshelf', 'lamp', 'table', 'floor', '_scene_']
['Library-123545']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:11,  8.37it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:11,  8.30it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:11,  8.26it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:10,  8.30it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:10,  8.29it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:10,  8.32it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:10,  8.27it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:10,  8.24it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:10,  8.26it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:09,  8.23it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:09,  8.25it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:09,  8.26it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:09,  8.28it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:09,  8.27it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:08,  8.29it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:08,  8.26it/s]
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DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:08,  8.33it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.32it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:08,  8.31it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:08,  8.30it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:07,  8.28it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:07,  8.31it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:07,  8.33it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:07,  8.30it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:07,  8.32it/s]
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DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:06,  8.29it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:05<00:06,  8.31it/s]
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DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:06,  8.28it/s]
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DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  8.25it/s]
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DDIM Sampler:  52%|█████▏    | 52/100 [00:06<00:05,  8.26it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:06<00:05,  8.30it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:05,  8.27it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:05,  8.28it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:05,  8.26it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  8.27it/s]
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DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.29it/s]
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DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:04,  8.31it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:08<00:03,  8.30it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.28it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:09<00:03,  8.25it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:09<00:02,  8.27it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:09<00:02,  8.25it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:09<00:02,  8.24it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:09<00:02,  8.18it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:09<00:02,  8.00it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:09<00:02,  7.84it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:02,  7.76it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:10<00:02,  7.52it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:10<00:02,  7.74it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:10<00:01,  7.90it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:10<00:01,  8.01it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:10<00:01,  8.08it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:10<00:01,  8.14it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:10<00:01,  8.21it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  8.20it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:11<00:01,  8.23it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:11<00:00,  8.24it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:11<00:00,  8.26it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:11<00:00,  8.27it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:11<00:00,  8.23it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:11<00:00,  8.25it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:11<00:00,  8.22it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:12<00:00,  8.23it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.25it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:12<00:00,  8.24it/s]
rendering ['desk', 'chair', 'bookshelf', 'bookshelf', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-71638']

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1000it [00:41, 23.82it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.12it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.16it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.15it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.17it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:10,  9.14it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.14it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.13it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.13it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.14it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.19it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:09,  9.21it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.17it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.15it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.16it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.12it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:08,  9.13it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:08,  9.11it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.14it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.16it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:07,  9.15it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.16it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.13it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.13it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.13it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.14it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:06,  9.17it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:06,  9.15it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.12it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.12it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.14it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.16it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.16it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.16it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.15it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.14it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:05,  9.16it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:06<00:04,  9.17it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:06<00:04,  9.16it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.17it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.19it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:04,  9.16it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:04,  9.16it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:04,  9.16it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:04,  9.15it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:06<00:04,  9.18it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03,  9.17it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:07<00:03,  9.16it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.14it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:07<00:03,  9.14it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03,  9.16it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:07<00:03,  9.14it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:03,  9.16it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:07<00:03,  8.99it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  8.80it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:08<00:03,  8.63it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:03,  8.57it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:08<00:03,  8.29it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02,  8.53it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:08<00:02,  8.73it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  8.84it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:08<00:02,  8.93it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  8.96it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.03it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.04it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:09<00:01,  9.07it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.09it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.12it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.13it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.13it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.14it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.14it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.18it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.21it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.21it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.22it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.18it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.17it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.18it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.10it/s]
rendering ['desk', 'bookshelf', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-90753']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.72it/s]
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DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.93it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.98it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.86it/s]
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DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.93it/s]
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DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.89it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.95it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.84it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.93it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 10.98it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.84it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.92it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.95it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.89it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.96it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.92it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.90it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.99it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.91it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.93it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.99it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.85it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.94it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.97it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.55it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.34it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.60it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.74it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.69it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.83it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.84it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.82it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.90it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.85it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.89it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.85it/s]
rendering ['chair', 'desk', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-8543']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.44it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.43it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.37it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.38it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.38it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.38it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.61it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.59it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.54it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.50it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.42it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.41it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.42it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.42it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.37it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.36it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.39it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.37it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.38it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.30it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.35it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.36it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.20it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.91it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.81it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.60it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04,  9.88it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.05it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.16it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.19it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.25it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.31it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.36it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.32it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.34it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.37it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.38it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.35it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.31it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.28it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.30it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.34it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.34it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.36it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.32it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-28947']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.52it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.60it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.64it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.63it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.63it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.66it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.65it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.65it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.68it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.69it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.67it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.67it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.67it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.63it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.66it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.67it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.65it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.67it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.69it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.67it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.67it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.69it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.61it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.66it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.64it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.63it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.64it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.65it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.65it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.67it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.67it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.67it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.68it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.72it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.73it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.70it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.73it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.71it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.72it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.72it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.71it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.70it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.70it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.72it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.69it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.38it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.16it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.92it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.60it/s]
rendering ['desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-163346']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.77it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.69it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.70it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.68it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.66it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.65it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.62it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 11.62it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.62it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.62it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.62it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 11.62it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 11.60it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 11.62it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 11.60it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.61it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 11.60it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 11.61it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 11.61it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 11.61it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 11.61it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 11.61it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 11.59it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.58it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 11.57it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 11.58it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 11.60it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.59it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.59it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 11.58it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 11.59it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.58it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.58it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.60it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 11.60it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 11.60it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 11.59it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.59it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 11.58it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 11.57it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.59it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 11.59it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 11.59it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 11.60it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 11.60it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.61it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.61it/s]
rendering ['desk', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-32140']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.93it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.29it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.40it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.41it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.30it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.39it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.45it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.34it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.35it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.41it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.48it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.30it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.38it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.44it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.48it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.30it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.39it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.43it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.37it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.33it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.39it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.45it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.28it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.36it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.43it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.46it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.28it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.36it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.40it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.31it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.27it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.39it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.46it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.29it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.38it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.45it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:02, 12.50it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.29it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 12.38it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.43it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.39it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.35it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 12.43it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.47it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.30it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.37it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.46it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.51it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 12.51it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.55it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.40it/s]
rendering ['desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-19891']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.20it/s]
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DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.18it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.17it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.17it/s]
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DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.16it/s]
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DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.20it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.18it/s]
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DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.16it/s]
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DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.15it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.16it/s]
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DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.22it/s]
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DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:08,  7.29it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.27it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.31it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.30it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.35it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.32it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.37it/s]
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DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.38it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.44it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:05,  7.37it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.45it/s]
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DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.40it/s]
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DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.42it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.38it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.40it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.37it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:03,  7.36it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:09<00:03,  7.37it/s]
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DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.41it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.39it/s]
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DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.38it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:02,  7.42it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:10<00:02,  7.36it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:10<00:02,  7.41it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.36it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.42it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.34it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.40it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.33it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.42it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:11<00:01,  7.36it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.41it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.36it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.40it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.37it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.39it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.39it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:12<00:00,  7.40it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:12<00:00,  7.41it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.38it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.41it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.39it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.42it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.37it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.32it/s]
rendering ['bookshelf', 'desk', 'chair', 'chair', 'chair', 'table', 'lamp', 'floor', '_scene_']
['Library-7168']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09, 10.35it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09, 10.41it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.33it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.33it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.26it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:08, 10.25it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:08, 10.28it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.30it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.32it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.27it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.32it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07, 10.35it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.33it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.31it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:06, 10.31it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.33it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06, 10.34it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06, 10.32it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.31it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.34it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:05, 10.32it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.31it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.34it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.35it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.31it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.27it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.31it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.32it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:03, 10.28it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.28it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.33it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.35it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.37it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.35it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.35it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.28it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.26it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.23it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.27it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 10.30it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.31it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.30it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.31it/s]
rendering ['desk', 'bookshelf', 'bookshelf', 'bookshelf', 'floor', '_scene_']
['Library-17832']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.23it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.18it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:13,  7.16it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.19it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.19it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.20it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.18it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:12,  7.16it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:12,  7.19it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.20it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.17it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.19it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:11,  7.20it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:11,  7.18it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:11,  7.16it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.19it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.18it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:03<00:10,  7.21it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:03<00:10,  7.20it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:03<00:10,  7.19it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:04<00:09,  7.19it/s]
DDIM Sampler:  30%|███       | 30/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  31%|███       | 31/100 [00:04<00:09,  7.16it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:04<00:09,  7.15it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:04<00:09,  7.18it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:04<00:09,  7.17it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:04<00:09,  7.14it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:05<00:08,  7.15it/s]
DDIM Sampler:  40%|████      | 40/100 [00:05<00:08,  7.16it/s]
DDIM Sampler:  41%|████      | 41/100 [00:05<00:08,  7.18it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:05<00:08,  7.17it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:05<00:07,  7.14it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:06<00:07,  7.15it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:06<00:07,  7.17it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:06<00:07,  7.19it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:06<00:07,  7.18it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:06<00:07,  7.16it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:06<00:07,  7.18it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:06<00:06,  7.19it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:07<00:06,  7.16it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:07<00:06,  7.15it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:07<00:06,  7.18it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:07<00:06,  7.20it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:07<00:06,  7.18it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:07<00:06,  7.17it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:07<00:05,  7.20it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:08<00:05,  7.22it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:08<00:05,  7.21it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:08<00:05,  7.19it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:08<00:05,  7.21it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:08<00:05,  7.22it/s]
DDIM Sampler:  63%|██████▎   | 63/100 [00:08<00:05,  7.21it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:08<00:05,  7.19it/s]
DDIM Sampler:  65%|██████▌   | 65/100 [00:09<00:04,  7.21it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:09<00:04,  7.22it/s]
DDIM Sampler:  67%|██████▋   | 67/100 [00:09<00:04,  7.21it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  69%|██████▉   | 69/100 [00:09<00:04,  7.19it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:09<00:04,  7.18it/s]
DDIM Sampler:  71%|███████   | 71/100 [00:09<00:04,  7.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  73%|███████▎  | 73/100 [00:10<00:03,  7.22it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:10<00:03,  7.20it/s]
DDIM Sampler:  75%|███████▌  | 75/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  77%|███████▋  | 77/100 [00:10<00:03,  7.17it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:10<00:03,  7.16it/s]
DDIM Sampler:  79%|███████▉  | 79/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:11<00:02,  7.16it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:11<00:02,  7.15it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:11<00:02,  7.13it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:11<00:01,  7.15it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:12<00:01,  7.18it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:12<00:01,  7.16it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:12<00:00,  7.16it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:13<00:00,  7.18it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:13<00:00,  7.19it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:13<00:00,  7.17it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:13<00:00,  7.16it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:13<00:00,  7.15it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:13<00:00,  7.14it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.15it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:13<00:00,  7.18it/s]
rendering ['desk', 'chair', 'wardrobe', 'wardrobe', 'wardrobe', 'wardrobe', 'lamp', 'floor', '_scene_']
['Library-25138']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.17it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.16it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.16it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.93it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.99it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.02it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.05it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.99it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.93it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:07, 10.99it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 11.01it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 11.03it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.88it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.93it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.98it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:05, 11.02it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 11.05it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.91it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.98it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 11.02it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:05, 11.06it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 11.04it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.92it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.97it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 11.03it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 11.07it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.93it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.96it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.99it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 11.03it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 11.06it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.91it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.98it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 11.04it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 11.07it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 11.04it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.95it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:01, 11.02it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 11.06it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 11.08it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.96it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.97it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:01, 11.03it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 11.07it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 11.07it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.92it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.96it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 11.02it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 11.04it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 11.01it/s]
rendering ['chair', 'chair', 'lamp', 'lamp', 'floor', '_scene_']
['Library-36052']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  82%|████████▏ | 82/100 [00:09<00:01,  9.17it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:09<00:01,  9.21it/s]
DDIM Sampler:  85%|████████▌ | 85/100 [00:09<00:01,  9.11it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.15it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:10<00:01,  9.08it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:10<00:00,  9.18it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:10<00:00,  9.09it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:10<00:00,  9.12it/s]
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DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.13it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.16it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.14it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.19it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:11<00:00,  9.11it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:11<00:00,  9.00it/s]
rendering ['bookshelf', 'bookshelf', 'bookshelf', 'bookshelf', 'desk', 'floor', '_scene_']
['Library-40642']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 10.99it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.96it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.93it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.94it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.94it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.91it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.89it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.91it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.92it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.89it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.89it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 10.91it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.92it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.89it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.90it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.91it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.92it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.89it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.89it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.92it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.94it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.90it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 10.90it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.89it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.91it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.88it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.89it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.89it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.92it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.88it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.90it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.93it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.94it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.89it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.89it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.91it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.91it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:02, 10.90it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.90it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.92it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.92it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.90it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.91it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.94it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.95it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.89it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.89it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.93it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:08<00:00, 10.91it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.93it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.91it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-58697']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
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DDIM Sampler:  85%|████████▌ | 85/100 [00:08<00:01,  9.48it/s]
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DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.49it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.49it/s]
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DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.52it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.51it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.52it/s]
rendering ['desk', 'bookshelf', 'bookshelf', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-145994']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (10, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

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DDIM Sampler:  90%|█████████ | 90/100 [00:12<00:01,  6.94it/s]
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DDIM Sampler: 100%|██████████| 100/100 [00:14<00:00,  6.96it/s]
rendering ['bookshelf', 'bookshelf', 'bookshelf', 'bookshelf', 'bookshelf', 'bookshelf', 'desk', 'lamp', 'floor', '_scene_']
['Library-39529']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:09, 10.89it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.82it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.78it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.77it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.77it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.79it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.79it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.78it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.76it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.77it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.76it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.74it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.76it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.76it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.79it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.77it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.79it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.78it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.77it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.75it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.76it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.76it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.76it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.80it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.78it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.83it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.81it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.82it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.81it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.80it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.81it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.82it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.82it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.79it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.81it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.82it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.82it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02, 10.82it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.83it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.81it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01, 10.80it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01, 10.82it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:07<00:01, 10.80it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.80it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.80it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 10.77it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.78it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:08<00:00, 10.80it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.81it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.83it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.79it/s]
rendering ['bookshelf', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-56351']

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909it [00:47, 18.69it/s]
911it [00:47, 18.63it/s]
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923it [00:47, 18.79it/s]
925it [00:47, 19.00it/s]
927it [00:47, 18.98it/s]
929it [00:48, 18.90it/s]
931it [00:48, 18.84it/s]
933it [00:48, 18.78it/s]
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937it [00:48, 18.60it/s]
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951it [00:49, 18.76it/s]
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981it [00:50, 18.75it/s]
983it [00:50, 18.80it/s]
985it [00:51, 18.79it/s]
987it [00:51, 18.79it/s]
989it [00:51, 18.83it/s]
991it [00:51, 18.66it/s]
993it [00:51, 18.67it/s]
995it [00:51, 18.68it/s]
997it [00:51, 18.80it/s]
999it [00:51, 18.86it/s]
1000it [00:51, 19.28it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.37it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.35it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.38it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:10,  9.38it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:10,  9.37it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:10,  9.36it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.37it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.37it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.39it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.41it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.37it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.38it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.36it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.35it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:09,  9.35it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:09,  9.33it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:01<00:08,  9.33it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:08,  9.34it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:08,  9.37it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:08,  9.36it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:08,  9.37it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:08,  9.36it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:02<00:08,  9.37it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:08,  9.38it/s]
DDIM Sampler:  25%|██▌       | 25/100 [00:02<00:07,  9.38it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.38it/s]
DDIM Sampler:  27%|██▋       | 27/100 [00:02<00:07,  9.39it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.38it/s]
DDIM Sampler:  29%|██▉       | 29/100 [00:03<00:07,  9.38it/s]
DDIM Sampler:  30%|███       | 30/100 [00:03<00:07,  9.39it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:07,  9.37it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:07,  9.36it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:07,  9.36it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:07,  9.37it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:06,  9.36it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:06,  9.36it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:03<00:06,  9.38it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:04<00:06,  9.37it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:06,  9.37it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  9.37it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:06,  9.34it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:06,  9.31it/s]
DDIM Sampler:  43%|████▎     | 43/100 [00:04<00:06,  9.31it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05,  9.34it/s]
DDIM Sampler:  45%|████▌     | 45/100 [00:04<00:05,  9.35it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05,  9.36it/s]
DDIM Sampler:  47%|████▋     | 47/100 [00:05<00:05,  9.37it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.36it/s]
DDIM Sampler:  49%|████▉     | 49/100 [00:05<00:05,  9.37it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:05,  9.40it/s]
DDIM Sampler:  51%|█████     | 51/100 [00:05<00:05,  9.42it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:05,  9.41it/s]
DDIM Sampler:  53%|█████▎    | 53/100 [00:05<00:05,  9.40it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04,  9.38it/s]
DDIM Sampler:  55%|█████▌    | 55/100 [00:05<00:04,  9.38it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.37it/s]
DDIM Sampler:  57%|█████▋    | 57/100 [00:06<00:04,  9.38it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:04,  9.37it/s]
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DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:02,  9.36it/s]
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DDIM Sampler:  80%|████████  | 80/100 [00:08<00:02,  9.33it/s]
DDIM Sampler:  81%|████████  | 81/100 [00:08<00:02,  9.35it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01,  9.35it/s]
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DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01,  9.34it/s]
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DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01,  9.35it/s]
DDIM Sampler:  87%|████████▋ | 87/100 [00:09<00:01,  9.36it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01,  9.34it/s]
DDIM Sampler:  89%|████████▉ | 89/100 [00:09<00:01,  9.34it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:01,  9.36it/s]
DDIM Sampler:  91%|█████████ | 91/100 [00:09<00:00,  9.34it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00,  9.34it/s]
DDIM Sampler:  93%|█████████▎| 93/100 [00:09<00:00,  9.33it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:10<00:00,  9.33it/s]
DDIM Sampler:  95%|█████████▌| 95/100 [00:10<00:00,  9.34it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00,  9.35it/s]
DDIM Sampler:  97%|█████████▋| 97/100 [00:10<00:00,  9.35it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00,  9.34it/s]
DDIM Sampler:  99%|█████████▉| 99/100 [00:10<00:00,  9.38it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.36it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.36it/s]
rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'floor', '_scene_']
['Library-5406']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.38it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.41it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:13,  7.44it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:14,  6.63it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:13,  6.88it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:13,  7.06it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.20it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.25it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.28it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:12,  7.31it/s]
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rendering ['desk', 'bookshelf', 'bookshelf', 'chair', 'bookshelf', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-51220']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.24it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 11.53it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 11.37it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 11.50it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 11.41it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:07, 11.33it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 11.29it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 11.31it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 11.34it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 11.28it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 11.29it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.60it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:07,  9.43it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:07,  9.95it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:08,  8.42it/s]
DDIM Sampler:  31%|███       | 31/100 [00:03<00:08,  8.17it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:03<00:09,  7.12it/s]
DDIM Sampler:  33%|███▎      | 33/100 [00:03<00:09,  6.73it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:11,  5.93it/s]
DDIM Sampler:  35%|███▌      | 35/100 [00:03<00:10,  6.17it/s]
DDIM Sampler:  37%|███▋      | 37/100 [00:04<00:08,  7.61it/s]
DDIM Sampler:  39%|███▉      | 39/100 [00:04<00:07,  8.67it/s]
DDIM Sampler:  40%|████      | 40/100 [00:04<00:06,  8.69it/s]
DDIM Sampler:  41%|████      | 41/100 [00:04<00:08,  7.09it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:08,  6.59it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:07,  7.95it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:05<00:05,  9.03it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:05<00:05,  9.86it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:05<00:04, 10.01it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.44it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.75it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:03, 11.01it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:06<00:05,  7.39it/s]
DDIM Sampler:  59%|█████▉    | 59/100 [00:06<00:06,  6.56it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:06<00:06,  6.14it/s]
DDIM Sampler:  61%|██████    | 61/100 [00:06<00:05,  6.71it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:07<00:05,  7.12it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:07<00:04,  8.36it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:07<00:03,  9.30it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:07<00:03, 10.02it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:07<00:02, 10.37it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:02, 10.84it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:08<00:02, 10.97it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:08<00:02, 11.07it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:08<00:01, 11.31it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:08<00:01, 11.27it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 11.31it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 11.38it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:09<00:01, 11.35it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:09<00:01, 11.29it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:09<00:00, 11.33it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:09<00:00, 11.38it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 11.33it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:10<00:00, 11.31it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:10<00:00, 11.31it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00, 11.35it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:10<00:00,  9.63it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-5781']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 11.02it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.99it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.97it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 11.02it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.98it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.97it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.92it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.93it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.28it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.43it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.53it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:07, 10.60it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.64it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.69it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.72it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.62it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:08,  7.40it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:07,  8.21it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:06,  8.88it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:06,  9.42it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:04<00:05,  9.83it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.14it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:05, 10.33it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.50it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.63it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:05<00:04, 10.74it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:05<00:04, 10.79it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04, 10.77it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:03, 10.77it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.82it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:06<00:03, 10.86it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:06<00:03, 10.88it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.85it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.89it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.16it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:07<00:03,  7.55it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:07<00:03,  8.33it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02,  9.08it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02,  9.67it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.06it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:08<00:01, 10.40it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:08<00:01, 10.72it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01, 10.85it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.96it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 11.13it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00, 11.15it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:09<00:00, 11.15it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 11.23it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 11.22it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 11.18it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.31it/s]
rendering ['desk', 'chair', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-123334']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (7, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:10,  9.69it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:10,  9.68it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:10,  9.67it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:09,  9.70it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:09,  9.69it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:09,  9.64it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:09,  9.59it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:09,  9.57it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:00<00:09,  9.53it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:09,  9.51it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:09,  9.52it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:09,  9.53it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:09,  9.54it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:09,  9.54it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:08,  9.54it/s]
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rendering ['desk', 'chair', 'bookshelf', 'bookshelf', 'lamp', 'floor', '_scene_']
['Library-1511']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (5, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 12.17it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:07, 12.24it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:07, 12.23it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:07, 12.25it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:07, 12.26it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:00<00:07, 12.43it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:06, 12.42it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:06, 12.36it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:06, 12.38it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:06, 12.43it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:01<00:06, 12.44it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:01<00:06, 12.40it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:05, 12.52it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:05, 12.44it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:05, 12.39it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:05, 12.35it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:02<00:05, 12.33it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:02<00:05, 12.44it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 12.37it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:04, 12.56it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:04, 12.43it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:03<00:04, 12.37it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:03<00:04, 12.32it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:03<00:04, 12.30it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 12.28it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:03, 12.24it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:03, 12.23it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:04<00:03, 12.22it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:04<00:03, 12.25it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:04<00:03, 12.24it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 12.24it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:02, 12.37it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:05<00:02, 12.35it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:05<00:02, 12.33it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:05<00:02, 12.24it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:05<00:02, 12.47it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:05<00:02, 12.48it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:06<00:01, 12.54it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:06<00:01, 12.44it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:06<00:01, 12.41it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:06<00:01, 12.38it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:06<00:01, 12.28it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:06<00:01, 12.28it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:07<00:00, 12.25it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:07<00:00, 12.21it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:07<00:00, 12.23it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:07<00:00, 12.23it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:07<00:00, 12.22it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:07<00:00, 11.55it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 11.16it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:08<00:00, 12.24it/s]
rendering ['desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-74566']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (6, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:08, 10.92it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:08, 10.90it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:08, 10.89it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:00<00:08, 10.90it/s]
DDIM Sampler:  10%|█         | 10/100 [00:00<00:08, 10.88it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:08, 10.88it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:07, 10.88it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:01<00:07, 10.87it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:01<00:07, 10.88it/s]
DDIM Sampler:  20%|██        | 20/100 [00:01<00:07, 10.88it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:07, 10.89it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:02<00:06, 10.88it/s]
DDIM Sampler:  26%|██▌       | 26/100 [00:02<00:06, 10.89it/s]
DDIM Sampler:  28%|██▊       | 28/100 [00:02<00:06, 10.89it/s]
DDIM Sampler:  30%|███       | 30/100 [00:02<00:06, 10.89it/s]
DDIM Sampler:  32%|███▏      | 32/100 [00:02<00:06, 10.89it/s]
DDIM Sampler:  34%|███▍      | 34/100 [00:03<00:06, 10.89it/s]
DDIM Sampler:  36%|███▌      | 36/100 [00:03<00:05, 10.88it/s]
DDIM Sampler:  38%|███▊      | 38/100 [00:03<00:05, 10.88it/s]
DDIM Sampler:  40%|████      | 40/100 [00:03<00:05, 10.88it/s]
DDIM Sampler:  42%|████▏     | 42/100 [00:03<00:05, 10.88it/s]
DDIM Sampler:  44%|████▍     | 44/100 [00:04<00:05, 10.88it/s]
DDIM Sampler:  46%|████▌     | 46/100 [00:04<00:04, 10.87it/s]
DDIM Sampler:  48%|████▊     | 48/100 [00:04<00:04, 10.88it/s]
DDIM Sampler:  50%|█████     | 50/100 [00:04<00:04, 10.88it/s]
DDIM Sampler:  52%|█████▏    | 52/100 [00:04<00:04, 10.87it/s]
DDIM Sampler:  54%|█████▍    | 54/100 [00:04<00:04, 10.88it/s]
DDIM Sampler:  56%|█████▌    | 56/100 [00:05<00:04,  9.98it/s]
DDIM Sampler:  58%|█████▊    | 58/100 [00:05<00:04, 10.24it/s]
DDIM Sampler:  60%|██████    | 60/100 [00:05<00:03, 10.43it/s]
DDIM Sampler:  62%|██████▏   | 62/100 [00:05<00:03, 10.56it/s]
DDIM Sampler:  64%|██████▍   | 64/100 [00:05<00:03, 10.66it/s]
DDIM Sampler:  66%|██████▌   | 66/100 [00:06<00:03, 10.73it/s]
DDIM Sampler:  68%|██████▊   | 68/100 [00:06<00:02, 10.78it/s]
DDIM Sampler:  70%|███████   | 70/100 [00:06<00:02, 10.60it/s]
DDIM Sampler:  72%|███████▏  | 72/100 [00:06<00:02, 10.68it/s]
DDIM Sampler:  74%|███████▍  | 74/100 [00:06<00:02, 10.73it/s]
DDIM Sampler:  76%|███████▌  | 76/100 [00:07<00:02,  9.65it/s]
DDIM Sampler:  78%|███████▊  | 78/100 [00:07<00:02, 10.01it/s]
DDIM Sampler:  80%|████████  | 80/100 [00:07<00:01, 10.26it/s]
DDIM Sampler:  82%|████████▏ | 82/100 [00:07<00:01,  9.76it/s]
DDIM Sampler:  83%|████████▎ | 83/100 [00:07<00:01,  9.61it/s]
DDIM Sampler:  84%|████████▍ | 84/100 [00:07<00:01,  9.36it/s]
DDIM Sampler:  86%|████████▌ | 86/100 [00:08<00:01,  9.88it/s]
DDIM Sampler:  88%|████████▊ | 88/100 [00:08<00:01, 10.22it/s]
DDIM Sampler:  90%|█████████ | 90/100 [00:08<00:00, 10.43it/s]
DDIM Sampler:  92%|█████████▏| 92/100 [00:08<00:00,  9.76it/s]
DDIM Sampler:  94%|█████████▍| 94/100 [00:08<00:00, 10.10it/s]
DDIM Sampler:  96%|█████████▌| 96/100 [00:09<00:00, 10.32it/s]
DDIM Sampler:  98%|█████████▊| 98/100 [00:09<00:00, 10.48it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.60it/s]
DDIM Sampler: 100%|██████████| 100/100 [00:09<00:00, 10.57it/s]
rendering ['wardrobe', 'desk', 'chair', 'lamp', 'floor', '_scene_']
['Library-35695']

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1000it [00:41, 23.86it/s]
inference mode.. no gt sdf
Data shape for DDIM sampling is (9, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s]
DDIM Sampler:   1%|          | 1/100 [00:00<00:13,  7.55it/s]
DDIM Sampler:   2%|▏         | 2/100 [00:00<00:13,  7.52it/s]
DDIM Sampler:   3%|▎         | 3/100 [00:00<00:12,  7.51it/s]
DDIM Sampler:   4%|▍         | 4/100 [00:00<00:12,  7.55it/s]
DDIM Sampler:   5%|▌         | 5/100 [00:00<00:12,  7.53it/s]
DDIM Sampler:   6%|▌         | 6/100 [00:00<00:12,  7.50it/s]
DDIM Sampler:   7%|▋         | 7/100 [00:00<00:12,  7.51it/s]
DDIM Sampler:   8%|▊         | 8/100 [00:01<00:12,  7.54it/s]
DDIM Sampler:   9%|▉         | 9/100 [00:01<00:12,  7.53it/s]
DDIM Sampler:  10%|█         | 10/100 [00:01<00:11,  7.53it/s]
DDIM Sampler:  11%|█         | 11/100 [00:01<00:11,  7.53it/s]
DDIM Sampler:  12%|█▏        | 12/100 [00:01<00:11,  7.56it/s]
DDIM Sampler:  13%|█▎        | 13/100 [00:01<00:11,  7.49it/s]
DDIM Sampler:  14%|█▍        | 14/100 [00:01<00:11,  7.47it/s]
DDIM Sampler:  15%|█▌        | 15/100 [00:01<00:11,  7.49it/s]
DDIM Sampler:  16%|█▌        | 16/100 [00:02<00:11,  7.52it/s]
DDIM Sampler:  17%|█▋        | 17/100 [00:02<00:11,  7.52it/s]
DDIM Sampler:  18%|█▊        | 18/100 [00:02<00:10,  7.51it/s]
DDIM Sampler:  19%|█▉        | 19/100 [00:02<00:10,  7.52it/s]
DDIM Sampler:  20%|██        | 20/100 [00:02<00:10,  7.53it/s]
DDIM Sampler:  21%|██        | 21/100 [00:02<00:10,  7.52it/s]
DDIM Sampler:  22%|██▏       | 22/100 [00:02<00:10,  7.52it/s]
DDIM Sampler:  23%|██▎       | 23/100 [00:03<00:10,  7.52it/s]
DDIM Sampler:  24%|██▍       | 24/100 [00:03<00:10,  7.54it/s]
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rendering ['bookshelf', 'bookshelf', 'desk', 'chair', 'table', 'chair', 'lamp', 'floor', '_scene_']
['Library-934']

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inference mode.. no gt sdf
Data shape for DDIM sampling is (8, 3, 16, 16, 16), eta 0.0
Running DDIM Sampling with 100 timesteps

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rendering ['lamp', 'desk', 'bookshelf', 'chair', 'chair', 'table', 'floor', '_scene_']
acc & L/R: 0.98 & F/B: 0.99 & Bi/Sm: 0.96 & Ta/Sh: 0.96 & Stand: 1.00 & Close: 0.74 & Symm: 0.53. Total: &0.96
means of mean: 0.88
PhyScene input saved to: /home/lehoangan/LHAN/SteerScene/echoscene_sizefix/exp_baseline/vis/2050/physcene_collision_input.json