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  1. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/.hydra/config.yaml +0 -150
  2. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/.hydra/hydra.yaml +0 -156
  3. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/.hydra/overrides.yaml +0 -1
  4. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=1500-test_success_rate=0.700.ckpt +0 -3
  5. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=3250-test_success_rate=0.700.ckpt +0 -3
  6. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=3750-test_success_rate=0.720.ckpt +0 -3
  7. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=4250-test_success_rate=0.680.ckpt +0 -3
  8. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=8000-test_success_rate=0.700.ckpt +0 -3
  9. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/checkpoints/latest.ckpt +0 -3
  10. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/logs.json.txt +0 -0
  11. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/train_diffusion_unet_lowdim_workspace.log +0 -6
  12. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/debug-internal.log +0 -18
  13. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/debug.log +0 -27
  14. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/files/config.yaml +0 -231
  15. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/files/output.log +0 -3
  16. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/files/wandb-metadata.json +0 -52
  17. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/files/wandb-summary.json +0 -1
  18. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/logs/debug-core.log +0 -14
  19. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/logs/debug-internal.log +0 -18
  20. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/logs/debug.log +0 -27
  21. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152912-cn71kmg5/run-cn71kmg5.wandb +0 -3
  22. 2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/wandb/wandb-resume.json +0 -1
  23. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/.hydra/config.yaml +0 -150
  24. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/.hydra/hydra.yaml +0 -156
  25. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/.hydra/overrides.yaml +0 -1
  26. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=0750-test_success_rate=0.640.ckpt +0 -3
  27. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=1500-test_success_rate=0.660.ckpt +0 -3
  28. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=2000-test_success_rate=0.680.ckpt +0 -3
  29. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=2250-test_success_rate=0.640.ckpt +0 -3
  30. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=2500-test_success_rate=0.700.ckpt +0 -3
  31. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/checkpoints/latest.ckpt +0 -3
  32. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/logs.json.txt +0 -0
  33. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/train_diffusion_unet_lowdim_workspace.log +0 -6
  34. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/debug-internal.log +0 -18
  35. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/debug.log +0 -27
  36. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/files/config.yaml +0 -231
  37. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/files/output.log +0 -3
  38. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/files/wandb-metadata.json +0 -52
  39. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/files/wandb-summary.json +0 -1
  40. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/logs/debug-core.log +0 -14
  41. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/logs/debug-internal.log +0 -18
  42. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/logs/debug.log +0 -27
  43. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/run-20251210_152916-lyhugcjb/run-lyhugcjb.wandb +0 -3
  44. 2025.12.10/15.29.10_train_diffusion_unet_lowdim_box-close-v2/wandb/wandb-resume.json +0 -1
  45. 2025.12.10/15.29.21_train_diffusion_unet_lowdim_box-close-v2/.hydra/config.yaml +0 -150
  46. 2025.12.10/15.29.21_train_diffusion_unet_lowdim_box-close-v2/.hydra/hydra.yaml +0 -156
  47. 2025.12.10/15.29.21_train_diffusion_unet_lowdim_box-close-v2/.hydra/overrides.yaml +0 -1
  48. 2025.12.10/15.29.21_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=12250-test_success_rate=0.660.ckpt +0 -3
  49. 2025.12.10/15.29.21_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=15500-test_success_rate=0.660.ckpt +0 -3
  50. 2025.12.10/15.29.21_train_diffusion_unet_lowdim_box-close-v2/checkpoints/epoch=4500-test_success_rate=0.660.ckpt +0 -3
2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/.hydra/config.yaml DELETED
@@ -1,150 +0,0 @@
1
- name: train_diffusion_unet_lowdim
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- _target_: llmbc.workspace.train_diffusion_unet_lowdim_workspace.TrainDiffusionUnetLowdimWorkspace
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- obs_dim: ${task.obs_dim}
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- action_dim: ${task.action_dim}
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- task_name: ${task.name}
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- exp_name: default
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- horizon: 1
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- n_obs_steps: 1
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- n_action_steps: 1
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- n_latency_steps: 0
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- past_action_visible: false
12
- keypoint_visible_rate: 1.0
13
- obs_as_local_cond: false
14
- obs_as_global_cond: true
15
- pred_action_steps_only: false
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- policy:
17
- _target_: llmbc.policy.diffusion_unet_lowdim_policy.DiffusionUnetLowdimPolicy
18
- model:
19
- _target_: llmbc.model.diffusion.conditional_unet1d.ConditionalUnet1D
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- input_dim: '${eval: ${task.action_dim} if ${obs_as_local_cond} or ${obs_as_global_cond}
21
- else ${task.obs_dim} + ${task.action_dim}}'
22
- local_cond_dim: '${eval: ${task.obs_dim} if ${obs_as_local_cond} else None}'
23
- global_cond_dim: '${eval: ${task.obs_dim}*${n_obs_steps} if ${obs_as_global_cond}
24
- else None}'
25
- diffusion_step_embed_dim: 256
26
- down_dims:
27
- - 256
28
- - 512
29
- - 1024
30
- kernel_size: 5
31
- n_groups: 8
32
- cond_predict_scale: true
33
- noise_scheduler:
34
- _target_: diffusers.schedulers.scheduling_ddpm.DDPMScheduler
35
- num_train_timesteps: 100
36
- beta_start: 0.0001
37
- beta_end: 0.02
38
- beta_schedule: squaredcos_cap_v2
39
- variance_type: fixed_small
40
- clip_sample: true
41
- prediction_type: epsilon
42
- horizon: ${horizon}
43
- obs_dim: ${obs_dim}
44
- action_dim: ${action_dim}
45
- n_action_steps: ${eval:'${n_action_steps}+${n_latency_steps}'}
46
- n_obs_steps: ${n_obs_steps}
47
- num_inference_steps: 100
48
- obs_as_local_cond: ${obs_as_local_cond}
49
- obs_as_global_cond: ${obs_as_global_cond}
50
- pred_action_steps_only: ${pred_action_steps_only}
51
- oa_step_convention: true
52
- ema:
53
- _target_: llmbc.model.diffusion.ema_model.EMAModel
54
- update_after_step: 0
55
- inv_gamma: 1.0
56
- power: 0.75
57
- min_value: 0.0
58
- max_value: 0.9999
59
- dataloader:
60
- batch_size: 128
61
- num_workers: 0
62
- shuffle: true
63
- pin_memory: false
64
- persistent_workers: false
65
- val_dataloader:
66
- batch_size: 128
67
- num_workers: 0
68
- shuffle: false
69
- pin_memory: false
70
- persistent_workers: false
71
- optimizer:
72
- _target_: torch.optim.AdamW
73
- lr: 0.0001
74
- betas:
75
- - 0.95
76
- - 0.999
77
- eps: 1.0e-08
78
- weight_decay: 1.0e-06
79
- training:
80
- device: cuda:0
81
- seed: 43
82
- debug: false
83
- resume: true
84
- lr_scheduler: cosine
85
- lr_warmup_steps: 500
86
- num_epochs: 50001
87
- gradient_accumulate_every: 1
88
- use_ema: true
89
- rollout_every: 250
90
- checkpoint_every: 250
91
- val_every: 1
92
- sample_every: 250
93
- max_train_steps: null
94
- max_val_steps: null
95
- tqdm_interval_sec: 1.0
96
- logging:
97
- project: ${task.name}-training-split-ablation
98
- resume: true
99
- mode: online
100
- name: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
101
- tags:
102
- - ${name}
103
- - ${task_name}
104
- - ${exp_name}
105
- id: null
106
- group: null
107
- checkpoint:
108
- topk:
109
- monitor_key: test_success_rate
110
- mode: max
111
- k: 5
112
- format_str: epoch={epoch:04d}-test_success_rate={test_success_rate:.3f}.ckpt
113
- save_last_ckpt: true
114
- save_last_snapshot: false
115
- multi_run:
116
- run_dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
117
- wandb_name_base: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
118
- task:
119
- name: box-close-v2
120
- obs_dim: 9
121
- action_dim: 4
122
- env_runner:
123
- _target_: llmbc.env_runner.metaworld_lowdim_runner.MetaworldLowdimRunner
124
- env_name: llf-metaworld-box-close-v2
125
- n_train: 10
126
- n_test: 50
127
- n_envs: 10
128
- max_steps: 30
129
- n_obs_steps: ${n_obs_steps}
130
- n_action_steps: ${n_action_steps}
131
- instruction_type: b
132
- feedback_type:
133
- - hp
134
- - hn
135
- - fp
136
- visual: false
137
- discount: 0.9
138
- dataset:
139
- _target_: llmbc.dataset.metaworld_lowdim_dataset.MetaworldLowdimDataset
140
- data_path: datasets/box-close-v2-split0.02.pt
141
- data_path2: datasets/box-close-v2-split0.02.pt
142
- horizon: ${horizon}
143
- pad_before: ${eval:'${n_obs_steps}-1'}
144
- pad_after: ${eval:'${n_action_steps}-1'}
145
- obs_eef_target: true
146
- use_manual_normalizer: false
147
- val_ratio: 0.1
148
- dummy_normalizer: false
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- instructor:
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- _target_: llmbc.translator.instructor.metaworld_instructor.box_close_v2_instructor.BoxCloseV2Instructor
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/.hydra/hydra.yaml DELETED
@@ -1,156 +0,0 @@
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- hydra:
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- run:
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- dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
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- sweep:
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- dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
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- subdir: ${hydra.job.num}
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- launcher:
8
- _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
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- sweeper:
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- _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
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- max_batch_size: null
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- params: null
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- help:
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- app_name: ${hydra.job.name}
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- header: '${hydra.help.app_name} is powered by Hydra.
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-
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- '
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- footer: 'Powered by Hydra (https://hydra.cc)
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-
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- Use --hydra-help to view Hydra specific help
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-
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- '
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- template: '${hydra.help.header}
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-
25
- == Configuration groups ==
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-
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- Compose your configuration from those groups (group=option)
28
-
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-
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- $APP_CONFIG_GROUPS
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-
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-
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- == Config ==
34
-
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- Override anything in the config (foo.bar=value)
36
-
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-
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- $CONFIG
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-
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-
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- ${hydra.help.footer}
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-
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- '
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- hydra_help:
45
- template: 'Hydra (${hydra.runtime.version})
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-
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- See https://hydra.cc for more info.
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-
49
-
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- == Flags ==
51
-
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- $FLAGS_HELP
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-
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-
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- == Configuration groups ==
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-
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- Compose your configuration from those groups (For example, append hydra/job_logging=disabled
58
- to command line)
59
-
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-
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- $HYDRA_CONFIG_GROUPS
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-
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-
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- Use ''--cfg hydra'' to Show the Hydra config.
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-
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- '
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- hydra_help: ???
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- hydra_logging:
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- version: 1
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- formatters:
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- simple:
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- format: '[%(asctime)s][HYDRA] %(message)s'
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- handlers:
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- console:
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- class: logging.StreamHandler
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- formatter: simple
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- stream: ext://sys.stdout
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- root:
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- level: INFO
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- handlers:
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- - console
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- loggers:
83
- logging_example:
84
- level: DEBUG
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- disable_existing_loggers: false
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- job_logging:
87
- version: 1
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- formatters:
89
- simple:
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- format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
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- handlers:
92
- console:
93
- class: logging.StreamHandler
94
- formatter: simple
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- stream: ext://sys.stdout
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- file:
97
- class: logging.FileHandler
98
- formatter: simple
99
- filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
100
- root:
101
- level: INFO
102
- handlers:
103
- - console
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- - file
105
- disable_existing_loggers: false
106
- env: {}
107
- mode: RUN
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- searchpath: []
109
- callbacks: {}
110
- output_subdir: .hydra
111
- overrides:
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- hydra:
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- - hydra.mode=RUN
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- task:
115
- - training.seed=43
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- job:
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- name: train_diffusion_unet_lowdim_workspace
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- chdir: null
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- override_dirname: training.seed=43
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- id: ???
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- num: ???
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- config_name: train_diffusion_unet_lowdim_workspace
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- env_set: {}
124
- env_copy: []
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- config:
126
- override_dirname:
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- kv_sep: '='
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- item_sep: ','
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- exclude_keys: []
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- runtime:
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- version: 1.2.0
132
- version_base: '1.2'
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- cwd: /home/chyang/workspace/LLM-BC
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- config_sources:
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- - path: hydra.conf
136
- schema: pkg
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- provider: hydra
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- - path: /home/chyang/workspace/LLM-BC/llmbc/config
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- schema: file
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- provider: main
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- - path: ''
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- schema: structured
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- provider: schema
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- output_dir: /home/chyang/workspace/LLM-BC/data/outputs/2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2
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- choices:
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- task: box-close-v2
147
- hydra/env: default
148
- hydra/callbacks: null
149
- hydra/job_logging: default
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- hydra/hydra_logging: default
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- hydra/hydra_help: default
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- hydra/help: default
153
- hydra/sweeper: basic
154
- hydra/launcher: basic
155
- hydra/output: default
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- verbose: false
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2025.12.10/15.29.06_train_diffusion_unet_lowdim_box-close-v2/.hydra/overrides.yaml DELETED
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- name: train_diffusion_unet_lowdim
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- _target_: llmbc.workspace.train_diffusion_unet_lowdim_workspace.TrainDiffusionUnetLowdimWorkspace
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