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W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766]
W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] *****************************************
W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
W1229 03:54:01.696000 1740518 site-packages/torch/distributed/run.py:766] *****************************************
BraTS train set: 85 cases
BraTS train set: 85 casesBraTS train set: 85 cases
BraTS train set: 85 cases
BraTS train set: 85 cases
BraTS train set: 85 casesBraTS train set: 85 cases
BraTS train set: 85 cases
BraTS val set: 12 casesBraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
BraTS val set: 12 cases
Loading SAM3 video model...
INFO 2025-12-29 03:54:14,274 1740608 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,343 1740602 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,368 1740607 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,404 1740605 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,435 1740604 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,532 1740609 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,639 1740606 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
INFO 2025-12-29 03:54:14,741 1740603 sam3_video_base.py: 124: setting max_num_objects=10000 and num_obj_for_compile=16
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Applying LoRA to detector: rank=8, alpha=16.0, targets=['q_proj', 'k_proj', 'v_proj', 'out_proj', 'qkv', 'proj']
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Params total=853,537,103 trainable=5,225,241 ratio=0.6122%
Applied LoRA to 159 layers
Applied LoRA to 159 layers
Output dir: /root/githubs/sam3/checkpoints
World size: 8
 Epoch 0: 0%| | 0/10 [00:00<?, ?it/s]/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
/root/miniforge/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: Grad strides do not match bucket view strides. This may indicate grad was not created according to the gradient layout contract, or that the param's strides changed since DDP was constructed. This is not an error, but may impair performance.
grad.sizes() = [1, 32, 1, 1], strides() = [32, 1, 32, 32]
bucket_view.sizes() = [1, 32, 1, 1], strides() = [32, 1, 1, 1] (Triggered internally at /pytorch/torch/csrc/distributed/c10d/reducer.cpp:328.)
 return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass
 Epoch 0: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4842, dice=0.0977] Epoch 0: 10%|█ | 1/10 [00:10<01:37, 10.84s/it, loss=0.4842, dice=0.0977] Epoch 0: 10%|█ | 1/10 [00:21<01:37, 10.84s/it, loss=0.4456, dice=0.3487] Epoch 0: 20%|██ | 2/10 [00:21<01:25, 10.68s/it, loss=0.4456, dice=0.3487] Epoch 0: 20%|██ | 2/10 [00:31<01:25, 10.68s/it, loss=0.4560, dice=0.3063] Epoch 0: 30%|███ | 3/10 [00:31<01:14, 10.60s/it, loss=0.4560, dice=0.3063] Epoch 0: 30%|███ | 3/10 [00:42<01:14, 10.60s/it, loss=0.4370, dice=0.4093] Epoch 0: 40%|████ | 4/10 [00:42<01:03, 10.56s/it, loss=0.4370, dice=0.4093] Epoch 0: 40%|████ | 4/10 [00:52<01:03, 10.56s/it, loss=0.4380, dice=0.4003] Epoch 0: 50%|█████ | 5/10 [00:52<00:52, 10.57s/it, loss=0.4380, dice=0.4003] Epoch 0: 50%|█████ | 5/10 [01:03<00:52, 10.57s/it, loss=0.4401, dice=0.4032] Epoch 0: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.4401, dice=0.4032] Epoch 0: 60%|██████ | 6/10 [01:14<00:42, 10.55s/it, loss=0.4467, dice=0.3696] Epoch 0: 70%|███████ | 7/10 [01:14<00:31, 10.55s/it, loss=0.4467, dice=0.3696] Epoch 0: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.4416, dice=0.3982] Epoch 0: 80%|████████ | 8/10 [01:24<00:21, 10.56s/it, loss=0.4416, dice=0.3982] Epoch 0: 80%|████████ | 8/10 [01:35<00:21, 10.56s/it, loss=0.4301, dice=0.4482] Epoch 0: 90%|█████████ | 9/10 [01:35<00:10, 10.53s/it, loss=0.4301, dice=0.4482] Epoch 0: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.4288, dice=0.4766] Epoch 0: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4288, dice=0.4766] Epoch 0: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.4288, dice=0.4766]
Epoch 0: train_loss=0.4288, train_dice=0.4766
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.81s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.78s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.77s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.76s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 0: val_loss=0.4711, val_dice=0.5068
 New best val dice: 0.5068
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 1: 0%| | 0/10 [00:00<?, ?it/s] Epoch 1: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4173, dice=0.6976] Epoch 1: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.4173, dice=0.6976] Epoch 1: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.4297, dice=0.6873] Epoch 1: 20%|██ | 2/10 [00:20<01:23, 10.50s/it, loss=0.4297, dice=0.6873] Epoch 1: 20%|██ | 2/10 [00:31<01:23, 10.50s/it, loss=0.4250, dice=0.7080] Epoch 1: 30%|███ | 3/10 [00:31<01:13, 10.53s/it, loss=0.4250, dice=0.7080] Epoch 1: 30%|███ | 3/10 [00:42<01:13, 10.53s/it, loss=0.4170, dice=0.6935] Epoch 1: 40%|████ | 4/10 [00:42<01:03, 10.54s/it, loss=0.4170, dice=0.6935] Epoch 1: 40%|████ | 4/10 [00:52<01:03, 10.54s/it, loss=0.4209, dice=0.6891] Epoch 1: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.4209, dice=0.6891] Epoch 1: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.4284, dice=0.6488] Epoch 1: 60%|██████ | 6/10 [01:03<00:42, 10.52s/it, loss=0.4284, dice=0.6488] Epoch 1: 60%|██████ | 6/10 [01:13<00:42, 10.52s/it, loss=0.4226, dice=0.6779] Epoch 1: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.4226, dice=0.6779] Epoch 1: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.4259, dice=0.6750] Epoch 1: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.4259, dice=0.6750] Epoch 1: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.4262, dice=0.6899] Epoch 1: 90%|█████████ | 9/10 [01:34<00:10, 10.51s/it, loss=0.4262, dice=0.6899] Epoch 1: 90%|█████████ | 9/10 [01:45<00:10, 10.51s/it, loss=0.4230, dice=0.7026] Epoch 1: 100%|██████████| 10/10 [01:45<00:00, 10.51s/it, loss=0.4230, dice=0.7026] Epoch 1: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.4230, dice=0.7026]
Epoch 1: train_loss=0.4230, train_dice=0.7026
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.75s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 1: val_loss=0.4400, val_dice=0.6814
 New best val dice: 0.6814
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 2: 0%| | 0/10 [00:00<?, ?it/s] Epoch 2: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4230, dice=0.7477] Epoch 2: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.4230, dice=0.7477] Epoch 2: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.4048, dice=0.8034] Epoch 2: 20%|██ | 2/10 [00:20<01:23, 10.49s/it, loss=0.4048, dice=0.8034] Epoch 2: 20%|██ | 2/10 [00:31<01:23, 10.49s/it, loss=0.4058, dice=0.7948] Epoch 2: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.4058, dice=0.7948] Epoch 2: 30%|███ | 3/10 [00:42<01:13, 10.49s/it, loss=0.4178, dice=0.7628] Epoch 2: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.4178, dice=0.7628] Epoch 2: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.4136, dice=0.7666] Epoch 2: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.4136, dice=0.7666] Epoch 2: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.4233, dice=0.6974] Epoch 2: 60%|██████ | 6/10 [01:03<00:42, 10.58s/it, loss=0.4233, dice=0.6974] Epoch 2: 60%|██████ | 6/10 [01:13<00:42, 10.58s/it, loss=0.4236, dice=0.7212] Epoch 2: 70%|███████ | 7/10 [01:13<00:31, 10.59s/it, loss=0.4236, dice=0.7212] Epoch 2: 70%|███████ | 7/10 [01:24<00:31, 10.59s/it, loss=0.4179, dice=0.7367] Epoch 2: 80%|████████ | 8/10 [01:24<00:21, 10.58s/it, loss=0.4179, dice=0.7367] Epoch 2: 80%|████████ | 8/10 [01:34<00:21, 10.58s/it, loss=0.4200, dice=0.7290] Epoch 2: 90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.4200, dice=0.7290] Epoch 2: 90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.4135, dice=0.7453] Epoch 2: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.4135, dice=0.7453] Epoch 2: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4135, dice=0.7453]
Epoch 2: train_loss=0.4135, train_dice=0.7453
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 2: val_loss=0.4198, val_dice=0.7177
 New best val dice: 0.7177
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 3: 0%| | 0/10 [00:00<?, ?it/s] Epoch 3: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4033, dice=0.8272] Epoch 3: 10%|█ | 1/10 [00:10<01:33, 10.35s/it, loss=0.4033, dice=0.8272] Epoch 3: 10%|█ | 1/10 [00:20<01:33, 10.35s/it, loss=0.3930, dice=0.8033] Epoch 3: 20%|██ | 2/10 [00:20<01:23, 10.45s/it, loss=0.3930, dice=0.8033] Epoch 3: 20%|██ | 2/10 [00:31<01:23, 10.45s/it, loss=0.3800, dice=0.8267] Epoch 3: 30%|███ | 3/10 [00:31<01:13, 10.46s/it, loss=0.3800, dice=0.8267] Epoch 3: 30%|███ | 3/10 [00:41<01:13, 10.46s/it, loss=0.3758, dice=0.8350] Epoch 3: 40%|████ | 4/10 [00:41<01:02, 10.49s/it, loss=0.3758, dice=0.8350] Epoch 3: 40%|████ | 4/10 [00:52<01:02, 10.49s/it, loss=0.3756, dice=0.8422] Epoch 3: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.3756, dice=0.8422] Epoch 3: 50%|█████ | 5/10 [01:02<00:52, 10.51s/it, loss=0.3671, dice=0.8535] Epoch 3: 60%|██████ | 6/10 [01:02<00:42, 10.53s/it, loss=0.3671, dice=0.8535] Epoch 3: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3664, dice=0.8586] Epoch 3: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3664, dice=0.8586] Epoch 3: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3703, dice=0.8567] Epoch 3: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3703, dice=0.8567] Epoch 3: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3813, dice=0.8185] Epoch 3: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3813, dice=0.8185] Epoch 3: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3820, dice=0.8170] Epoch 3: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3820, dice=0.8170] Epoch 3: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3820, dice=0.8170]
Epoch 3: train_loss=0.3820, train_dice=0.8170
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 3: val_loss=0.4114, val_dice=0.7411
 New best val dice: 0.7411
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 4: 0%| | 0/10 [00:00<?, ?it/s] Epoch 4: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3914, dice=0.8269] Epoch 4: 10%|█ | 1/10 [00:10<01:33, 10.36s/it, loss=0.3914, dice=0.8269] Epoch 4: 10%|█ | 1/10 [00:20<01:33, 10.36s/it, loss=0.4033, dice=0.8260] Epoch 4: 20%|██ | 2/10 [00:20<01:23, 10.43s/it, loss=0.4033, dice=0.8260] Epoch 4: 20%|██ | 2/10 [00:31<01:23, 10.43s/it, loss=0.3980, dice=0.8154] Epoch 4: 30%|███ | 3/10 [00:31<01:13, 10.48s/it, loss=0.3980, dice=0.8154] Epoch 4: 30%|███ | 3/10 [00:41<01:13, 10.48s/it, loss=0.4101, dice=0.8086] Epoch 4: 40%|████ | 4/10 [00:41<01:02, 10.48s/it, loss=0.4101, dice=0.8086] Epoch 4: 40%|████ | 4/10 [00:52<01:02, 10.48s/it, loss=0.4030, dice=0.8204] Epoch 4: 50%|█████ | 5/10 [00:52<00:52, 10.50s/it, loss=0.4030, dice=0.8204] Epoch 4: 50%|█████ | 5/10 [01:02<00:52, 10.50s/it, loss=0.4103, dice=0.7997] Epoch 4: 60%|██████ | 6/10 [01:02<00:42, 10.51s/it, loss=0.4103, dice=0.7997] Epoch 4: 60%|██████ | 6/10 [01:13<00:42, 10.51s/it, loss=0.4060, dice=0.7972] Epoch 4: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.4060, dice=0.7972] Epoch 4: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3989, dice=0.8108] Epoch 4: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3989, dice=0.8108] Epoch 4: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3944, dice=0.8185] Epoch 4: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3944, dice=0.8185] Epoch 4: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3952, dice=0.8189] Epoch 4: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3952, dice=0.8189] Epoch 4: 100%|██████████| 10/10 [01:45<00:00, 10.50s/it, loss=0.3952, dice=0.8189]
Epoch 4: train_loss=0.3952, train_dice=0.8189
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 4: val_loss=0.4079, val_dice=0.7419
 New best val dice: 0.7419
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 5: 0%| | 0/10 [00:00<?, ?it/s] Epoch 5: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3668, dice=0.7984] Epoch 5: 10%|█ | 1/10 [00:10<01:33, 10.41s/it, loss=0.3668, dice=0.7984] Epoch 5: 10%|█ | 1/10 [00:20<01:33, 10.41s/it, loss=0.4094, dice=0.7508] Epoch 5: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.4094, dice=0.7508] Epoch 5: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.4143, dice=0.7213] Epoch 5: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.4143, dice=0.7213] Epoch 5: 30%|███ | 3/10 [00:41<01:13, 10.51s/it, loss=0.4069, dice=0.7410] Epoch 5: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.4069, dice=0.7410] Epoch 5: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.4029, dice=0.7619] Epoch 5: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.4029, dice=0.7619] Epoch 5: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.4087, dice=0.7632] Epoch 5: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.4087, dice=0.7632] Epoch 5: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.4146, dice=0.7456] Epoch 5: 70%|███████ | 7/10 [01:13<00:31, 10.56s/it, loss=0.4146, dice=0.7456] Epoch 5: 70%|███████ | 7/10 [01:24<00:31, 10.56s/it, loss=0.4184, dice=0.7399] Epoch 5: 80%|████████ | 8/10 [01:24<00:21, 10.56s/it, loss=0.4184, dice=0.7399] Epoch 5: 80%|████████ | 8/10 [01:34<00:21, 10.56s/it, loss=0.4179, dice=0.7490] Epoch 5: 90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.4179, dice=0.7490] Epoch 5: 90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.4169, dice=0.7497] Epoch 5: 100%|██████████| 10/10 [01:45<00:00, 10.58s/it, loss=0.4169, dice=0.7497] Epoch 5: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4169, dice=0.7497]
Epoch 5: train_loss=0.4169, train_dice=0.7497
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.78s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 5: val_loss=0.4072, val_dice=0.7249
 Epoch 6: 0%| | 0/10 [00:00<?, ?it/s] Epoch 6: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3489, dice=0.8264] Epoch 6: 10%|█ | 1/10 [00:10<01:34, 10.51s/it, loss=0.3489, dice=0.8264] Epoch 6: 10%|█ | 1/10 [00:21<01:34, 10.51s/it, loss=0.3964, dice=0.7927] Epoch 6: 20%|██ | 2/10 [00:21<01:24, 10.51s/it, loss=0.3964, dice=0.7927] Epoch 6: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.3975, dice=0.8017] Epoch 6: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3975, dice=0.8017] Epoch 6: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3955, dice=0.7994] Epoch 6: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3955, dice=0.7994] Epoch 6: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3996, dice=0.7854] Epoch 6: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3996, dice=0.7854] Epoch 6: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.4069, dice=0.7752] Epoch 6: 60%|██████ | 6/10 [01:03<00:42, 10.56s/it, loss=0.4069, dice=0.7752] Epoch 6: 60%|██████ | 6/10 [01:13<00:42, 10.56s/it, loss=0.4118, dice=0.7664] Epoch 6: 70%|███████ | 7/10 [01:13<00:31, 10.57s/it, loss=0.4118, dice=0.7664] Epoch 6: 70%|███████ | 7/10 [01:24<00:31, 10.57s/it, loss=0.4072, dice=0.7710] Epoch 6: 80%|████████ | 8/10 [01:24<00:21, 10.57s/it, loss=0.4072, dice=0.7710] Epoch 6: 80%|████████ | 8/10 [01:34<00:21, 10.57s/it, loss=0.4133, dice=0.7709] Epoch 6: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.4133, dice=0.7709] Epoch 6: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.4104, dice=0.7805] Epoch 6: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4104, dice=0.7805] Epoch 6: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4104, dice=0.7805]
Epoch 6: train_loss=0.4104, train_dice=0.7805
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 6: val_loss=0.4048, val_dice=0.7694
 New best val dice: 0.7694
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 7: 0%| | 0/10 [00:00<?, ?it/s] Epoch 7: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3032, dice=0.9377] Epoch 7: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.3032, dice=0.9377] Epoch 7: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.3449, dice=0.8921] Epoch 7: 20%|██ | 2/10 [00:20<01:23, 10.45s/it, loss=0.3449, dice=0.8921] Epoch 7: 20%|██ | 2/10 [00:31<01:23, 10.45s/it, loss=0.3609, dice=0.8819] Epoch 7: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.3609, dice=0.8819] Epoch 7: 30%|███ | 3/10 [00:42<01:13, 10.49s/it, loss=0.3894, dice=0.7905] Epoch 7: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3894, dice=0.7905] Epoch 7: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3937, dice=0.8038] Epoch 7: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3937, dice=0.8038] Epoch 7: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3910, dice=0.8029] Epoch 7: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3910, dice=0.8029] Epoch 7: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3907, dice=0.8106] Epoch 7: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3907, dice=0.8106] Epoch 7: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.4011, dice=0.7587] Epoch 7: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.4011, dice=0.7587] Epoch 7: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3912, dice=0.7754] Epoch 7: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3912, dice=0.7754] Epoch 7: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3978, dice=0.7615] Epoch 7: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3978, dice=0.7615] Epoch 7: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3978, dice=0.7615]
Epoch 7: train_loss=0.3978, train_dice=0.7615
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.75s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 7: val_loss=0.4045, val_dice=0.7217
 Epoch 8: 0%| | 0/10 [00:00<?, ?it/s] Epoch 8: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4222, dice=0.8186] Epoch 8: 10%|█ | 1/10 [00:10<01:33, 10.44s/it, loss=0.4222, dice=0.8186] Epoch 8: 10%|█ | 1/10 [00:20<01:33, 10.44s/it, loss=0.4480, dice=0.6458] Epoch 8: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.4480, dice=0.6458] Epoch 8: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.4349, dice=0.6807] Epoch 8: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.4349, dice=0.6807] Epoch 8: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.4138, dice=0.7364] Epoch 8: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.4138, dice=0.7364] Epoch 8: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.4131, dice=0.7547] Epoch 8: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.4131, dice=0.7547] Epoch 8: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.4137, dice=0.7678] Epoch 8: 60%|██████ | 6/10 [01:03<00:42, 10.56s/it, loss=0.4137, dice=0.7678] Epoch 8: 60%|██████ | 6/10 [01:13<00:42, 10.56s/it, loss=0.4223, dice=0.7456] Epoch 8: 70%|███████ | 7/10 [01:13<00:31, 10.58s/it, loss=0.4223, dice=0.7456] Epoch 8: 70%|███████ | 7/10 [01:24<00:31, 10.58s/it, loss=0.4258, dice=0.7405] Epoch 8: 80%|████████ | 8/10 [01:24<00:21, 10.58s/it, loss=0.4258, dice=0.7405] Epoch 8: 80%|████████ | 8/10 [01:34<00:21, 10.58s/it, loss=0.4203, dice=0.7468] Epoch 8: 90%|█████████ | 9/10 [01:34<00:10, 10.58s/it, loss=0.4203, dice=0.7468] Epoch 8: 90%|█████████ | 9/10 [01:45<00:10, 10.58s/it, loss=0.4245, dice=0.7361] Epoch 8: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.4245, dice=0.7361] Epoch 8: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4245, dice=0.7361]
Epoch 8: train_loss=0.4245, train_dice=0.7361
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 8: val_loss=0.4043, val_dice=0.7481
 Epoch 9: 0%| | 0/10 [00:00<?, ?it/s] Epoch 9: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3890, dice=0.8388] Epoch 9: 10%|█ | 1/10 [00:10<01:33, 10.36s/it, loss=0.3890, dice=0.8388] Epoch 9: 10%|█ | 1/10 [00:20<01:33, 10.36s/it, loss=0.3949, dice=0.8022] Epoch 9: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.3949, dice=0.8022] Epoch 9: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.4134, dice=0.7586] Epoch 9: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.4134, dice=0.7586] Epoch 9: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.4009, dice=0.7915] Epoch 9: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.4009, dice=0.7915] Epoch 9: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3925, dice=0.7920] Epoch 9: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.3925, dice=0.7920] Epoch 9: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.3828, dice=0.8062] Epoch 9: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3828, dice=0.8062] Epoch 9: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3833, dice=0.8112] Epoch 9: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3833, dice=0.8112] Epoch 9: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3917, dice=0.7818] Epoch 9: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3917, dice=0.7818] Epoch 9: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3913, dice=0.7851] Epoch 9: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3913, dice=0.7851] Epoch 9: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3912, dice=0.7850] Epoch 9: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3912, dice=0.7850] Epoch 9: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3912, dice=0.7850]
Epoch 9: train_loss=0.3912, train_dice=0.7850
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 9: val_loss=0.4039, val_dice=0.7335
 Epoch 10: 0%| | 0/10 [00:00<?, ?it/s] Epoch 10: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4565, dice=0.5697] Epoch 10: 10%|█ | 1/10 [00:10<01:34, 10.45s/it, loss=0.4565, dice=0.5697] Epoch 10: 10%|█ | 1/10 [00:21<01:34, 10.45s/it, loss=0.4296, dice=0.6559] Epoch 10: 20%|██ | 2/10 [00:21<01:24, 10.51s/it, loss=0.4296, dice=0.6559] Epoch 10: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.4232, dice=0.7275] Epoch 10: 30%|███ | 3/10 [00:31<01:13, 10.52s/it, loss=0.4232, dice=0.7275] Epoch 10: 30%|███ | 3/10 [00:42<01:13, 10.52s/it, loss=0.4154, dice=0.7642] Epoch 10: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.4154, dice=0.7642] Epoch 10: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.4186, dice=0.7739] Epoch 10: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.4186, dice=0.7739] Epoch 10: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.4066, dice=0.7900] Epoch 10: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.4066, dice=0.7900] Epoch 10: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.4027, dice=0.8023] Epoch 10: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.4027, dice=0.8023] Epoch 10: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.4099, dice=0.7831] Epoch 10: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.4099, dice=0.7831] Epoch 10: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.4143, dice=0.7666] Epoch 10: 90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.4143, dice=0.7666] Epoch 10: 90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.4147, dice=0.7684] Epoch 10: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.4147, dice=0.7684] Epoch 10: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4147, dice=0.7684]
Epoch 10: train_loss=0.4147, train_dice=0.7684
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 10: val_loss=0.4028, val_dice=0.7384
 Epoch 11: 0%| | 0/10 [00:00<?, ?it/s] Epoch 11: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3841, dice=0.8210] Epoch 11: 10%|█ | 1/10 [00:10<01:33, 10.44s/it, loss=0.3841, dice=0.8210] Epoch 11: 10%|█ | 1/10 [00:20<01:33, 10.44s/it, loss=0.3827, dice=0.8337] Epoch 11: 20%|██ | 2/10 [00:20<01:23, 10.49s/it, loss=0.3827, dice=0.8337] Epoch 11: 20%|██ | 2/10 [00:31<01:23, 10.49s/it, loss=0.3824, dice=0.8209] Epoch 11: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.3824, dice=0.8209] Epoch 11: 30%|███ | 3/10 [00:41<01:13, 10.49s/it, loss=0.3732, dice=0.8254] Epoch 11: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3732, dice=0.8254] Epoch 11: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3655, dice=0.8378] Epoch 11: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.3655, dice=0.8378] Epoch 11: 50%|█████ | 5/10 [01:03<00:52, 10.51s/it, loss=0.3696, dice=0.8440] Epoch 11: 60%|██████ | 6/10 [01:03<00:42, 10.51s/it, loss=0.3696, dice=0.8440] Epoch 11: 60%|██████ | 6/10 [01:13<00:42, 10.51s/it, loss=0.3726, dice=0.8470] Epoch 11: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3726, dice=0.8470] Epoch 11: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3836, dice=0.8162] Epoch 11: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3836, dice=0.8162] Epoch 11: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3823, dice=0.8131] Epoch 11: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3823, dice=0.8131] Epoch 11: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3774, dice=0.8191] Epoch 11: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3774, dice=0.8191] Epoch 11: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3774, dice=0.8191]
Epoch 11: train_loss=0.3774, train_dice=0.8191
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 11: val_loss=0.3999, val_dice=0.7621
 Epoch 12: 0%| | 0/10 [00:00<?, ?it/s] Epoch 12: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4169, dice=0.7763] Epoch 12: 10%|█ | 1/10 [00:10<01:33, 10.39s/it, loss=0.4169, dice=0.7763] Epoch 12: 10%|█ | 1/10 [00:21<01:33, 10.39s/it, loss=0.4442, dice=0.6577] Epoch 12: 20%|██ | 2/10 [00:21<01:24, 10.57s/it, loss=0.4442, dice=0.6577] Epoch 12: 20%|██ | 2/10 [00:31<01:24, 10.57s/it, loss=0.4369, dice=0.6920] Epoch 12: 30%|███ | 3/10 [00:31<01:14, 10.58s/it, loss=0.4369, dice=0.6920] Epoch 12: 30%|███ | 3/10 [00:42<01:14, 10.58s/it, loss=0.4168, dice=0.7416] Epoch 12: 40%|████ | 4/10 [00:42<01:03, 10.57s/it, loss=0.4168, dice=0.7416] Epoch 12: 40%|████ | 4/10 [00:52<01:03, 10.57s/it, loss=0.4193, dice=0.7301] Epoch 12: 50%|█████ | 5/10 [00:52<00:52, 10.56s/it, loss=0.4193, dice=0.7301] Epoch 12: 50%|█████ | 5/10 [01:03<00:52, 10.56s/it, loss=0.4161, dice=0.7371] Epoch 12: 60%|██████ | 6/10 [01:03<00:42, 10.57s/it, loss=0.4161, dice=0.7371] Epoch 12: 60%|██████ | 6/10 [01:13<00:42, 10.57s/it, loss=0.4207, dice=0.7189] Epoch 12: 70%|███████ | 7/10 [01:13<00:31, 10.58s/it, loss=0.4207, dice=0.7189] Epoch 12: 70%|███████ | 7/10 [01:24<00:31, 10.58s/it, loss=0.4111, dice=0.7325] Epoch 12: 80%|████████ | 8/10 [01:24<00:21, 10.57s/it, loss=0.4111, dice=0.7325] Epoch 12: 80%|████████ | 8/10 [01:35<00:21, 10.57s/it, loss=0.4059, dice=0.7389] Epoch 12: 90%|█████████ | 9/10 [01:35<00:10, 10.55s/it, loss=0.4059, dice=0.7389] Epoch 12: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.4092, dice=0.7250] Epoch 12: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.4092, dice=0.7250] Epoch 12: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.4092, dice=0.7250]
Epoch 12: train_loss=0.4092, train_dice=0.7250
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 12: val_loss=0.4001, val_dice=0.7276
 Epoch 13: 0%| | 0/10 [00:00<?, ?it/s] Epoch 13: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4699, dice=0.5327] Epoch 13: 10%|█ | 1/10 [00:10<01:33, 10.39s/it, loss=0.4699, dice=0.5327] Epoch 13: 10%|█ | 1/10 [00:20<01:33, 10.39s/it, loss=0.3980, dice=0.6814] Epoch 13: 20%|██ | 2/10 [00:20<01:23, 10.46s/it, loss=0.3980, dice=0.6814] Epoch 13: 20%|██ | 2/10 [00:31<01:23, 10.46s/it, loss=0.3651, dice=0.7543] Epoch 13: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3651, dice=0.7543] Epoch 13: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3823, dice=0.7515] Epoch 13: 40%|████ | 4/10 [00:42<01:03, 10.54s/it, loss=0.3823, dice=0.7515] Epoch 13: 40%|████ | 4/10 [00:52<01:03, 10.54s/it, loss=0.3956, dice=0.7170] Epoch 13: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3956, dice=0.7170] Epoch 13: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3897, dice=0.7473] Epoch 13: 60%|██████ | 6/10 [01:03<00:42, 10.51s/it, loss=0.3897, dice=0.7473] Epoch 13: 60%|██████ | 6/10 [01:13<00:42, 10.51s/it, loss=0.3852, dice=0.7667] Epoch 13: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3852, dice=0.7667] Epoch 13: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3889, dice=0.7751] Epoch 13: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3889, dice=0.7751] Epoch 13: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3976, dice=0.7470] Epoch 13: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3976, dice=0.7470] Epoch 13: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3928, dice=0.7527] Epoch 13: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3928, dice=0.7527] Epoch 13: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3928, dice=0.7527]
Epoch 13: train_loss=0.3928, train_dice=0.7527
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 13: val_loss=0.3992, val_dice=0.7660
 Epoch 14: 0%| | 0/10 [00:00<?, ?it/s] Epoch 14: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4016, dice=0.8834] Epoch 14: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.4016, dice=0.8834] Epoch 14: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.3423, dice=0.9060] Epoch 14: 20%|██ | 2/10 [00:20<01:23, 10.46s/it, loss=0.3423, dice=0.9060] Epoch 14: 20%|██ | 2/10 [00:31<01:23, 10.46s/it, loss=0.3683, dice=0.8563] Epoch 14: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3683, dice=0.8563] Epoch 14: 30%|███ | 3/10 [00:41<01:13, 10.50s/it, loss=0.3850, dice=0.8452] Epoch 14: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3850, dice=0.8452] Epoch 14: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3799, dice=0.8391] Epoch 14: 50%|█████ | 5/10 [00:52<00:52, 10.50s/it, loss=0.3799, dice=0.8391] Epoch 14: 50%|█████ | 5/10 [01:02<00:52, 10.50s/it, loss=0.3715, dice=0.8445] Epoch 14: 60%|██████ | 6/10 [01:02<00:42, 10.50s/it, loss=0.3715, dice=0.8445] Epoch 14: 60%|██████ | 6/10 [01:13<00:42, 10.50s/it, loss=0.3694, dice=0.8493] Epoch 14: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3694, dice=0.8493] Epoch 14: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3805, dice=0.8244] Epoch 14: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3805, dice=0.8244] Epoch 14: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3759, dice=0.8328] Epoch 14: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3759, dice=0.8328] Epoch 14: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3829, dice=0.8096] Epoch 14: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3829, dice=0.8096] Epoch 14: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3829, dice=0.8096]
Epoch 14: train_loss=0.3829, train_dice=0.8096
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.79s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.80s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.79s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.78s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.77s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.77s/it] Validating: 75%|███████▌ | 9/12 [00:16<00:05, 1.84s/it] Validating: 83%|████████▎ | 10/12 [00:18<00:03, 1.82s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.80s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.79s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.79s/it]
Epoch 14: val_loss=0.3976, val_dice=0.7445
 Epoch 15: 0%| | 0/10 [00:00<?, ?it/s] Epoch 15: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3729, dice=0.8346] Epoch 15: 10%|█ | 1/10 [00:10<01:33, 10.43s/it, loss=0.3729, dice=0.8346] Epoch 15: 10%|█ | 1/10 [00:20<01:33, 10.43s/it, loss=0.3735, dice=0.8463] Epoch 15: 20%|██ | 2/10 [00:20<01:23, 10.46s/it, loss=0.3735, dice=0.8463] Epoch 15: 20%|██ | 2/10 [00:31<01:23, 10.46s/it, loss=0.3751, dice=0.8346] Epoch 15: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.3751, dice=0.8346] Epoch 15: 30%|███ | 3/10 [00:41<01:13, 10.49s/it, loss=0.3803, dice=0.8185] Epoch 15: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3803, dice=0.8185] Epoch 15: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3683, dice=0.8247] Epoch 15: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3683, dice=0.8247] Epoch 15: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3678, dice=0.8184] Epoch 15: 60%|██████ | 6/10 [01:03<00:42, 10.52s/it, loss=0.3678, dice=0.8184] Epoch 15: 60%|██████ | 6/10 [01:13<00:42, 10.52s/it, loss=0.3789, dice=0.7995] Epoch 15: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3789, dice=0.7995] Epoch 15: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3760, dice=0.8123] Epoch 15: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3760, dice=0.8123] Epoch 15: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3760, dice=0.8192] Epoch 15: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3760, dice=0.8192] Epoch 15: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3763, dice=0.8256] Epoch 15: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3763, dice=0.8256] Epoch 15: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3763, dice=0.8256]
Epoch 15: train_loss=0.3763, train_dice=0.8256
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 15: val_loss=0.3957, val_dice=0.7543
 Epoch 16: 0%| | 0/10 [00:00<?, ?it/s] Epoch 16: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3237, dice=0.9142] Epoch 16: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.3237, dice=0.9142] Epoch 16: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.3612, dice=0.8943] Epoch 16: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3612, dice=0.8943] Epoch 16: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3581, dice=0.8936] Epoch 16: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3581, dice=0.8936] Epoch 16: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3858, dice=0.8050] Epoch 16: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3858, dice=0.8050] Epoch 16: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3841, dice=0.8157] Epoch 16: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3841, dice=0.8157] Epoch 16: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3868, dice=0.8207] Epoch 16: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3868, dice=0.8207] Epoch 16: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3852, dice=0.8211] Epoch 16: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3852, dice=0.8211] Epoch 16: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3788, dice=0.8327] Epoch 16: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3788, dice=0.8327] Epoch 16: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3807, dice=0.8345] Epoch 16: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3807, dice=0.8345] Epoch 16: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3857, dice=0.8260] Epoch 16: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3857, dice=0.8260] Epoch 16: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3857, dice=0.8260]
Epoch 16: train_loss=0.3857, train_dice=0.8260
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.82s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.83s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.80s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.81s/it] Validating: 42%|████▏ | 5/12 [00:09<00:12, 1.79s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.80s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.78s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.77s/it] Validating: 75%|███████▌ | 9/12 [00:16<00:05, 1.79s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.78s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.78s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.78s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.79s/it]
Epoch 16: val_loss=0.3950, val_dice=0.7671
 Epoch 17: 0%| | 0/10 [00:00<?, ?it/s] Epoch 17: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3109, dice=0.8876] Epoch 17: 10%|█ | 1/10 [00:10<01:34, 10.53s/it, loss=0.3109, dice=0.8876] Epoch 17: 10%|█ | 1/10 [00:20<01:34, 10.53s/it, loss=0.3774, dice=0.8251] Epoch 17: 20%|██ | 2/10 [00:20<01:23, 10.49s/it, loss=0.3774, dice=0.8251] Epoch 17: 20%|██ | 2/10 [00:31<01:23, 10.49s/it, loss=0.3751, dice=0.8427] Epoch 17: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3751, dice=0.8427] Epoch 17: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3608, dice=0.8474] Epoch 17: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3608, dice=0.8474] Epoch 17: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3803, dice=0.8039] Epoch 17: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3803, dice=0.8039] Epoch 17: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3903, dice=0.8025] Epoch 17: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3903, dice=0.8025] Epoch 17: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3918, dice=0.8006] Epoch 17: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3918, dice=0.8006] Epoch 17: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3925, dice=0.8109] Epoch 17: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3925, dice=0.8109] Epoch 17: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3993, dice=0.8060] Epoch 17: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3993, dice=0.8060] Epoch 17: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.4004, dice=0.8054] Epoch 17: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.4004, dice=0.8054] Epoch 17: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4004, dice=0.8054]
Epoch 17: train_loss=0.4004, train_dice=0.8054
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.78s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.78s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.77s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.76s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 17: val_loss=0.3952, val_dice=0.7599
 Epoch 18: 0%| | 0/10 [00:00<?, ?it/s] Epoch 18: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4318, dice=0.7698] Epoch 18: 10%|█ | 1/10 [00:10<01:34, 10.47s/it, loss=0.4318, dice=0.7698] Epoch 18: 10%|█ | 1/10 [00:21<01:34, 10.47s/it, loss=0.4247, dice=0.7248] Epoch 18: 20%|██ | 2/10 [00:21<01:24, 10.54s/it, loss=0.4247, dice=0.7248] Epoch 18: 20%|██ | 2/10 [00:31<01:24, 10.54s/it, loss=0.4221, dice=0.7283] Epoch 18: 30%|███ | 3/10 [00:31<01:13, 10.55s/it, loss=0.4221, dice=0.7283] Epoch 18: 30%|███ | 3/10 [00:42<01:13, 10.55s/it, loss=0.4051, dice=0.7521] Epoch 18: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.4051, dice=0.7521] Epoch 18: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.4126, dice=0.7384] Epoch 18: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.4126, dice=0.7384] Epoch 18: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.3962, dice=0.7564] Epoch 18: 60%|██████ | 6/10 [01:03<00:42, 10.56s/it, loss=0.3962, dice=0.7564] Epoch 18: 60%|██████ | 6/10 [01:13<00:42, 10.56s/it, loss=0.4016, dice=0.7382] Epoch 18: 70%|███████ | 7/10 [01:13<00:31, 10.57s/it, loss=0.4016, dice=0.7382] Epoch 18: 70%|███████ | 7/10 [01:24<00:31, 10.57s/it, loss=0.3983, dice=0.7501] Epoch 18: 80%|████████ | 8/10 [01:24<00:21, 10.57s/it, loss=0.3983, dice=0.7501] Epoch 18: 80%|████████ | 8/10 [01:34<00:21, 10.57s/it, loss=0.3895, dice=0.7647] Epoch 18: 90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3895, dice=0.7647] Epoch 18: 90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3975, dice=0.7523] Epoch 18: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3975, dice=0.7523] Epoch 18: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3975, dice=0.7523]
Epoch 18: train_loss=0.3975, train_dice=0.7523
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 18: val_loss=0.3933, val_dice=0.7770
 New best val dice: 0.7770
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 19: 0%| | 0/10 [00:00<?, ?it/s] Epoch 19: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4266, dice=0.7830] Epoch 19: 10%|█ | 1/10 [00:10<01:34, 10.45s/it, loss=0.4266, dice=0.7830] Epoch 19: 10%|█ | 1/10 [00:20<01:34, 10.45s/it, loss=0.3964, dice=0.8127] Epoch 19: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3964, dice=0.8127] Epoch 19: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.4118, dice=0.7979] Epoch 19: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.4118, dice=0.7979] Epoch 19: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3915, dice=0.8269] Epoch 19: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3915, dice=0.8269] Epoch 19: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.4015, dice=0.8082] Epoch 19: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.4015, dice=0.8082] Epoch 19: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3985, dice=0.8080] Epoch 19: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3985, dice=0.8080] Epoch 19: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3952, dice=0.8146] Epoch 19: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3952, dice=0.8146] Epoch 19: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3975, dice=0.8077] Epoch 19: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3975, dice=0.8077] Epoch 19: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3862, dice=0.8199] Epoch 19: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3862, dice=0.8199] Epoch 19: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3906, dice=0.8167] Epoch 19: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3906, dice=0.8167] Epoch 19: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3906, dice=0.8167]
Epoch 19: train_loss=0.3906, train_dice=0.8167
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 19: val_loss=0.3916, val_dice=0.7622
 Epoch 20: 0%| | 0/10 [00:00<?, ?it/s] Epoch 20: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3711, dice=0.8506] Epoch 20: 10%|█ | 1/10 [00:10<01:33, 10.39s/it, loss=0.3711, dice=0.8506] Epoch 20: 10%|█ | 1/10 [00:20<01:33, 10.39s/it, loss=0.4197, dice=0.7416] Epoch 20: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.4197, dice=0.7416] Epoch 20: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.4272, dice=0.7514] Epoch 20: 30%|███ | 3/10 [00:31<01:13, 10.47s/it, loss=0.4272, dice=0.7514] Epoch 20: 30%|███ | 3/10 [00:41<01:13, 10.47s/it, loss=0.4149, dice=0.7912] Epoch 20: 40%|████ | 4/10 [00:41<01:02, 10.49s/it, loss=0.4149, dice=0.7912] Epoch 20: 40%|████ | 4/10 [00:52<01:02, 10.49s/it, loss=0.4023, dice=0.7937] Epoch 20: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.4023, dice=0.7937] Epoch 20: 50%|█████ | 5/10 [01:02<00:52, 10.51s/it, loss=0.3841, dice=0.8120] Epoch 20: 60%|██████ | 6/10 [01:02<00:42, 10.51s/it, loss=0.3841, dice=0.8120] Epoch 20: 60%|██████ | 6/10 [01:13<00:42, 10.51s/it, loss=0.3697, dice=0.8280] Epoch 20: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3697, dice=0.8280] Epoch 20: 70%|███████ | 7/10 [01:23<00:31, 10.52s/it, loss=0.3675, dice=0.8277] Epoch 20: 80%|████████ | 8/10 [01:23<00:21, 10.51s/it, loss=0.3675, dice=0.8277] Epoch 20: 80%|████████ | 8/10 [01:34<00:21, 10.51s/it, loss=0.3705, dice=0.8267] Epoch 20: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3705, dice=0.8267] Epoch 20: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3709, dice=0.8311] Epoch 20: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3709, dice=0.8311] Epoch 20: 100%|██████████| 10/10 [01:45<00:00, 10.51s/it, loss=0.3709, dice=0.8311]
Epoch 20: train_loss=0.3709, train_dice=0.8311
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:20, 1.84s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.88s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.83s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.84s/it] Validating: 42%|████▏ | 5/12 [00:09<00:12, 1.81s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.83s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:09, 1.81s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.80s/it] Validating: 75%|███████▌ | 9/12 [00:16<00:05, 1.82s/it] Validating: 83%|████████▎ | 10/12 [00:18<00:03, 1.82s/it] Validating: 92%|█████████▏| 11/12 [00:20<00:01, 1.81s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.80s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.82s/it]
Epoch 20: val_loss=0.3901, val_dice=0.7920
 New best val dice: 0.7920
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 21: 0%| | 0/10 [00:00<?, ?it/s] Epoch 21: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3777, dice=0.9286] Epoch 21: 10%|█ | 1/10 [00:10<01:34, 10.48s/it, loss=0.3777, dice=0.9286] Epoch 21: 10%|█ | 1/10 [00:21<01:34, 10.48s/it, loss=0.4157, dice=0.8178] Epoch 21: 20%|██ | 2/10 [00:21<01:24, 10.53s/it, loss=0.4157, dice=0.8178] Epoch 21: 20%|██ | 2/10 [00:31<01:24, 10.53s/it, loss=0.4279, dice=0.8163] Epoch 21: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.4279, dice=0.8163] Epoch 21: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.4194, dice=0.8202] Epoch 21: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.4194, dice=0.8202] Epoch 21: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.4080, dice=0.8252] Epoch 21: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.4080, dice=0.8252] Epoch 21: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.4206, dice=0.7409] Epoch 21: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.4206, dice=0.7409] Epoch 21: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.4138, dice=0.7572] Epoch 21: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.4138, dice=0.7572] Epoch 21: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.4033, dice=0.7752] Epoch 21: 80%|████████ | 8/10 [01:24<00:21, 10.56s/it, loss=0.4033, dice=0.7752] Epoch 21: 80%|████████ | 8/10 [01:34<00:21, 10.56s/it, loss=0.3931, dice=0.7890] Epoch 21: 90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3931, dice=0.7890] Epoch 21: 90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3964, dice=0.7803] Epoch 21: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3964, dice=0.7803] Epoch 21: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3964, dice=0.7803]
Epoch 21: train_loss=0.3964, train_dice=0.7803
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 21: val_loss=0.3904, val_dice=0.7634
 Epoch 22: 0%| | 0/10 [00:00<?, ?it/s] Epoch 22: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3726, dice=0.8282] Epoch 22: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.3726, dice=0.8282] Epoch 22: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.3706, dice=0.8417] Epoch 22: 20%|██ | 2/10 [00:20<01:24, 10.50s/it, loss=0.3706, dice=0.8417] Epoch 22: 20%|██ | 2/10 [00:31<01:24, 10.50s/it, loss=0.3563, dice=0.8629] Epoch 22: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3563, dice=0.8629] Epoch 22: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3689, dice=0.8612] Epoch 22: 40%|████ | 4/10 [00:42<01:03, 10.54s/it, loss=0.3689, dice=0.8612] Epoch 22: 40%|████ | 4/10 [00:52<01:03, 10.54s/it, loss=0.3780, dice=0.8357] Epoch 22: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3780, dice=0.8357] Epoch 22: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3904, dice=0.8124] Epoch 22: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3904, dice=0.8124] Epoch 22: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3729, dice=0.8300] Epoch 22: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3729, dice=0.8300] Epoch 22: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3764, dice=0.8347] Epoch 22: 80%|████████ | 8/10 [01:24<00:21, 10.56s/it, loss=0.3764, dice=0.8347] Epoch 22: 80%|████████ | 8/10 [01:34<00:21, 10.56s/it, loss=0.3811, dice=0.8263] Epoch 22: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3811, dice=0.8263] Epoch 22: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3860, dice=0.8227] Epoch 22: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3860, dice=0.8227] Epoch 22: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3860, dice=0.8227]
Epoch 22: train_loss=0.3860, train_dice=0.8227
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 22: val_loss=0.3891, val_dice=0.7902
 Epoch 23: 0%| | 0/10 [00:00<?, ?it/s] Epoch 23: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4285, dice=0.8186] Epoch 23: 10%|█ | 1/10 [00:10<01:34, 10.48s/it, loss=0.4285, dice=0.8186] Epoch 23: 10%|█ | 1/10 [00:21<01:34, 10.48s/it, loss=0.4195, dice=0.7942] Epoch 23: 20%|██ | 2/10 [00:21<01:24, 10.51s/it, loss=0.4195, dice=0.7942] Epoch 23: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.4001, dice=0.8159] Epoch 23: 30%|███ | 3/10 [00:31<01:13, 10.52s/it, loss=0.4001, dice=0.8159] Epoch 23: 30%|███ | 3/10 [00:42<01:13, 10.52s/it, loss=0.3772, dice=0.8383] Epoch 23: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3772, dice=0.8383] Epoch 23: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3864, dice=0.8263] Epoch 23: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3864, dice=0.8263] Epoch 23: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3875, dice=0.8157] Epoch 23: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3875, dice=0.8157] Epoch 23: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3853, dice=0.8275] Epoch 23: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3853, dice=0.8275] Epoch 23: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3794, dice=0.8356] Epoch 23: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3794, dice=0.8356] Epoch 23: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3818, dice=0.8314] Epoch 23: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3818, dice=0.8314] Epoch 23: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3867, dice=0.8223] Epoch 23: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3867, dice=0.8223] Epoch 23: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3867, dice=0.8223]
Epoch 23: train_loss=0.3867, train_dice=0.8223
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.75s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 23: val_loss=0.3883, val_dice=0.7721
 Epoch 24: 0%| | 0/10 [00:00<?, ?it/s] Epoch 24: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3682, dice=0.8397] Epoch 24: 10%|█ | 1/10 [00:10<01:34, 10.51s/it, loss=0.3682, dice=0.8397] Epoch 24: 10%|█ | 1/10 [00:21<01:34, 10.51s/it, loss=0.3619, dice=0.8278] Epoch 24: 20%|██ | 2/10 [00:21<01:24, 10.55s/it, loss=0.3619, dice=0.8278] Epoch 24: 20%|██ | 2/10 [00:31<01:24, 10.55s/it, loss=0.3726, dice=0.8279] Epoch 24: 30%|███ | 3/10 [00:31<01:13, 10.55s/it, loss=0.3726, dice=0.8279] Epoch 24: 30%|███ | 3/10 [00:42<01:13, 10.55s/it, loss=0.3693, dice=0.8329] Epoch 24: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3693, dice=0.8329] Epoch 24: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3485, dice=0.8544] Epoch 24: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3485, dice=0.8544] Epoch 24: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3450, dice=0.8640] Epoch 24: 60%|██████ | 6/10 [01:03<00:42, 10.56s/it, loss=0.3450, dice=0.8640] Epoch 24: 60%|██████ | 6/10 [01:13<00:42, 10.56s/it, loss=0.3540, dice=0.8448] Epoch 24: 70%|███████ | 7/10 [01:13<00:31, 10.57s/it, loss=0.3540, dice=0.8448] Epoch 24: 70%|███████ | 7/10 [01:24<00:31, 10.57s/it, loss=0.3459, dice=0.8535] Epoch 24: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3459, dice=0.8535] Epoch 24: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3419, dice=0.8586] Epoch 24: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3419, dice=0.8586] Epoch 24: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3504, dice=0.8558] Epoch 24: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3504, dice=0.8558] Epoch 24: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3504, dice=0.8558]
Epoch 24: train_loss=0.3504, train_dice=0.8558
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 24: val_loss=0.3865, val_dice=0.7861
 Epoch 25: 0%| | 0/10 [00:00<?, ?it/s] Epoch 25: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3622, dice=0.8494] Epoch 25: 10%|█ | 1/10 [00:10<01:34, 10.47s/it, loss=0.3622, dice=0.8494] Epoch 25: 10%|█ | 1/10 [00:20<01:34, 10.47s/it, loss=0.3588, dice=0.8244] Epoch 25: 20%|██ | 2/10 [00:20<01:23, 10.50s/it, loss=0.3588, dice=0.8244] Epoch 25: 20%|██ | 2/10 [00:31<01:23, 10.50s/it, loss=0.3402, dice=0.8518] Epoch 25: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3402, dice=0.8518] Epoch 25: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3520, dice=0.8530] Epoch 25: 40%|████ | 4/10 [00:42<01:03, 10.51s/it, loss=0.3520, dice=0.8530] Epoch 25: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3615, dice=0.8585] Epoch 25: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3615, dice=0.8585] Epoch 25: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3530, dice=0.8668] Epoch 25: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3530, dice=0.8668] Epoch 25: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3689, dice=0.8274] Epoch 25: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3689, dice=0.8274] Epoch 25: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3792, dice=0.8125] Epoch 25: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3792, dice=0.8125] Epoch 25: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3664, dice=0.8268] Epoch 25: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3664, dice=0.8268] Epoch 25: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3724, dice=0.8234] Epoch 25: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3724, dice=0.8234] Epoch 25: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3724, dice=0.8234]
Epoch 25: train_loss=0.3724, train_dice=0.8234
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 25: val_loss=0.3856, val_dice=0.7895
 Epoch 26: 0%| | 0/10 [00:00<?, ?it/s] Epoch 26: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3436, dice=0.9074] Epoch 26: 10%|█ | 1/10 [00:10<01:34, 10.47s/it, loss=0.3436, dice=0.9074] Epoch 26: 10%|█ | 1/10 [00:20<01:34, 10.47s/it, loss=0.3547, dice=0.9007] Epoch 26: 20%|██ | 2/10 [00:20<01:24, 10.50s/it, loss=0.3547, dice=0.9007] Epoch 26: 20%|██ | 2/10 [00:31<01:24, 10.50s/it, loss=0.3609, dice=0.9112] Epoch 26: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.3609, dice=0.9112] Epoch 26: 30%|███ | 3/10 [00:42<01:13, 10.49s/it, loss=0.3718, dice=0.9024] Epoch 26: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3718, dice=0.9024] Epoch 26: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3744, dice=0.8854] Epoch 26: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3744, dice=0.8854] Epoch 26: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3798, dice=0.8593] Epoch 26: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3798, dice=0.8593] Epoch 26: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3784, dice=0.8619] Epoch 26: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3784, dice=0.8619] Epoch 26: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3891, dice=0.8178] Epoch 26: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3891, dice=0.8178] Epoch 26: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3945, dice=0.8128] Epoch 26: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3945, dice=0.8128] Epoch 26: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3971, dice=0.8090] Epoch 26: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3971, dice=0.8090] Epoch 26: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3971, dice=0.8090]
Epoch 26: train_loss=0.3971, train_dice=0.8090
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.81s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 26: val_loss=0.3874, val_dice=0.7749
 Epoch 27: 0%| | 0/10 [00:00<?, ?it/s] Epoch 27: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3027, dice=0.9002] Epoch 27: 10%|█ | 1/10 [00:10<01:33, 10.39s/it, loss=0.3027, dice=0.9002] Epoch 27: 10%|█ | 1/10 [00:20<01:33, 10.39s/it, loss=0.3503, dice=0.8937] Epoch 27: 20%|██ | 2/10 [00:20<01:23, 10.44s/it, loss=0.3503, dice=0.8937] Epoch 27: 20%|██ | 2/10 [00:31<01:23, 10.44s/it, loss=0.3407, dice=0.9040] Epoch 27: 30%|███ | 3/10 [00:31<01:13, 10.48s/it, loss=0.3407, dice=0.9040] Epoch 27: 30%|███ | 3/10 [00:41<01:13, 10.48s/it, loss=0.3636, dice=0.8770] Epoch 27: 40%|████ | 4/10 [00:41<01:03, 10.52s/it, loss=0.3636, dice=0.8770] Epoch 27: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3588, dice=0.8846] Epoch 27: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3588, dice=0.8846] Epoch 27: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3762, dice=0.8373] Epoch 27: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3762, dice=0.8373] Epoch 27: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3666, dice=0.8489] Epoch 27: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3666, dice=0.8489] Epoch 27: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3655, dice=0.8550] Epoch 27: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3655, dice=0.8550] Epoch 27: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3657, dice=0.8532] Epoch 27: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3657, dice=0.8532] Epoch 27: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3612, dice=0.8561] Epoch 27: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3612, dice=0.8561] Epoch 27: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3612, dice=0.8561]
Epoch 27: train_loss=0.3612, train_dice=0.8561
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.75s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 27: val_loss=0.3850, val_dice=0.7832
 Epoch 28: 0%| | 0/10 [00:00<?, ?it/s] Epoch 28: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3207, dice=0.9234] Epoch 28: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.3207, dice=0.9234] Epoch 28: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.3356, dice=0.8973] Epoch 28: 20%|██ | 2/10 [00:20<01:23, 10.46s/it, loss=0.3356, dice=0.8973] Epoch 28: 20%|██ | 2/10 [00:31<01:23, 10.46s/it, loss=0.3506, dice=0.8703] Epoch 28: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3506, dice=0.8703] Epoch 28: 30%|███ | 3/10 [00:41<01:13, 10.50s/it, loss=0.3753, dice=0.8364] Epoch 28: 40%|████ | 4/10 [00:41<01:03, 10.52s/it, loss=0.3753, dice=0.8364] Epoch 28: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3779, dice=0.8463] Epoch 28: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3779, dice=0.8463] Epoch 28: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3857, dice=0.8465] Epoch 28: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3857, dice=0.8465] Epoch 28: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3898, dice=0.8371] Epoch 28: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3898, dice=0.8371] Epoch 28: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3890, dice=0.8339] Epoch 28: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3890, dice=0.8339] Epoch 28: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3848, dice=0.8309] Epoch 28: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3848, dice=0.8309] Epoch 28: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3819, dice=0.8330] Epoch 28: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3819, dice=0.8330] Epoch 28: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3819, dice=0.8330]
Epoch 28: train_loss=0.3819, train_dice=0.8330
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.75s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 28: val_loss=0.3844, val_dice=0.7736
 Epoch 29: 0%| | 0/10 [00:00<?, ?it/s] Epoch 29: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3319, dice=0.9003] Epoch 29: 10%|█ | 1/10 [00:10<01:34, 10.45s/it, loss=0.3319, dice=0.9003] Epoch 29: 10%|█ | 1/10 [00:20<01:34, 10.45s/it, loss=0.3193, dice=0.9165] Epoch 29: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3193, dice=0.9165] Epoch 29: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3347, dice=0.8930] Epoch 29: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3347, dice=0.8930] Epoch 29: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3422, dice=0.8837] Epoch 29: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3422, dice=0.8837] Epoch 29: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3336, dice=0.8791] Epoch 29: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3336, dice=0.8791] Epoch 29: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3427, dice=0.8611] Epoch 29: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3427, dice=0.8611] Epoch 29: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3393, dice=0.8696] Epoch 29: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3393, dice=0.8696] Epoch 29: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3489, dice=0.8681] Epoch 29: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3489, dice=0.8681] Epoch 29: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3531, dice=0.8648] Epoch 29: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3531, dice=0.8648] Epoch 29: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3496, dice=0.8674] Epoch 29: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3496, dice=0.8674] Epoch 29: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3496, dice=0.8674]
Epoch 29: train_loss=0.3496, train_dice=0.8674
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.79s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 29: val_loss=0.3830, val_dice=0.7929
 New best val dice: 0.7929
Saved LoRA weights to /root/githubs/sam3/checkpoints/checkpoints/best_lora_weights.pt
Saved decoder weights to /root/githubs/sam3/checkpoints/checkpoints/best_decoder_weights.pt
 Epoch 30: 0%| | 0/10 [00:00<?, ?it/s] Epoch 30: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3556, dice=0.9003] Epoch 30: 10%|█ | 1/10 [00:10<01:33, 10.41s/it, loss=0.3556, dice=0.9003] Epoch 30: 10%|█ | 1/10 [00:20<01:33, 10.41s/it, loss=0.3992, dice=0.8383] Epoch 30: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3992, dice=0.8383] Epoch 30: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3724, dice=0.8558] Epoch 30: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3724, dice=0.8558] Epoch 30: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3707, dice=0.8528] Epoch 30: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3707, dice=0.8528] Epoch 30: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3816, dice=0.8388] Epoch 30: 50%|█████ | 5/10 [00:52<00:52, 10.57s/it, loss=0.3816, dice=0.8388] Epoch 30: 50%|█████ | 5/10 [01:03<00:52, 10.57s/it, loss=0.3798, dice=0.8425] Epoch 30: 60%|██████ | 6/10 [01:03<00:42, 10.57s/it, loss=0.3798, dice=0.8425] Epoch 30: 60%|██████ | 6/10 [01:13<00:42, 10.57s/it, loss=0.3808, dice=0.8477] Epoch 30: 70%|███████ | 7/10 [01:13<00:31, 10.60s/it, loss=0.3808, dice=0.8477] Epoch 30: 70%|███████ | 7/10 [01:24<00:31, 10.60s/it, loss=0.3753, dice=0.8550] Epoch 30: 80%|████████ | 8/10 [01:24<00:21, 10.58s/it, loss=0.3753, dice=0.8550] Epoch 30: 80%|████████ | 8/10 [01:35<00:21, 10.58s/it, loss=0.3845, dice=0.8263] Epoch 30: 90%|█████████ | 9/10 [01:35<00:10, 10.58s/it, loss=0.3845, dice=0.8263] Epoch 30: 90%|█████████ | 9/10 [01:45<00:10, 10.58s/it, loss=0.3743, dice=0.8354] Epoch 30: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3743, dice=0.8354] Epoch 30: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3743, dice=0.8354]
Epoch 30: train_loss=0.3743, train_dice=0.8354
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:20, 1.86s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.89s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.84s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.84s/it] Validating: 42%|████▏ | 5/12 [00:09<00:12, 1.82s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.80s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.78s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.77s/it] Validating: 75%|███████▌ | 9/12 [00:16<00:05, 1.78s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.78s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.79s/it]
Epoch 30: val_loss=0.3826, val_dice=0.7823
 Epoch 31: 0%| | 0/10 [00:00<?, ?it/s] Epoch 31: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3192, dice=0.8748] Epoch 31: 10%|█ | 1/10 [00:10<01:34, 10.49s/it, loss=0.3192, dice=0.8748] Epoch 31: 10%|█ | 1/10 [00:21<01:34, 10.49s/it, loss=0.3442, dice=0.8912] Epoch 31: 20%|██ | 2/10 [00:21<01:24, 10.52s/it, loss=0.3442, dice=0.8912] Epoch 31: 20%|██ | 2/10 [00:31<01:24, 10.52s/it, loss=0.3789, dice=0.8500] Epoch 31: 30%|███ | 3/10 [00:31<01:13, 10.54s/it, loss=0.3789, dice=0.8500] Epoch 31: 30%|███ | 3/10 [00:42<01:13, 10.54s/it, loss=0.3893, dice=0.8267] Epoch 31: 40%|████ | 4/10 [00:42<01:03, 10.57s/it, loss=0.3893, dice=0.8267] Epoch 31: 40%|████ | 4/10 [00:52<01:03, 10.57s/it, loss=0.3916, dice=0.8399] Epoch 31: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.3916, dice=0.8399] Epoch 31: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.3912, dice=0.8432] Epoch 31: 60%|██████ | 6/10 [01:03<00:42, 10.56s/it, loss=0.3912, dice=0.8432] Epoch 31: 60%|██████ | 6/10 [01:13<00:42, 10.56s/it, loss=0.3784, dice=0.8526] Epoch 31: 70%|███████ | 7/10 [01:13<00:31, 10.56s/it, loss=0.3784, dice=0.8526] Epoch 31: 70%|███████ | 7/10 [01:24<00:31, 10.56s/it, loss=0.3730, dice=0.8607] Epoch 31: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3730, dice=0.8607] Epoch 31: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3782, dice=0.8498] Epoch 31: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3782, dice=0.8498] Epoch 31: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3773, dice=0.8568] Epoch 31: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3773, dice=0.8568] Epoch 31: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3773, dice=0.8568]
Epoch 31: train_loss=0.3773, train_dice=0.8568
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 31: val_loss=0.3833, val_dice=0.7452
 Epoch 32: 0%| | 0/10 [00:00<?, ?it/s] Epoch 32: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4604, dice=0.5231] Epoch 32: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.4604, dice=0.5231] Epoch 32: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.4442, dice=0.6069] Epoch 32: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.4442, dice=0.6069] Epoch 32: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.4244, dice=0.6897] Epoch 32: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.4244, dice=0.6897] Epoch 32: 30%|███ | 3/10 [00:41<01:13, 10.49s/it, loss=0.4232, dice=0.7011] Epoch 32: 40%|████ | 4/10 [00:41<01:02, 10.50s/it, loss=0.4232, dice=0.7011] Epoch 32: 40%|████ | 4/10 [00:52<01:02, 10.50s/it, loss=0.4119, dice=0.7208] Epoch 32: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.4119, dice=0.7208] Epoch 32: 50%|█████ | 5/10 [01:03<00:52, 10.51s/it, loss=0.4078, dice=0.7452] Epoch 32: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.4078, dice=0.7452] Epoch 32: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.4000, dice=0.7630] Epoch 32: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.4000, dice=0.7630] Epoch 32: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3952, dice=0.7783] Epoch 32: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3952, dice=0.7783] Epoch 32: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3841, dice=0.7907] Epoch 32: 90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3841, dice=0.7907] Epoch 32: 90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3817, dice=0.8001] Epoch 32: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3817, dice=0.8001] Epoch 32: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3817, dice=0.8001]
Epoch 32: train_loss=0.3817, train_dice=0.8001
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.79s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.77s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 32: val_loss=0.3804, val_dice=0.7877
 Epoch 33: 0%| | 0/10 [00:00<?, ?it/s] Epoch 33: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3846, dice=0.8410] Epoch 33: 10%|█ | 1/10 [00:10<01:34, 10.50s/it, loss=0.3846, dice=0.8410] Epoch 33: 10%|█ | 1/10 [00:21<01:34, 10.50s/it, loss=0.3918, dice=0.8289] Epoch 33: 20%|██ | 2/10 [00:21<01:24, 10.54s/it, loss=0.3918, dice=0.8289] Epoch 33: 20%|██ | 2/10 [00:31<01:24, 10.54s/it, loss=0.3798, dice=0.8473] Epoch 33: 30%|███ | 3/10 [00:31<01:13, 10.54s/it, loss=0.3798, dice=0.8473] Epoch 33: 30%|███ | 3/10 [00:42<01:13, 10.54s/it, loss=0.3692, dice=0.8601] Epoch 33: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3692, dice=0.8601] Epoch 33: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3820, dice=0.8395] Epoch 33: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3820, dice=0.8395] Epoch 33: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3824, dice=0.8415] Epoch 33: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3824, dice=0.8415] Epoch 33: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3730, dice=0.8460] Epoch 33: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3730, dice=0.8460] Epoch 33: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3806, dice=0.8182] Epoch 33: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3806, dice=0.8182] Epoch 33: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3806, dice=0.8182] Epoch 33: 90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.3806, dice=0.8182] Epoch 33: 90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.3793, dice=0.8285] Epoch 33: 100%|██████████| 10/10 [01:45<00:00, 10.58s/it, loss=0.3793, dice=0.8285] Epoch 33: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3793, dice=0.8285]
Epoch 33: train_loss=0.3793, train_dice=0.8285
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.79s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 33: val_loss=0.3808, val_dice=0.7877
 Epoch 34: 0%| | 0/10 [00:00<?, ?it/s] Epoch 34: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3801, dice=0.8329] Epoch 34: 10%|█ | 1/10 [00:10<01:34, 10.46s/it, loss=0.3801, dice=0.8329] Epoch 34: 10%|█ | 1/10 [00:20<01:34, 10.46s/it, loss=0.3388, dice=0.8593] Epoch 34: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3388, dice=0.8593] Epoch 34: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3793, dice=0.7875] Epoch 34: 30%|███ | 3/10 [00:31<01:13, 10.52s/it, loss=0.3793, dice=0.7875] Epoch 34: 30%|███ | 3/10 [00:42<01:13, 10.52s/it, loss=0.3757, dice=0.7935] Epoch 34: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3757, dice=0.7935] Epoch 34: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3734, dice=0.8148] Epoch 34: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3734, dice=0.8148] Epoch 34: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3768, dice=0.8269] Epoch 34: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3768, dice=0.8269] Epoch 34: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3744, dice=0.8296] Epoch 34: 70%|███████ | 7/10 [01:13<00:31, 10.56s/it, loss=0.3744, dice=0.8296] Epoch 34: 70%|███████ | 7/10 [01:24<00:31, 10.56s/it, loss=0.3755, dice=0.8297] Epoch 34: 80%|████████ | 8/10 [01:24<00:21, 10.57s/it, loss=0.3755, dice=0.8297] Epoch 34: 80%|████████ | 8/10 [01:34<00:21, 10.57s/it, loss=0.3702, dice=0.8295] Epoch 34: 90%|█████████ | 9/10 [01:34<00:10, 10.57s/it, loss=0.3702, dice=0.8295] Epoch 34: 90%|█████████ | 9/10 [01:45<00:10, 10.57s/it, loss=0.3764, dice=0.8112] Epoch 34: 100%|██████████| 10/10 [01:45<00:00, 10.58s/it, loss=0.3764, dice=0.8112] Epoch 34: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3764, dice=0.8112]
Epoch 34: train_loss=0.3764, train_dice=0.8112
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 34: val_loss=0.3807, val_dice=0.7770
 Epoch 35: 0%| | 0/10 [00:00<?, ?it/s] Epoch 35: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3457, dice=0.8651] Epoch 35: 10%|█ | 1/10 [00:10<01:33, 10.39s/it, loss=0.3457, dice=0.8651] Epoch 35: 10%|█ | 1/10 [00:20<01:33, 10.39s/it, loss=0.3722, dice=0.8704] Epoch 35: 20%|██ | 2/10 [00:20<01:23, 10.45s/it, loss=0.3722, dice=0.8704] Epoch 35: 20%|██ | 2/10 [00:31<01:23, 10.45s/it, loss=0.3807, dice=0.8561] Epoch 35: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3807, dice=0.8561] Epoch 35: 30%|███ | 3/10 [00:41<01:13, 10.51s/it, loss=0.3606, dice=0.8747] Epoch 35: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3606, dice=0.8747] Epoch 35: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3730, dice=0.8596] Epoch 35: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3730, dice=0.8596] Epoch 35: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3720, dice=0.8678] Epoch 35: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3720, dice=0.8678] Epoch 35: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3767, dice=0.8597] Epoch 35: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3767, dice=0.8597] Epoch 35: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3715, dice=0.8655] Epoch 35: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3715, dice=0.8655] Epoch 35: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3634, dice=0.8697] Epoch 35: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3634, dice=0.8697] Epoch 35: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3719, dice=0.8523] Epoch 35: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3719, dice=0.8523] Epoch 35: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3719, dice=0.8523]
Epoch 35: train_loss=0.3719, train_dice=0.8523
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 35: val_loss=0.3808, val_dice=0.7851
 Epoch 36: 0%| | 0/10 [00:00<?, ?it/s] Epoch 36: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3506, dice=0.9083] Epoch 36: 10%|█ | 1/10 [00:10<01:33, 10.42s/it, loss=0.3506, dice=0.9083] Epoch 36: 10%|█ | 1/10 [00:20<01:33, 10.42s/it, loss=0.3963, dice=0.8384] Epoch 36: 20%|██ | 2/10 [00:20<01:23, 10.46s/it, loss=0.3963, dice=0.8384] Epoch 36: 20%|██ | 2/10 [00:31<01:23, 10.46s/it, loss=0.3913, dice=0.8388] Epoch 36: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3913, dice=0.8388] Epoch 36: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3829, dice=0.8545] Epoch 36: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3829, dice=0.8545] Epoch 36: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3772, dice=0.8511] Epoch 36: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.3772, dice=0.8511] Epoch 36: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.3938, dice=0.7805] Epoch 36: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3938, dice=0.7805] Epoch 36: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.4029, dice=0.7525] Epoch 36: 70%|███████ | 7/10 [01:13<00:31, 10.56s/it, loss=0.4029, dice=0.7525] Epoch 36: 70%|███████ | 7/10 [01:24<00:31, 10.56s/it, loss=0.4103, dice=0.7476] Epoch 36: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.4103, dice=0.7476] Epoch 36: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.4128, dice=0.7454] Epoch 36: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.4128, dice=0.7454] Epoch 36: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.4072, dice=0.7583] Epoch 36: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.4072, dice=0.7583] Epoch 36: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.4072, dice=0.7583]
Epoch 36: train_loss=0.4072, train_dice=0.7583
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.82s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.81s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.79s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.78s/it]
Epoch 36: val_loss=0.3810, val_dice=0.7818
 Epoch 37: 0%| | 0/10 [00:00<?, ?it/s] Epoch 37: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3537, dice=0.8808] Epoch 37: 10%|█ | 1/10 [00:10<01:33, 10.42s/it, loss=0.3537, dice=0.8808] Epoch 37: 10%|█ | 1/10 [00:20<01:33, 10.42s/it, loss=0.3243, dice=0.8930] Epoch 37: 20%|██ | 2/10 [00:20<01:24, 10.51s/it, loss=0.3243, dice=0.8930] Epoch 37: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.3325, dice=0.8959] Epoch 37: 30%|███ | 3/10 [00:31<01:13, 10.52s/it, loss=0.3325, dice=0.8959] Epoch 37: 30%|███ | 3/10 [00:42<01:13, 10.52s/it, loss=0.3522, dice=0.8626] Epoch 37: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3522, dice=0.8626] Epoch 37: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3510, dice=0.8608] Epoch 37: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3510, dice=0.8608] Epoch 37: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3593, dice=0.8431] Epoch 37: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3593, dice=0.8431] Epoch 37: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3563, dice=0.8393] Epoch 37: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3563, dice=0.8393] Epoch 37: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3614, dice=0.8458] Epoch 37: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3614, dice=0.8458] Epoch 37: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3515, dice=0.8534] Epoch 37: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3515, dice=0.8534] Epoch 37: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3592, dice=0.8508] Epoch 37: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3592, dice=0.8508] Epoch 37: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3592, dice=0.8508]
Epoch 37: train_loss=0.3592, train_dice=0.8508
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it]
Epoch 37: val_loss=0.3793, val_dice=0.7820
 Epoch 38: 0%| | 0/10 [00:00<?, ?it/s] Epoch 38: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3144, dice=0.8819] Epoch 38: 10%|█ | 1/10 [00:10<01:34, 10.47s/it, loss=0.3144, dice=0.8819] Epoch 38: 10%|█ | 1/10 [00:20<01:34, 10.47s/it, loss=0.3300, dice=0.8644] Epoch 38: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.3300, dice=0.8644] Epoch 38: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.3542, dice=0.8371] Epoch 38: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3542, dice=0.8371] Epoch 38: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3684, dice=0.8178] Epoch 38: 40%|████ | 4/10 [00:42<01:03, 10.51s/it, loss=0.3684, dice=0.8178] Epoch 38: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3789, dice=0.8256] Epoch 38: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3789, dice=0.8256] Epoch 38: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3767, dice=0.8372] Epoch 38: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3767, dice=0.8372] Epoch 38: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3776, dice=0.8397] Epoch 38: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3776, dice=0.8397] Epoch 38: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3786, dice=0.8379] Epoch 38: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3786, dice=0.8379] Epoch 38: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3776, dice=0.8364] Epoch 38: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3776, dice=0.8364] Epoch 38: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3755, dice=0.8429] Epoch 38: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3755, dice=0.8429] Epoch 38: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3755, dice=0.8429]
Epoch 38: train_loss=0.3755, train_dice=0.8429
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 38: val_loss=0.3792, val_dice=0.7877
 Epoch 39: 0%| | 0/10 [00:00<?, ?it/s] Epoch 39: 0%| | 0/10 [00:10<?, ?it/s, loss=0.2520, dice=0.9484] Epoch 39: 10%|█ | 1/10 [00:10<01:33, 10.42s/it, loss=0.2520, dice=0.9484] Epoch 39: 10%|█ | 1/10 [00:20<01:33, 10.42s/it, loss=0.3488, dice=0.8850] Epoch 39: 20%|██ | 2/10 [00:20<01:24, 10.51s/it, loss=0.3488, dice=0.8850] Epoch 39: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.3542, dice=0.9025] Epoch 39: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3542, dice=0.9025] Epoch 39: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3610, dice=0.8792] Epoch 39: 40%|████ | 4/10 [00:42<01:03, 10.51s/it, loss=0.3610, dice=0.8792] Epoch 39: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3754, dice=0.8664] Epoch 39: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.3754, dice=0.8664] Epoch 39: 50%|█████ | 5/10 [01:03<00:52, 10.51s/it, loss=0.3789, dice=0.8600] Epoch 39: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3789, dice=0.8600] Epoch 39: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3774, dice=0.8558] Epoch 39: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3774, dice=0.8558] Epoch 39: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3661, dice=0.8592] Epoch 39: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3661, dice=0.8592] Epoch 39: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3644, dice=0.8646] Epoch 39: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3644, dice=0.8646] Epoch 39: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3630, dice=0.8670] Epoch 39: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3630, dice=0.8670] Epoch 39: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3630, dice=0.8670]
Epoch 39: train_loss=0.3630, train_dice=0.8670
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.75s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.78s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 39: val_loss=0.3784, val_dice=0.7808
 Epoch 40: 0%| | 0/10 [00:00<?, ?it/s] Epoch 40: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4549, dice=0.6354] Epoch 40: 10%|█ | 1/10 [00:10<01:36, 10.69s/it, loss=0.4549, dice=0.6354] Epoch 40: 10%|█ | 1/10 [00:21<01:36, 10.69s/it, loss=0.3899, dice=0.7314] Epoch 40: 20%|██ | 2/10 [00:21<01:24, 10.60s/it, loss=0.3899, dice=0.7314] Epoch 40: 20%|██ | 2/10 [00:31<01:24, 10.60s/it, loss=0.3742, dice=0.7756] Epoch 40: 30%|███ | 3/10 [00:31<01:13, 10.55s/it, loss=0.3742, dice=0.7756] Epoch 40: 30%|███ | 3/10 [00:42<01:13, 10.55s/it, loss=0.3643, dice=0.7959] Epoch 40: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3643, dice=0.7959] Epoch 40: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3610, dice=0.8131] Epoch 40: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.3610, dice=0.8131] Epoch 40: 50%|█████ | 5/10 [01:03<00:52, 10.51s/it, loss=0.3591, dice=0.8278] Epoch 40: 60%|██████ | 6/10 [01:03<00:42, 10.51s/it, loss=0.3591, dice=0.8278] Epoch 40: 60%|██████ | 6/10 [01:13<00:42, 10.51s/it, loss=0.3594, dice=0.8364] Epoch 40: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3594, dice=0.8364] Epoch 40: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3704, dice=0.8152] Epoch 40: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3704, dice=0.8152] Epoch 40: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3773, dice=0.8099] Epoch 40: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3773, dice=0.8099] Epoch 40: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3690, dice=0.8156] Epoch 40: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3690, dice=0.8156] Epoch 40: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3690, dice=0.8156]
Epoch 40: train_loss=0.3690, train_dice=0.8156
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 40: val_loss=0.3786, val_dice=0.7895
 Epoch 41: 0%| | 0/10 [00:00<?, ?it/s] Epoch 41: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4459, dice=0.7533] Epoch 41: 10%|█ | 1/10 [00:10<01:34, 10.46s/it, loss=0.4459, dice=0.7533] Epoch 41: 10%|█ | 1/10 [00:20<01:34, 10.46s/it, loss=0.4053, dice=0.8224] Epoch 41: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.4053, dice=0.8224] Epoch 41: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3965, dice=0.8427] Epoch 41: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3965, dice=0.8427] Epoch 41: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.4001, dice=0.8489] Epoch 41: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.4001, dice=0.8489] Epoch 41: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3904, dice=0.8585] Epoch 41: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3904, dice=0.8585] Epoch 41: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3924, dice=0.8484] Epoch 41: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3924, dice=0.8484] Epoch 41: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3884, dice=0.8556] Epoch 41: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3884, dice=0.8556] Epoch 41: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3934, dice=0.8496] Epoch 41: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3934, dice=0.8496] Epoch 41: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3967, dice=0.8396] Epoch 41: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3967, dice=0.8396] Epoch 41: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3858, dice=0.8437] Epoch 41: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3858, dice=0.8437] Epoch 41: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3858, dice=0.8437]
Epoch 41: train_loss=0.3858, train_dice=0.8437
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.75s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 41: val_loss=0.3785, val_dice=0.7840
 Epoch 42: 0%| | 0/10 [00:00<?, ?it/s] Epoch 42: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3445, dice=0.8435] Epoch 42: 10%|█ | 1/10 [00:10<01:33, 10.40s/it, loss=0.3445, dice=0.8435] Epoch 42: 10%|█ | 1/10 [00:20<01:33, 10.40s/it, loss=0.3335, dice=0.8452] Epoch 42: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.3335, dice=0.8452] Epoch 42: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.3193, dice=0.8654] Epoch 42: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3193, dice=0.8654] Epoch 42: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3304, dice=0.8807] Epoch 42: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3304, dice=0.8807] Epoch 42: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3504, dice=0.8659] Epoch 42: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3504, dice=0.8659] Epoch 42: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3519, dice=0.8675] Epoch 42: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3519, dice=0.8675] Epoch 42: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3616, dice=0.8670] Epoch 42: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3616, dice=0.8670] Epoch 42: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3477, dice=0.8772] Epoch 42: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3477, dice=0.8772] Epoch 42: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3476, dice=0.8794] Epoch 42: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3476, dice=0.8794] Epoch 42: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3399, dice=0.8832] Epoch 42: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3399, dice=0.8832] Epoch 42: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3399, dice=0.8832]
Epoch 42: train_loss=0.3399, train_dice=0.8832
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.75s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.74s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 42: val_loss=0.3771, val_dice=0.7926
 Epoch 43: 0%| | 0/10 [00:00<?, ?it/s] Epoch 43: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3546, dice=0.9042] Epoch 43: 10%|█ | 1/10 [00:10<01:33, 10.34s/it, loss=0.3546, dice=0.9042] Epoch 43: 10%|█ | 1/10 [00:20<01:33, 10.34s/it, loss=0.3778, dice=0.8565] Epoch 43: 20%|██ | 2/10 [00:20<01:23, 10.45s/it, loss=0.3778, dice=0.8565] Epoch 43: 20%|██ | 2/10 [00:31<01:23, 10.45s/it, loss=0.3851, dice=0.8229] Epoch 43: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3851, dice=0.8229] Epoch 43: 30%|███ | 3/10 [00:41<01:13, 10.50s/it, loss=0.3851, dice=0.8391] Epoch 43: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3851, dice=0.8391] Epoch 43: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3834, dice=0.8355] Epoch 43: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3834, dice=0.8355] Epoch 43: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3764, dice=0.8418] Epoch 43: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3764, dice=0.8418] Epoch 43: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3689, dice=0.8485] Epoch 43: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3689, dice=0.8485] Epoch 43: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3595, dice=0.8551] Epoch 43: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3595, dice=0.8551] Epoch 43: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3723, dice=0.8063] Epoch 43: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3723, dice=0.8063] Epoch 43: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3694, dice=0.8107] Epoch 43: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.3694, dice=0.8107] Epoch 43: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3694, dice=0.8107]
Epoch 43: train_loss=0.3694, train_dice=0.8107
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.79s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.78s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.78s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.77s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.76s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 43: val_loss=0.3773, val_dice=0.7847
 Epoch 44: 0%| | 0/10 [00:00<?, ?it/s] Epoch 44: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3996, dice=0.8109] Epoch 44: 10%|█ | 1/10 [00:10<01:34, 10.47s/it, loss=0.3996, dice=0.8109] Epoch 44: 10%|█ | 1/10 [00:20<01:34, 10.47s/it, loss=0.3753, dice=0.8493] Epoch 44: 20%|██ | 2/10 [00:20<01:23, 10.49s/it, loss=0.3753, dice=0.8493] Epoch 44: 20%|██ | 2/10 [00:31<01:23, 10.49s/it, loss=0.3764, dice=0.8379] Epoch 44: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3764, dice=0.8379] Epoch 44: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3904, dice=0.8296] Epoch 44: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3904, dice=0.8296] Epoch 44: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3961, dice=0.8252] Epoch 44: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3961, dice=0.8252] Epoch 44: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3839, dice=0.8264] Epoch 44: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3839, dice=0.8264] Epoch 44: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3925, dice=0.8231] Epoch 44: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3925, dice=0.8231] Epoch 44: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3871, dice=0.8328] Epoch 44: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3871, dice=0.8328] Epoch 44: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3841, dice=0.8310] Epoch 44: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3841, dice=0.8310] Epoch 44: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3789, dice=0.8396] Epoch 44: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3789, dice=0.8396] Epoch 44: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3789, dice=0.8396]
Epoch 44: train_loss=0.3789, train_dice=0.8396
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 44: val_loss=0.3778, val_dice=0.7856
 Epoch 45: 0%| | 0/10 [00:00<?, ?it/s] Epoch 45: 0%| | 0/10 [00:10<?, ?it/s, loss=0.2744, dice=0.9224] Epoch 45: 10%|█ | 1/10 [00:10<01:33, 10.43s/it, loss=0.2744, dice=0.9224] Epoch 45: 10%|█ | 1/10 [00:20<01:33, 10.43s/it, loss=0.3152, dice=0.8851] Epoch 45: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.3152, dice=0.8851] Epoch 45: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.3416, dice=0.8691] Epoch 45: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3416, dice=0.8691] Epoch 45: 30%|███ | 3/10 [00:41<01:13, 10.50s/it, loss=0.3515, dice=0.8692] Epoch 45: 40%|████ | 4/10 [00:41<01:03, 10.50s/it, loss=0.3515, dice=0.8692] Epoch 45: 40%|████ | 4/10 [00:52<01:03, 10.50s/it, loss=0.3721, dice=0.8279] Epoch 45: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.3721, dice=0.8279] Epoch 45: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.3763, dice=0.8186] Epoch 45: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3763, dice=0.8186] Epoch 45: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3881, dice=0.7943] Epoch 45: 70%|███████ | 7/10 [01:13<00:31, 10.52s/it, loss=0.3881, dice=0.7943] Epoch 45: 70%|███████ | 7/10 [01:24<00:31, 10.52s/it, loss=0.3708, dice=0.8132] Epoch 45: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3708, dice=0.8132] Epoch 45: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3588, dice=0.8263] Epoch 45: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.3588, dice=0.8263] Epoch 45: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3659, dice=0.8254] Epoch 45: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.3659, dice=0.8254] Epoch 45: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3659, dice=0.8254]
Epoch 45: train_loss=0.3659, train_dice=0.8254
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 45: val_loss=0.3771, val_dice=0.7867
 Epoch 46: 0%| | 0/10 [00:00<?, ?it/s] Epoch 46: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3434, dice=0.8432] Epoch 46: 10%|█ | 1/10 [00:10<01:33, 10.44s/it, loss=0.3434, dice=0.8432] Epoch 46: 10%|█ | 1/10 [00:21<01:33, 10.44s/it, loss=0.3953, dice=0.7560] Epoch 46: 20%|██ | 2/10 [00:21<01:24, 10.51s/it, loss=0.3953, dice=0.7560] Epoch 46: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.3820, dice=0.8007] Epoch 46: 30%|███ | 3/10 [00:31<01:13, 10.52s/it, loss=0.3820, dice=0.8007] Epoch 46: 30%|███ | 3/10 [00:42<01:13, 10.52s/it, loss=0.3523, dice=0.8331] Epoch 46: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3523, dice=0.8331] Epoch 46: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3726, dice=0.8002] Epoch 46: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.3726, dice=0.8002] Epoch 46: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.3695, dice=0.8153] Epoch 46: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3695, dice=0.8153] Epoch 46: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3823, dice=0.7829] Epoch 46: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3823, dice=0.7829] Epoch 46: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3714, dice=0.7982] Epoch 46: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3714, dice=0.7982] Epoch 46: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3670, dice=0.8100] Epoch 46: 90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3670, dice=0.8100] Epoch 46: 90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3594, dice=0.8199] Epoch 46: 100%|██████████| 10/10 [01:45<00:00, 10.57s/it, loss=0.3594, dice=0.8199] Epoch 46: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3594, dice=0.8199]
Epoch 46: train_loss=0.3594, train_dice=0.8199
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 46: val_loss=0.3768, val_dice=0.7859
 Epoch 47: 0%| | 0/10 [00:00<?, ?it/s] Epoch 47: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3672, dice=0.8168] Epoch 47: 10%|█ | 1/10 [00:10<01:34, 10.46s/it, loss=0.3672, dice=0.8168] Epoch 47: 10%|█ | 1/10 [00:20<01:34, 10.46s/it, loss=0.3626, dice=0.8631] Epoch 47: 20%|██ | 2/10 [00:20<01:23, 10.46s/it, loss=0.3626, dice=0.8631] Epoch 47: 20%|██ | 2/10 [00:31<01:23, 10.46s/it, loss=0.3368, dice=0.8702] Epoch 47: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.3368, dice=0.8702] Epoch 47: 30%|███ | 3/10 [00:42<01:13, 10.49s/it, loss=0.3525, dice=0.8396] Epoch 47: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3525, dice=0.8396] Epoch 47: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3530, dice=0.8490] Epoch 47: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3530, dice=0.8490] Epoch 47: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3734, dice=0.7826] Epoch 47: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3734, dice=0.7826] Epoch 47: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3748, dice=0.7985] Epoch 47: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3748, dice=0.7985] Epoch 47: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3803, dice=0.7970] Epoch 47: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3803, dice=0.7970] Epoch 47: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3780, dice=0.7991] Epoch 47: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3780, dice=0.7991] Epoch 47: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3830, dice=0.7890] Epoch 47: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3830, dice=0.7890] Epoch 47: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3830, dice=0.7890]
Epoch 47: train_loss=0.3830, train_dice=0.7890
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 47: val_loss=0.3775, val_dice=0.7824
 Epoch 48: 0%| | 0/10 [00:00<?, ?it/s] Epoch 48: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3120, dice=0.9187] Epoch 48: 10%|█ | 1/10 [00:10<01:34, 10.48s/it, loss=0.3120, dice=0.9187] Epoch 48: 10%|█ | 1/10 [00:20<01:34, 10.48s/it, loss=0.3507, dice=0.9048] Epoch 48: 20%|██ | 2/10 [00:20<01:23, 10.50s/it, loss=0.3507, dice=0.9048] Epoch 48: 20%|██ | 2/10 [00:31<01:23, 10.50s/it, loss=0.3213, dice=0.9135] Epoch 48: 30%|███ | 3/10 [00:31<01:13, 10.54s/it, loss=0.3213, dice=0.9135] Epoch 48: 30%|███ | 3/10 [00:42<01:13, 10.54s/it, loss=0.3284, dice=0.9081] Epoch 48: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3284, dice=0.9081] Epoch 48: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3482, dice=0.8919] Epoch 48: 50%|█████ | 5/10 [00:52<00:52, 10.56s/it, loss=0.3482, dice=0.8919] Epoch 48: 50%|█████ | 5/10 [01:03<00:52, 10.56s/it, loss=0.3507, dice=0.8924] Epoch 48: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3507, dice=0.8924] Epoch 48: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3549, dice=0.8876] Epoch 48: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3549, dice=0.8876] Epoch 48: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3470, dice=0.8896] Epoch 48: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3470, dice=0.8896] Epoch 48: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3538, dice=0.8763] Epoch 48: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3538, dice=0.8763] Epoch 48: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3541, dice=0.8750] Epoch 48: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3541, dice=0.8750] Epoch 48: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3541, dice=0.8750]
Epoch 48: train_loss=0.3541, train_dice=0.8750
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 48: val_loss=0.3769, val_dice=0.7867
 Epoch 49: 0%| | 0/10 [00:00<?, ?it/s] Epoch 49: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3501, dice=0.8872] Epoch 49: 10%|█ | 1/10 [00:10<01:33, 10.36s/it, loss=0.3501, dice=0.8872] Epoch 49: 10%|█ | 1/10 [00:20<01:33, 10.36s/it, loss=0.3296, dice=0.9075] Epoch 49: 20%|██ | 2/10 [00:20<01:23, 10.45s/it, loss=0.3296, dice=0.9075] Epoch 49: 20%|██ | 2/10 [00:31<01:23, 10.45s/it, loss=0.3558, dice=0.8562] Epoch 49: 30%|███ | 3/10 [00:31<01:13, 10.48s/it, loss=0.3558, dice=0.8562] Epoch 49: 30%|███ | 3/10 [00:41<01:13, 10.48s/it, loss=0.3584, dice=0.8533] Epoch 49: 40%|████ | 4/10 [00:41<01:03, 10.52s/it, loss=0.3584, dice=0.8533] Epoch 49: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3646, dice=0.8619] Epoch 49: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3646, dice=0.8619] Epoch 49: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3489, dice=0.8704] Epoch 49: 60%|██████ | 6/10 [01:03<00:42, 10.52s/it, loss=0.3489, dice=0.8704] Epoch 49: 60%|██████ | 6/10 [01:13<00:42, 10.52s/it, loss=0.3532, dice=0.8620] Epoch 49: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3532, dice=0.8620] Epoch 49: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3455, dice=0.8624] Epoch 49: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3455, dice=0.8624] Epoch 49: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3468, dice=0.8614] Epoch 49: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3468, dice=0.8614] Epoch 49: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3553, dice=0.8567] Epoch 49: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3553, dice=0.8567] Epoch 49: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3553, dice=0.8567]
Epoch 49: train_loss=0.3553, train_dice=0.8567
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 49: val_loss=0.3765, val_dice=0.7846
 Epoch 50: 0%| | 0/10 [00:00<?, ?it/s] Epoch 50: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3800, dice=0.8579] Epoch 50: 10%|█ | 1/10 [00:10<01:33, 10.42s/it, loss=0.3800, dice=0.8579] Epoch 50: 10%|█ | 1/10 [00:20<01:33, 10.42s/it, loss=0.3685, dice=0.8569] Epoch 50: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.3685, dice=0.8569] Epoch 50: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.3663, dice=0.8739] Epoch 50: 30%|███ | 3/10 [00:31<01:13, 10.52s/it, loss=0.3663, dice=0.8739] Epoch 50: 30%|███ | 3/10 [00:42<01:13, 10.52s/it, loss=0.3813, dice=0.8613] Epoch 50: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3813, dice=0.8613] Epoch 50: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3770, dice=0.8513] Epoch 50: 50%|█████ | 5/10 [00:52<00:52, 10.54s/it, loss=0.3770, dice=0.8513] Epoch 50: 50%|█████ | 5/10 [01:03<00:52, 10.54s/it, loss=0.3719, dice=0.8545] Epoch 50: 60%|██████ | 6/10 [01:03<00:42, 10.56s/it, loss=0.3719, dice=0.8545] Epoch 50: 60%|██████ | 6/10 [01:13<00:42, 10.56s/it, loss=0.3599, dice=0.8618] Epoch 50: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3599, dice=0.8618] Epoch 50: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3603, dice=0.8648] Epoch 50: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3603, dice=0.8648] Epoch 50: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3583, dice=0.8597] Epoch 50: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3583, dice=0.8597] Epoch 50: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3584, dice=0.8640] Epoch 50: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3584, dice=0.8640] Epoch 50: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3584, dice=0.8640]
Epoch 50: train_loss=0.3584, train_dice=0.8640
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 50: val_loss=0.3763, val_dice=0.7904
 Epoch 51: 0%| | 0/10 [00:00<?, ?it/s] Epoch 51: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3772, dice=0.8755] Epoch 51: 10%|█ | 1/10 [00:10<01:33, 10.34s/it, loss=0.3772, dice=0.8755] Epoch 51: 10%|█ | 1/10 [00:20<01:33, 10.34s/it, loss=0.3371, dice=0.9010] Epoch 51: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3371, dice=0.9010] Epoch 51: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3426, dice=0.8928] Epoch 51: 30%|███ | 3/10 [00:31<01:13, 10.48s/it, loss=0.3426, dice=0.8928] Epoch 51: 30%|███ | 3/10 [00:41<01:13, 10.48s/it, loss=0.3634, dice=0.8736] Epoch 51: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3634, dice=0.8736] Epoch 51: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3623, dice=0.8743] Epoch 51: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.3623, dice=0.8743] Epoch 51: 50%|█████ | 5/10 [01:02<00:52, 10.51s/it, loss=0.3747, dice=0.8463] Epoch 51: 60%|██████ | 6/10 [01:02<00:42, 10.51s/it, loss=0.3747, dice=0.8463] Epoch 51: 60%|██████ | 6/10 [01:13<00:42, 10.51s/it, loss=0.3698, dice=0.8509] Epoch 51: 70%|███████ | 7/10 [01:13<00:31, 10.51s/it, loss=0.3698, dice=0.8509] Epoch 51: 70%|███████ | 7/10 [01:23<00:31, 10.51s/it, loss=0.3775, dice=0.8446] Epoch 51: 80%|████████ | 8/10 [01:23<00:21, 10.51s/it, loss=0.3775, dice=0.8446] Epoch 51: 80%|████████ | 8/10 [01:34<00:21, 10.51s/it, loss=0.3788, dice=0.8503] Epoch 51: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3788, dice=0.8503] Epoch 51: 90%|█████████ | 9/10 [01:44<00:10, 10.52s/it, loss=0.3835, dice=0.8377] Epoch 51: 100%|██████████| 10/10 [01:44<00:00, 10.50s/it, loss=0.3835, dice=0.8377] Epoch 51: 100%|██████████| 10/10 [01:44<00:00, 10.50s/it, loss=0.3835, dice=0.8377]
Epoch 51: train_loss=0.3835, train_dice=0.8377
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 51: val_loss=0.3774, val_dice=0.7834
 Epoch 52: 0%| | 0/10 [00:00<?, ?it/s] Epoch 52: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3620, dice=0.9183] Epoch 52: 10%|█ | 1/10 [00:10<01:34, 10.45s/it, loss=0.3620, dice=0.9183] Epoch 52: 10%|█ | 1/10 [00:21<01:34, 10.45s/it, loss=0.3358, dice=0.9038] Epoch 52: 20%|██ | 2/10 [00:21<01:24, 10.52s/it, loss=0.3358, dice=0.9038] Epoch 52: 20%|██ | 2/10 [00:31<01:24, 10.52s/it, loss=0.3662, dice=0.8785] Epoch 52: 30%|███ | 3/10 [00:31<01:13, 10.54s/it, loss=0.3662, dice=0.8785] Epoch 52: 30%|███ | 3/10 [00:42<01:13, 10.54s/it, loss=0.3597, dice=0.8769] Epoch 52: 40%|████ | 4/10 [00:42<01:03, 10.53s/it, loss=0.3597, dice=0.8769] Epoch 52: 40%|████ | 4/10 [00:52<01:03, 10.53s/it, loss=0.3374, dice=0.8908] Epoch 52: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3374, dice=0.8908] Epoch 52: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3382, dice=0.8847] Epoch 52: 60%|██████ | 6/10 [01:03<00:42, 10.58s/it, loss=0.3382, dice=0.8847] Epoch 52: 60%|██████ | 6/10 [01:13<00:42, 10.58s/it, loss=0.3373, dice=0.8806] Epoch 52: 70%|███████ | 7/10 [01:13<00:31, 10.58s/it, loss=0.3373, dice=0.8806] Epoch 52: 70%|███████ | 7/10 [01:24<00:31, 10.58s/it, loss=0.3450, dice=0.8711] Epoch 52: 80%|████████ | 8/10 [01:24<00:21, 10.57s/it, loss=0.3450, dice=0.8711] Epoch 52: 80%|████████ | 8/10 [01:34<00:21, 10.57s/it, loss=0.3453, dice=0.8757] Epoch 52: 90%|█████████ | 9/10 [01:34<00:10, 10.56s/it, loss=0.3453, dice=0.8757] Epoch 52: 90%|█████████ | 9/10 [01:45<00:10, 10.56s/it, loss=0.3537, dice=0.8675] Epoch 52: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3537, dice=0.8675] Epoch 52: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3537, dice=0.8675]
Epoch 52: train_loss=0.3537, train_dice=0.8675
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.78s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.78s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.77s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.76s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.78s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 52: val_loss=0.3764, val_dice=0.7860
 Epoch 53: 0%| | 0/10 [00:00<?, ?it/s] Epoch 53: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3790, dice=0.8199] Epoch 53: 10%|█ | 1/10 [00:10<01:33, 10.43s/it, loss=0.3790, dice=0.8199] Epoch 53: 10%|█ | 1/10 [00:20<01:33, 10.43s/it, loss=0.3660, dice=0.8617] Epoch 53: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3660, dice=0.8617] Epoch 53: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3621, dice=0.8685] Epoch 53: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3621, dice=0.8685] Epoch 53: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.3665, dice=0.8538] Epoch 53: 40%|████ | 4/10 [00:42<01:03, 10.54s/it, loss=0.3665, dice=0.8538] Epoch 53: 40%|████ | 4/10 [00:52<01:03, 10.54s/it, loss=0.3631, dice=0.8604] Epoch 53: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3631, dice=0.8604] Epoch 53: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3562, dice=0.8685] Epoch 53: 60%|██████ | 6/10 [01:03<00:42, 10.58s/it, loss=0.3562, dice=0.8685] Epoch 53: 60%|██████ | 6/10 [01:13<00:42, 10.58s/it, loss=0.3678, dice=0.8423] Epoch 53: 70%|███████ | 7/10 [01:13<00:31, 10.57s/it, loss=0.3678, dice=0.8423] Epoch 53: 70%|███████ | 7/10 [01:24<00:31, 10.57s/it, loss=0.3686, dice=0.8413] Epoch 53: 80%|████████ | 8/10 [01:24<00:21, 10.58s/it, loss=0.3686, dice=0.8413] Epoch 53: 80%|████████ | 8/10 [01:34<00:21, 10.58s/it, loss=0.3698, dice=0.8442] Epoch 53: 90%|█████████ | 9/10 [01:34<00:10, 10.58s/it, loss=0.3698, dice=0.8442] Epoch 53: 90%|█████████ | 9/10 [01:45<00:10, 10.58s/it, loss=0.3802, dice=0.8094] Epoch 53: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3802, dice=0.8094] Epoch 53: 100%|██████████| 10/10 [01:45<00:00, 10.55s/it, loss=0.3802, dice=0.8094]
Epoch 53: train_loss=0.3802, train_dice=0.8094
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:20, 1.85s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.85s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.82s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.82s/it] Validating: 42%|████▏ | 5/12 [00:09<00:12, 1.80s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.79s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.78s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.77s/it] Validating: 75%|███████▌ | 9/12 [00:16<00:05, 1.79s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.78s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.78s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.78s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.79s/it]
Epoch 53: val_loss=0.3772, val_dice=0.7827
 Epoch 54: 0%| | 0/10 [00:00<?, ?it/s] Epoch 54: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4255, dice=0.8218] Epoch 54: 10%|█ | 1/10 [00:10<01:33, 10.39s/it, loss=0.4255, dice=0.8218] Epoch 54: 10%|█ | 1/10 [00:20<01:33, 10.39s/it, loss=0.3439, dice=0.8746] Epoch 54: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3439, dice=0.8746] Epoch 54: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3433, dice=0.8646] Epoch 54: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3433, dice=0.8646] Epoch 54: 30%|███ | 3/10 [00:41<01:13, 10.50s/it, loss=0.3725, dice=0.8341] Epoch 54: 40%|████ | 4/10 [00:41<01:03, 10.51s/it, loss=0.3725, dice=0.8341] Epoch 54: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3641, dice=0.8517] Epoch 54: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3641, dice=0.8517] Epoch 54: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3714, dice=0.8405] Epoch 54: 60%|██████ | 6/10 [01:03<00:42, 10.52s/it, loss=0.3714, dice=0.8405] Epoch 54: 60%|██████ | 6/10 [01:13<00:42, 10.52s/it, loss=0.3682, dice=0.8459] Epoch 54: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3682, dice=0.8459] Epoch 54: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3584, dice=0.8481] Epoch 54: 80%|████████ | 8/10 [01:24<00:21, 10.53s/it, loss=0.3584, dice=0.8481] Epoch 54: 80%|████████ | 8/10 [01:34<00:21, 10.53s/it, loss=0.3560, dice=0.8444] Epoch 54: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3560, dice=0.8444] Epoch 54: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3551, dice=0.8504] Epoch 54: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3551, dice=0.8504] Epoch 54: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3551, dice=0.8504]
Epoch 54: train_loss=0.3551, train_dice=0.8504
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.76s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.78s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 54: val_loss=0.3760, val_dice=0.7887
 Epoch 55: 0%| | 0/10 [00:00<?, ?it/s] Epoch 55: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3098, dice=0.8864] Epoch 55: 10%|█ | 1/10 [00:10<01:33, 10.43s/it, loss=0.3098, dice=0.8864] Epoch 55: 10%|█ | 1/10 [00:20<01:33, 10.43s/it, loss=0.3441, dice=0.8632] Epoch 55: 20%|██ | 2/10 [00:20<01:24, 10.51s/it, loss=0.3441, dice=0.8632] Epoch 55: 20%|██ | 2/10 [00:31<01:24, 10.51s/it, loss=0.3821, dice=0.7916] Epoch 55: 30%|███ | 3/10 [00:31<01:13, 10.50s/it, loss=0.3821, dice=0.7916] Epoch 55: 30%|███ | 3/10 [00:42<01:13, 10.50s/it, loss=0.4055, dice=0.7100] Epoch 55: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.4055, dice=0.7100] Epoch 55: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.4081, dice=0.7398] Epoch 55: 50%|█████ | 5/10 [00:52<00:52, 10.51s/it, loss=0.4081, dice=0.7398] Epoch 55: 50%|█████ | 5/10 [01:03<00:52, 10.51s/it, loss=0.3813, dice=0.7748] Epoch 55: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.3813, dice=0.7748] Epoch 55: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.3785, dice=0.7948] Epoch 55: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.3785, dice=0.7948] Epoch 55: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.3748, dice=0.8048] Epoch 55: 80%|████████ | 8/10 [01:24<00:21, 10.54s/it, loss=0.3748, dice=0.8048] Epoch 55: 80%|████████ | 8/10 [01:34<00:21, 10.54s/it, loss=0.3699, dice=0.8180] Epoch 55: 90%|█████████ | 9/10 [01:34<00:10, 10.53s/it, loss=0.3699, dice=0.8180] Epoch 55: 90%|█████████ | 9/10 [01:45<00:10, 10.53s/it, loss=0.3759, dice=0.8141] Epoch 55: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3759, dice=0.8141] Epoch 55: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3759, dice=0.8141]
Epoch 55: train_loss=0.3759, train_dice=0.8141
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:18, 1.82s/it] Validating: 25%|██▌ | 3/12 [00:05<00:16, 1.79s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 55: val_loss=0.3766, val_dice=0.7869
 Epoch 56: 0%| | 0/10 [00:00<?, ?it/s] Epoch 56: 0%| | 0/10 [00:10<?, ?it/s, loss=0.4445, dice=0.7582] Epoch 56: 10%|█ | 1/10 [00:10<01:33, 10.43s/it, loss=0.4445, dice=0.7582] Epoch 56: 10%|█ | 1/10 [00:21<01:33, 10.43s/it, loss=0.3780, dice=0.8366] Epoch 56: 20%|██ | 2/10 [00:21<01:24, 10.54s/it, loss=0.3780, dice=0.8366] Epoch 56: 20%|██ | 2/10 [00:31<01:24, 10.54s/it, loss=0.3843, dice=0.8163] Epoch 56: 30%|███ | 3/10 [00:31<01:13, 10.56s/it, loss=0.3843, dice=0.8163] Epoch 56: 30%|███ | 3/10 [00:42<01:13, 10.56s/it, loss=0.3867, dice=0.8349] Epoch 56: 40%|████ | 4/10 [00:42<01:03, 10.55s/it, loss=0.3867, dice=0.8349] Epoch 56: 40%|████ | 4/10 [00:52<01:03, 10.55s/it, loss=0.3794, dice=0.8431] Epoch 56: 50%|█████ | 5/10 [00:52<00:52, 10.56s/it, loss=0.3794, dice=0.8431] Epoch 56: 50%|█████ | 5/10 [01:03<00:52, 10.56s/it, loss=0.3757, dice=0.8455] Epoch 56: 60%|██████ | 6/10 [01:03<00:42, 10.55s/it, loss=0.3757, dice=0.8455] Epoch 56: 60%|██████ | 6/10 [01:13<00:42, 10.55s/it, loss=0.3810, dice=0.8384] Epoch 56: 70%|███████ | 7/10 [01:13<00:31, 10.55s/it, loss=0.3810, dice=0.8384] Epoch 56: 70%|███████ | 7/10 [01:24<00:31, 10.55s/it, loss=0.3871, dice=0.8339] Epoch 56: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.3871, dice=0.8339] Epoch 56: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.3873, dice=0.8402] Epoch 56: 90%|█████████ | 9/10 [01:34<00:10, 10.54s/it, loss=0.3873, dice=0.8402] Epoch 56: 90%|█████████ | 9/10 [01:45<00:10, 10.54s/it, loss=0.3869, dice=0.8456] Epoch 56: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3869, dice=0.8456] Epoch 56: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3869, dice=0.8456]
Epoch 56: train_loss=0.3869, train_dice=0.8456
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.77s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.75s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 56: val_loss=0.3773, val_dice=0.7816
 Epoch 57: 0%| | 0/10 [00:00<?, ?it/s] Epoch 57: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3795, dice=0.8167] Epoch 57: 10%|█ | 1/10 [00:10<01:33, 10.42s/it, loss=0.3795, dice=0.8167] Epoch 57: 10%|█ | 1/10 [00:20<01:33, 10.42s/it, loss=0.3672, dice=0.8485] Epoch 57: 20%|██ | 2/10 [00:20<01:23, 10.48s/it, loss=0.3672, dice=0.8485] Epoch 57: 20%|██ | 2/10 [00:31<01:23, 10.48s/it, loss=0.3903, dice=0.7991] Epoch 57: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3903, dice=0.7991] Epoch 57: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.4006, dice=0.8019] Epoch 57: 40%|████ | 4/10 [00:42<01:03, 10.54s/it, loss=0.4006, dice=0.8019] Epoch 57: 40%|████ | 4/10 [00:52<01:03, 10.54s/it, loss=0.4033, dice=0.7969] Epoch 57: 50%|█████ | 5/10 [00:52<00:52, 10.55s/it, loss=0.4033, dice=0.7969] Epoch 57: 50%|█████ | 5/10 [01:03<00:52, 10.55s/it, loss=0.4154, dice=0.7407] Epoch 57: 60%|██████ | 6/10 [01:03<00:42, 10.54s/it, loss=0.4154, dice=0.7407] Epoch 57: 60%|██████ | 6/10 [01:13<00:42, 10.54s/it, loss=0.4059, dice=0.7595] Epoch 57: 70%|███████ | 7/10 [01:13<00:31, 10.54s/it, loss=0.4059, dice=0.7595] Epoch 57: 70%|███████ | 7/10 [01:24<00:31, 10.54s/it, loss=0.4073, dice=0.7644] Epoch 57: 80%|████████ | 8/10 [01:24<00:21, 10.55s/it, loss=0.4073, dice=0.7644] Epoch 57: 80%|████████ | 8/10 [01:34<00:21, 10.55s/it, loss=0.4053, dice=0.7795] Epoch 57: 90%|█████████ | 9/10 [01:34<00:10, 10.55s/it, loss=0.4053, dice=0.7795] Epoch 57: 90%|█████████ | 9/10 [01:45<00:10, 10.55s/it, loss=0.3992, dice=0.7915] Epoch 57: 100%|██████████| 10/10 [01:45<00:00, 10.56s/it, loss=0.3992, dice=0.7915] Epoch 57: 100%|██████████| 10/10 [01:45<00:00, 10.54s/it, loss=0.3992, dice=0.7915]
Epoch 57: train_loss=0.3992, train_dice=0.7915
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.78s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.80s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.79s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.77s/it]
Epoch 57: val_loss=0.3776, val_dice=0.7799
 Epoch 58: 0%| | 0/10 [00:00<?, ?it/s] Epoch 58: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3214, dice=0.8387] Epoch 58: 10%|█ | 1/10 [00:10<01:34, 10.46s/it, loss=0.3214, dice=0.8387] Epoch 58: 10%|█ | 1/10 [00:20<01:34, 10.46s/it, loss=0.3392, dice=0.8694] Epoch 58: 20%|██ | 2/10 [00:20<01:23, 10.47s/it, loss=0.3392, dice=0.8694] Epoch 58: 20%|██ | 2/10 [00:31<01:23, 10.47s/it, loss=0.3234, dice=0.8803] Epoch 58: 30%|███ | 3/10 [00:31<01:13, 10.49s/it, loss=0.3234, dice=0.8803] Epoch 58: 30%|███ | 3/10 [00:42<01:13, 10.49s/it, loss=0.3296, dice=0.8818] Epoch 58: 40%|████ | 4/10 [00:42<01:03, 10.52s/it, loss=0.3296, dice=0.8818] Epoch 58: 40%|████ | 4/10 [00:52<01:03, 10.52s/it, loss=0.3400, dice=0.8719] Epoch 58: 50%|█████ | 5/10 [00:52<00:52, 10.52s/it, loss=0.3400, dice=0.8719] Epoch 58: 50%|█████ | 5/10 [01:03<00:52, 10.52s/it, loss=0.3466, dice=0.8717] Epoch 58: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3466, dice=0.8717] Epoch 58: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3562, dice=0.8578] Epoch 58: 70%|███████ | 7/10 [01:13<00:31, 10.53s/it, loss=0.3562, dice=0.8578] Epoch 58: 70%|███████ | 7/10 [01:24<00:31, 10.53s/it, loss=0.3518, dice=0.8628] Epoch 58: 80%|████████ | 8/10 [01:24<00:21, 10.52s/it, loss=0.3518, dice=0.8628] Epoch 58: 80%|████████ | 8/10 [01:34<00:21, 10.52s/it, loss=0.3600, dice=0.8596] Epoch 58: 90%|█████████ | 9/10 [01:34<00:10, 10.52s/it, loss=0.3600, dice=0.8596] Epoch 58: 90%|█████████ | 9/10 [01:45<00:10, 10.52s/it, loss=0.3617, dice=0.8571] Epoch 58: 100%|██████████| 10/10 [01:45<00:00, 10.53s/it, loss=0.3617, dice=0.8571] Epoch 58: 100%|██████████| 10/10 [01:45<00:00, 10.52s/it, loss=0.3617, dice=0.8571]
Epoch 58: train_loss=0.3617, train_dice=0.8571
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.76s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.79s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.77s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.78s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.77s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.76s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.76s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:07, 1.75s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.77s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.76s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 58: val_loss=0.3769, val_dice=0.7849
 Epoch 59: 0%| | 0/10 [00:00<?, ?it/s] Epoch 59: 0%| | 0/10 [00:10<?, ?it/s, loss=0.3542, dice=0.8559] Epoch 59: 10%|█ | 1/10 [00:10<01:34, 10.51s/it, loss=0.3542, dice=0.8559] Epoch 59: 10%|█ | 1/10 [00:20<01:34, 10.51s/it, loss=0.3515, dice=0.8767] Epoch 59: 20%|██ | 2/10 [00:20<01:23, 10.49s/it, loss=0.3515, dice=0.8767] Epoch 59: 20%|██ | 2/10 [00:31<01:23, 10.49s/it, loss=0.3781, dice=0.8497] Epoch 59: 30%|███ | 3/10 [00:31<01:13, 10.51s/it, loss=0.3781, dice=0.8497] Epoch 59: 30%|███ | 3/10 [00:42<01:13, 10.51s/it, loss=0.3986, dice=0.8139] Epoch 59: 40%|████ | 4/10 [00:42<01:03, 10.51s/it, loss=0.3986, dice=0.8139] Epoch 59: 40%|████ | 4/10 [00:52<01:03, 10.51s/it, loss=0.3832, dice=0.8306] Epoch 59: 50%|█████ | 5/10 [00:52<00:52, 10.53s/it, loss=0.3832, dice=0.8306] Epoch 59: 50%|█████ | 5/10 [01:03<00:52, 10.53s/it, loss=0.3830, dice=0.8289] Epoch 59: 60%|██████ | 6/10 [01:03<00:42, 10.53s/it, loss=0.3830, dice=0.8289] Epoch 59: 60%|██████ | 6/10 [01:13<00:42, 10.53s/it, loss=0.3796, dice=0.8275] Epoch 59: 70%|███████ | 7/10 [01:13<00:31, 10.51s/it, loss=0.3796, dice=0.8275] Epoch 59: 70%|███████ | 7/10 [01:24<00:31, 10.51s/it, loss=0.3801, dice=0.8356] Epoch 59: 80%|████████ | 8/10 [01:24<00:21, 10.51s/it, loss=0.3801, dice=0.8356] Epoch 59: 80%|████████ | 8/10 [01:34<00:21, 10.51s/it, loss=0.3776, dice=0.8401] Epoch 59: 90%|█████████ | 9/10 [01:34<00:10, 10.50s/it, loss=0.3776, dice=0.8401] Epoch 59: 90%|█████████ | 9/10 [01:45<00:10, 10.50s/it, loss=0.3707, dice=0.8485] Epoch 59: 100%|██████████| 10/10 [01:45<00:00, 10.50s/it, loss=0.3707, dice=0.8485] Epoch 59: 100%|██████████| 10/10 [01:45<00:00, 10.51s/it, loss=0.3707, dice=0.8485]
Epoch 59: train_loss=0.3707, train_dice=0.8485
 Validating: 0%| | 0/12 [00:00<?, ?it/s] Validating: 8%|▊ | 1/12 [00:01<00:19, 1.74s/it] Validating: 17%|█▋ | 2/12 [00:03<00:17, 1.78s/it] Validating: 25%|██▌ | 3/12 [00:05<00:15, 1.76s/it] Validating: 33%|███▎ | 4/12 [00:07<00:14, 1.77s/it] Validating: 42%|████▏ | 5/12 [00:08<00:12, 1.76s/it] Validating: 50%|█████ | 6/12 [00:10<00:10, 1.75s/it] Validating: 58%|█████▊ | 7/12 [00:12<00:08, 1.75s/it] Validating: 67%|██████▋ | 8/12 [00:14<00:06, 1.74s/it] Validating: 75%|███████▌ | 9/12 [00:15<00:05, 1.76s/it] Validating: 83%|████████▎ | 10/12 [00:17<00:03, 1.77s/it] Validating: 92%|█████████▏| 11/12 [00:19<00:01, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it] Validating: 100%|██████████| 12/12 [00:21<00:00, 1.76s/it]
Epoch 59: val_loss=0.3767, val_dice=0.7869