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bench.out.55902345
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bench.out.55902345
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Requirement already satisfied: piqa in ./myenv/lib/python3.9/site-packages (1.2.2)
Requirement already satisfied: torch>=1.8.0 in ./myenv/lib/python3.9/site-packages (from piqa) (2.0.0)
Requirement already satisfied: torchvision>=0.9.0 in ./myenv/lib/python3.9/site-packages (from piqa) (0.15.1)
Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (10.9.0.58)
Requirement already satisfied: sympy in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (1.11.1)
Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.7.99)
Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.7.4.91)
Requirement already satisfied: networkx in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (3.0)
Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (2.14.3)
Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.10.3.66)
Requirement already satisfied: triton==2.0.0 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (2.0.0)
Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.7.101)
Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (8.5.0.96)
Requirement already satisfied: jinja2 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (3.1.2)
Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (10.2.10.91)
Requirement already satisfied: typing-extensions in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (4.5.0)
Requirement already satisfied: filelock in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (3.10.7)
Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.7.99)
Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.7.91)
Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in ./myenv/lib/python3.9/site-packages (from torch>=1.8.0->piqa) (11.4.0.1)
Requirement already satisfied: setuptools in ./myenv/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.8.0->piqa) (49.2.1)
Requirement already satisfied: wheel in ./myenv/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.8.0->piqa) (0.40.0)
Requirement already satisfied: cmake in ./myenv/lib/python3.9/site-packages (from triton==2.0.0->torch>=1.8.0->piqa) (3.26.1)
Requirement already satisfied: lit in ./myenv/lib/python3.9/site-packages (from triton==2.0.0->torch>=1.8.0->piqa) (16.0.0)
Requirement already satisfied: numpy in ./myenv/lib/python3.9/site-packages (from torchvision>=0.9.0->piqa) (1.24.2)
Requirement already satisfied: requests in ./myenv/lib/python3.9/site-packages (from torchvision>=0.9.0->piqa) (2.28.2)
Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in ./myenv/lib/python3.9/site-packages (from torchvision>=0.9.0->piqa) (9.4.0)
Requirement already satisfied: MarkupSafe>=2.0 in ./myenv/lib/python3.9/site-packages (from jinja2->torch>=1.8.0->piqa) (2.1.2)
Requirement already satisfied: certifi>=2017.4.17 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.9.0->piqa) (2022.12.7)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.9.0->piqa) (1.26.15)
Requirement already satisfied: idna<4,>=2.5 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.9.0->piqa) (3.4)
Requirement already satisfied: charset-normalizer<4,>=2 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.9.0->piqa) (3.1.0)
Requirement already satisfied: mpmath>=0.19 in ./myenv/lib/python3.9/site-packages (from sympy->torch>=1.8.0->piqa) (1.3.0)
Requirement already satisfied: optuna in ./myenv/lib/python3.9/site-packages (3.1.0)
Requirement already satisfied: sqlalchemy>=1.3.0 in ./myenv/lib/python3.9/site-packages (from optuna) (2.0.8)
Requirement already satisfied: cmaes>=0.9.1 in ./myenv/lib/python3.9/site-packages (from optuna) (0.9.1)
Requirement already satisfied: packaging>=20.0 in ./myenv/lib/python3.9/site-packages (from optuna) (23.0)
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Requirement already satisfied: numpy in ./myenv/lib/python3.9/site-packages (from optuna) (1.24.2)
Requirement already satisfied: alembic>=1.5.0 in ./myenv/lib/python3.9/site-packages (from optuna) (1.10.2)
Requirement already satisfied: tqdm in ./myenv/lib/python3.9/site-packages (from optuna) (4.65.0)
Requirement already satisfied: PyYAML in ./myenv/lib/python3.9/site-packages (from optuna) (6.0)
Requirement already satisfied: typing-extensions>=4 in ./myenv/lib/python3.9/site-packages (from alembic>=1.5.0->optuna) (4.5.0)
Requirement already satisfied: Mako in ./myenv/lib/python3.9/site-packages (from alembic>=1.5.0->optuna) (1.2.4)
Requirement already satisfied: greenlet!=0.4.17 in ./myenv/lib/python3.9/site-packages (from sqlalchemy>=1.3.0->optuna) (2.0.2)
Requirement already satisfied: MarkupSafe>=0.9.2 in ./myenv/lib/python3.9/site-packages (from Mako->alembic>=1.5.0->optuna) (2.1.2)
Requirement already satisfied: lpips in ./myenv/lib/python3.9/site-packages (0.1.4)
Requirement already satisfied: scipy>=1.0.1 in ./myenv/lib/python3.9/site-packages (from lpips) (1.10.1)
Requirement already satisfied: torch>=0.4.0 in ./myenv/lib/python3.9/site-packages (from lpips) (2.0.0)
Requirement already satisfied: torchvision>=0.2.1 in ./myenv/lib/python3.9/site-packages (from lpips) (0.15.1)
Requirement already satisfied: numpy>=1.14.3 in ./myenv/lib/python3.9/site-packages (from lpips) (1.24.2)
Requirement already satisfied: tqdm>=4.28.1 in ./myenv/lib/python3.9/site-packages (from lpips) (4.65.0)
Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.7.4.91)
Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.7.101)
Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.10.3.66)
Requirement already satisfied: typing-extensions in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (4.5.0)
Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (2.14.3)
Requirement already satisfied: jinja2 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (3.1.2)
Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (10.2.10.91)
Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.4.0.1)
Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (8.5.0.96)
Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.7.91)
Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (10.9.0.58)
Requirement already satisfied: filelock in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (3.10.7)
Requirement already satisfied: networkx in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (3.0)
Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.7.99)
Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (11.7.99)
Requirement already satisfied: sympy in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (1.11.1)
Requirement already satisfied: triton==2.0.0 in ./myenv/lib/python3.9/site-packages (from torch>=0.4.0->lpips) (2.0.0)
Requirement already satisfied: wheel in ./myenv/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=0.4.0->lpips) (0.40.0)
Requirement already satisfied: setuptools in ./myenv/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=0.4.0->lpips) (49.2.1)
Requirement already satisfied: lit in ./myenv/lib/python3.9/site-packages (from triton==2.0.0->torch>=0.4.0->lpips) (16.0.0)
Requirement already satisfied: cmake in ./myenv/lib/python3.9/site-packages (from triton==2.0.0->torch>=0.4.0->lpips) (3.26.1)
Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in ./myenv/lib/python3.9/site-packages (from torchvision>=0.2.1->lpips) (9.4.0)
Requirement already satisfied: requests in ./myenv/lib/python3.9/site-packages (from torchvision>=0.2.1->lpips) (2.28.2)
Requirement already satisfied: MarkupSafe>=2.0 in ./myenv/lib/python3.9/site-packages (from jinja2->torch>=0.4.0->lpips) (2.1.2)
Requirement already satisfied: idna<4,>=2.5 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.2.1->lpips) (3.4)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.2.1->lpips) (1.26.15)
Requirement already satisfied: charset-normalizer<4,>=2 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.2.1->lpips) (3.1.0)
Requirement already satisfied: certifi>=2017.4.17 in ./myenv/lib/python3.9/site-packages (from requests->torchvision>=0.2.1->lpips) (2022.12.7)
Requirement already satisfied: mpmath>=0.19 in ./myenv/lib/python3.9/site-packages (from sympy->torch>=0.4.0->lpips) (1.3.0)
Namespace(name='TOM_perp_loss', workers=20, batch_size=32, dataroot='/scratch/c.c1984628/my_diss/bpgm/data', datamode='train', stage='TOM', data_list='/scratch/c.c1984628/my_diss/bpgm/data/train_pairs.txt', dataset='viton', fine_width=192, fine_height=256, radius=5, grid_size=5, lr=0.0001, tensorboard_dir='tensorboard', checkpoint_dir='/scratch/c.c1984628/my_diss/tom/checkpoints/TOM_perp_loss', checkpoint='', display_count=20, save_count=10000, keep_step=100000, decay_step=100000, shuffle=False, train_size=0.9, val_size=0.1, img_size=256)
Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]
Loading model from: /scratch/c.c1984628/my_diss/myenv/lib/python3.9/site-packages/lpips/weights/v0.1/alex.pth
step: 1, time: 10.881, loss: 2.7336, l1: 0.6685, vgg: 0.7615, mask: 1.3035
step: 21, time: 5.260, loss: 2.1215, l1: 0.5318, vgg: 0.3973, mask: 1.1925
step: 41, time: 5.167, loss: 1.8589, l1: 0.4206, vgg: 0.3092, mask: 1.1290
step: 61, time: 4.825, loss: 1.6540, l1: 0.3544, vgg: 0.2272, mask: 1.0723
step: 81, time: 4.772, loss: 1.6003, l1: 0.3177, vgg: 0.1984, mask: 1.0842
step: 101, time: 4.710, loss: 1.5084, l1: 0.2871, vgg: 0.1533, mask: 1.0681
step: 121, time: 4.537, loss: 1.4620, l1: 0.2727, vgg: 0.1213, mask: 1.0680
step: 141, time: 4.586, loss: 1.3979, l1: 0.2385, vgg: 0.1059, mask: 1.0535
step: 161, time: 4.480, loss: 1.4140, l1: 0.2464, vgg: 0.0962, mask: 1.0714
step: 181, time: 4.605, loss: 1.3835, l1: 0.2426, vgg: 0.0877, mask: 1.0531
step: 201, time: 4.623, loss: 1.3684, l1: 0.2302, vgg: 0.0852, mask: 1.0529
step: 221, time: 4.640, loss: 1.3950, l1: 0.2369, vgg: 0.0880, mask: 1.0701
step: 241, time: 4.514, loss: 1.3903, l1: 0.2257, vgg: 0.0849, mask: 1.0797
step: 261, time: 4.519, loss: 1.3619, l1: 0.2314, vgg: 0.0766, mask: 1.0539
step: 281, time: 4.406, loss: 1.3480, l1: 0.2261, vgg: 0.0796, mask: 1.0423
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