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grid.log
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/home/aistudio/PaDiM-Paddle
W0418 22:33:56.140748 22415 device_context.cc:447] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 10.1, Runtime API Version: 10.1
W0418 22:33:56.145876 22415 device_context.cc:465] device: 0, cuDNN Version: 7.6.
Training model for grid
2022-04-18 22:34:02 Epoch 0[1/9]: loss:0.00000, lr:0.00000, batch time:0.0542, data time:0.8859
2022-04-18 22:34:04 Epoch 0[3/9]: loss:0.00000, lr:0.00000, batch time:0.0538, data time:0.7517
2022-04-18 22:34:05 Epoch 0[5/9]: loss:0.00000, lr:0.00000, batch time:0.0531, data time:0.7385
2022-04-18 22:34:07 Epoch 0[7/9]: loss:0.00000, lr:0.00000, batch time:0.0547, data time:0.7336
2022-04-18 22:34:08 Epoch 0[9/9]: loss:0.00000, lr:0.00000, batch time:0.0175, data time:0.1842
2022-04-18 22:34:11 Train ends, total 0.00s
2022-04-18 22:34:11 Saving model...
2022-04-18 22:34:12 Save model in ./output/grid/best.pdparams
2022-04-18 22:34:12 Starting eval model...
| feature extraction | test | grid |: 100%|███████| 3/3 [00:02<00:00, 1.29it/s]
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2349: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working
if isinstance(obj, collections.Iterator):
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/colors.py:101: DeprecationWarning: np.asscalar(a) is deprecated since NumPy v1.16, use a.item() instead
ret = np.asscalar(ex)
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2366: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working
return list(data) if isinstance(data, collections.MappingView) else data
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/image.py:425: DeprecationWarning: np.asscalar(a) is deprecated since NumPy v1.16, use a.item() instead
a_min = np.asscalar(a_min.astype(scaled_dtype))
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/image.py:426: DeprecationWarning: np.asscalar(a) is deprecated since NumPy v1.16, use a.item() instead
a_max = np.asscalar(a_max.astype(scaled_dtype))
2022-04-18 22:35:32 Class:grid: Image AUC: 0.907
2022-04-18 22:35:32 Class:grid: Pixel AUC: 0.926