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brain-tumor_image_classification
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first commit
2024-06-21 10:34:43 +08:00
/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE
warn(f"Failed to load image Python extension: {e}")
Dataset ImageFolder
Number of datapoints: 5712
Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training
StandardTransform
Transform: Compose(
Resize(size=256, interpolation=bilinear, max_size=None, antialias=None)
CenterCrop(size=(224, 224))
ToTensor()
)
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 95.118230, loss: 0.123220
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 95.194508, loss: 0.120496
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 95.194508, loss: 0.120537
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 95.194508, loss: 0.119947
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 95.194508, loss: 0.119848
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 95.118230, loss: 0.119823
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 95.347063, loss: 0.115576
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 95.118230, loss: 0.117560
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 95.194508, loss: 0.117799
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 95.347063, loss: 0.113968
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 95.347063, loss: 0.114181
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 95.575896, loss: 0.110957
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.270786, loss: 0.112839
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.194508, loss: 0.114292
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.194508, loss: 0.112385
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.347063, loss: 0.110151
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.423341, loss: 0.110620
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.575896, loss: 0.109899
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.652174, loss: 0.108177
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.728452, loss: 0.106913
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.033562, loss: 0.105692
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.262395, loss: 0.104733
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.957285, loss: 0.106228
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.804729, loss: 0.108182
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.728452, loss: 0.108204
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.804729, loss: 0.105568
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.804729, loss: 0.106391
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.728452, loss: 0.107068
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.728452, loss: 0.104738
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.728452, loss: 0.104842
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.881007, loss: 0.103167
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.033562, loss: 0.104273
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.957285, loss: 0.104439
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.033562, loss: 0.102394
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.262395, loss: 0.101649
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.262395, loss: 0.100597
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.338673, loss: 0.099931
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.109840, loss: 0.100154