brain-tumor_image_classific.../log/EfficientNetV2=3.log

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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 62, acc: 48.054920, loss: 1.121874
Epoch 0 done.
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Epoch 63, acc: 48.741419, loss: 1.115028
Epoch 0 done.
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Epoch 64, acc: 48.588863, loss: 1.112522
Epoch 0 done.
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Epoch 65, acc: 49.199085, loss: 1.100076
Epoch 0 done.
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Epoch 66, acc: 49.427918, loss: 1.100666
Epoch 0 done.
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Epoch 67, acc: 49.351640, loss: 1.098374
Epoch 0 done.
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Epoch 68, acc: 49.275362, loss: 1.097732
Epoch 0 done.
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Epoch 0 done.
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Epoch 69, acc: 49.580473, loss: 1.086743
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 70, acc: 49.351640, loss: 1.083941
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 1 done.
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Epoch 71, acc: 49.504195, loss: 1.083141
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 72, acc: 50.190694, loss: 1.075938
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 51.182304, loss: 1.070742
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 74, acc: 51.716247, loss: 1.064700
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 51.258581, loss: 1.064789
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 76, acc: 51.029748, loss: 1.065483
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 77, acc: 51.411137, loss: 1.062683
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 78, acc: 49.809306, loss: 1.069060
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 79, acc: 51.182304, loss: 1.063722
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 80, acc: 51.029748, loss: 1.063876
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 81, acc: 50.953471, loss: 1.061460
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 82, acc: 51.868802, loss: 1.057388
Epoch 0 done.
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Epoch 0 done.
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Epoch 83, acc: 51.106026, loss: 1.057287
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 84, acc: 50.343249, loss: 1.055304
Epoch 0 done.
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Epoch 85, acc: 51.106026, loss: 1.053283
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 86, acc: 50.343249, loss: 1.054546
Epoch 0 done.
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Epoch 0 done.
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Epoch 87, acc: 50.038139, loss: 1.056166
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 88, acc: 50.572082, loss: 1.052299
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 89, acc: 50.724638, loss: 1.049379
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 90, acc: 51.258581, loss: 1.048077
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 91, acc: 50.419527, loss: 1.048433
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 92, acc: 51.487414, loss: 1.043645
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 93, acc: 52.631579, loss: 1.036184
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 94, acc: 53.470633, loss: 1.033524
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 95, acc: 53.775744, loss: 1.030519
Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 96, acc: 54.157132, loss: 1.031811
Epoch 0 done.
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Epoch 97, acc: 55.072464, loss: 1.025750
Epoch 0 done.
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Epoch 98, acc: 55.301297, loss: 1.019385
Epoch 0 done.
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Epoch 0 done.
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Epoch 99, acc: 55.606407, loss: 1.019334