1125 lines
17 KiB
Plaintext
1125 lines
17 KiB
Plaintext
/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
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warn(f"Failed to load image Python extension: {e}")
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Dataset ImageFolder
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Number of datapoints: 5712
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Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training
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StandardTransform
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Transform: Compose(
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Resize(size=256, interpolation=bilinear, max_size=None, antialias=None)
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CenterCrop(size=(224, 224))
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ToTensor()
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)
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Epoch 36, acc: 92.295957, loss: 0.202988
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Epoch 37, acc: 92.601068, loss: 0.203402
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Epoch 39, acc: 92.753623, loss: 0.195339
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Epoch 40, acc: 92.906178, loss: 0.192541
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Epoch 42, acc: 93.135011, loss: 0.187112
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Epoch 43, acc: 93.287567, loss: 0.180540
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Epoch 44, acc: 93.516400, loss: 0.177087
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Epoch 47, acc: 93.592677, loss: 0.169166
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Epoch 48, acc: 93.821510, loss: 0.168964
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Epoch 49, acc: 93.897788, loss: 0.168287
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Epoch 50, acc: 93.897788, loss: 0.165432
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Epoch 51, acc: 94.050343, loss: 0.161726
|
|
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
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Epoch 0 done.
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 52, acc: 94.202899, loss: 0.157005
|
|
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Epoch 0 done.
|
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Epoch 1 done.
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Epoch 2 done.
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 53, acc: 94.279176, loss: 0.154318
|
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Epoch 0 done.
|
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Epoch 1 done.
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Epoch 2 done.
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Epoch 2 done.
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 54, acc: 94.355454, loss: 0.153222
|
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Epoch 0 done.
|
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Epoch 1 done.
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Epoch 2 done.
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Epoch 2 done.
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 55, acc: 94.431732, loss: 0.153573
|
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Epoch 0 done.
|
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Epoch 1 done.
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Epoch 2 done.
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Epoch 0 done.
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Epoch 2 done.
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 56, acc: 94.431732, loss: 0.148122
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
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Epoch 0 done.
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 57, acc: 94.584287, loss: 0.148708
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
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Epoch 1 done.
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 58, acc: 94.584287, loss: 0.143406
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 59, acc: 94.660564, loss: 0.143440
|
|
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 60, acc: 94.584287, loss: 0.144052
|
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 61, acc: 94.813120, loss: 0.140603
|
|
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
|
Epoch 62, acc: 94.889397, loss: 0.138786
|
|
|
|
Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
|
Epoch 63, acc: 94.889397, loss: 0.139048
|
|
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
|
Epoch 1 done.
|
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Epoch 2 done.
|
|
Epoch 64, acc: 94.965675, loss: 0.137485
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
|
Epoch 1 done.
|
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Epoch 2 done.
|
|
Epoch 65, acc: 94.584287, loss: 0.139600
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
|
Epoch 66, acc: 95.041953, loss: 0.135712
|
|
|
|
Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
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Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 67, acc: 95.194508, loss: 0.133388
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 68, acc: 95.194508, loss: 0.129827
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 69, acc: 95.347063, loss: 0.129050
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 70, acc: 95.347063, loss: 0.128268
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 71, acc: 95.423341, loss: 0.127797
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 72, acc: 95.575896, loss: 0.126248
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 73, acc: 95.575896, loss: 0.125558
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 74, acc: 95.652174, loss: 0.123575
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 75, acc: 95.499619, loss: 0.122493
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 76, acc: 95.652174, loss: 0.122061
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 77, acc: 95.499619, loss: 0.119662
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 78, acc: 95.499619, loss: 0.119924
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 79, acc: 95.652174, loss: 0.120203
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 80, acc: 95.575896, loss: 0.118241
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 81, acc: 95.804729, loss: 0.118434
|
|
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
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Epoch 0 done.
|
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Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 0 done.
|
|
Epoch 1 done.
|
|
Epoch 2 done.
|
|
Epoch 82, acc: 95.804729, loss: 0.115829
|
|
|
|
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: 95.957285, loss: 0.114707
|
|
|
|
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: 96.033562, loss: 0.112558
|
|
|
|
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: 96.033562, loss: 0.114440
|
|
|
|
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: 95.957285, loss: 0.114656
|
|
|
|
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: 96.186117, loss: 0.113005
|
|
|
|
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: 96.262395, loss: 0.111435
|
|
|
|
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: 96.338673, loss: 0.111252
|
|
|
|
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: 96.338673, loss: 0.109270
|
|
|
|
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: 96.414950, loss: 0.107730
|
|
|
|
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: 96.491228, loss: 0.105882
|
|
|
|
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: 96.414950, loss: 0.107127
|
|
|
|
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: 96.262395, loss: 0.107648
|
|
|
|
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: 96.414950, loss: 0.107251
|
|
|
|
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: 96.491228, loss: 0.107256
|
|
|
|
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: 96.567506, loss: 0.106894
|
|
|
|
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: 96.567506, loss: 0.104834
|
|
|
|
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: 96.567506, loss: 0.106068
|
|
|