1737 lines
26 KiB
Plaintext
1737 lines
26 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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"model_name" : "EfficientNetV2",
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"no_models" : 10,
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"dp" : true,
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"global_epochs" : 100,
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"local_epochs" : 3,
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"k" : 5,
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"batch_size" : 64,
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"lr" : 0.001,
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"momentum" : 0.0001,
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"C" : 1000,
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"lambda" : 0.1
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}
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Epoch 33, acc: 22.883295, loss: 1.487275
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Epoch 34, acc: 22.883295, loss: 1.493230
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Epoch 35, acc: 22.883295, loss: 1.499286
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Epoch 36, acc: 22.883295, loss: 1.504830
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Epoch 37, acc: 22.883295, loss: 1.509897
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Epoch 38, acc: 22.883295, loss: 1.514038
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Epoch 39, acc: 23.340961, loss: 1.516777
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Epoch 40, acc: 34.858886, loss: 1.517717
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Epoch 41, acc: 31.731503, loss: 1.517091
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Epoch 42, acc: 31.121281, loss: 1.514631
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Epoch 43, acc: 27.154844, loss: 1.508050
|
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Epoch 44, acc: 25.019069, loss: 1.495730
|
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Epoch 45, acc: 24.637681, loss: 1.476362
|
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Epoch 46, acc: 25.553013, loss: 1.456489
|
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Epoch 47, acc: 26.392067, loss: 1.440375
|
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Epoch 48, acc: 27.917620, loss: 1.420664
|
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Epoch 49, acc: 28.756674, loss: 1.398016
|
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Epoch 50, acc: 31.273837, loss: 1.371125
|
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Epoch 51, acc: 34.096110, loss: 1.336812
|
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Epoch 52, acc: 36.918383, loss: 1.305444
|
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Epoch 53, acc: 38.291381, loss: 1.289301
|
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Epoch 54, acc: 41.342487, loss: 1.264245
|
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Epoch 55, acc: 42.791762, loss: 1.245806
|
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Epoch 56, acc: 43.325706, loss: 1.226225
|
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Epoch 57, acc: 44.546148, loss: 1.207281
|
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Epoch 58, acc: 45.308924, loss: 1.184309
|
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Epoch 59, acc: 45.995423, loss: 1.173069
|
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Epoch 60, acc: 46.224256, loss: 1.160492
|
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Epoch 61, acc: 46.224256, loss: 1.153116
|
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Epoch 62, acc: 47.368421, loss: 1.138246
|
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|
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Epoch 63, acc: 47.444699, loss: 1.125677
|
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|
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|
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Epoch 64, acc: 47.673532, loss: 1.117263
|
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Epoch 65, acc: 48.131198, loss: 1.110993
|
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Epoch 66, acc: 47.826087, loss: 1.111458
|
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|
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|
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Epoch 67, acc: 48.360031, loss: 1.099023
|
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|
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Epoch 2 done.
|
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Epoch 68, acc: 49.580473, loss: 1.092431
|
|
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Epoch 0 done.
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Epoch 69, acc: 49.885584, loss: 1.088976
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Epoch 70, acc: 49.961861, loss: 1.084538
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Epoch 71, acc: 50.419527, loss: 1.077474
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Epoch 72, acc: 50.190694, loss: 1.078011
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Epoch 73, acc: 51.029748, loss: 1.067440
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Epoch 74, acc: 50.953471, loss: 1.068706
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Epoch 75, acc: 51.258581, loss: 1.064304
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Epoch 76, acc: 51.487414, loss: 1.065310
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Epoch 77, acc: 51.945080, loss: 1.055673
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Epoch 78, acc: 51.945080, loss: 1.060799
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Epoch 79, acc: 51.868802, loss: 1.058819
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Epoch 80, acc: 51.868802, loss: 1.059923
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Epoch 81, acc: 52.631579, loss: 1.057768
|
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Epoch 82, acc: 53.012967, loss: 1.054353
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Epoch 83, acc: 53.241800, loss: 1.053571
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Epoch 84, acc: 53.546911, loss: 1.042314
|
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Epoch 85, acc: 53.394355, loss: 1.041036
|
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Epoch 86, acc: 54.233410, loss: 1.030707
|
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Epoch 87, acc: 54.462243, loss: 1.027775
|
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Epoch 0 done.
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Epoch 88, acc: 55.148741, loss: 1.024491
|
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Epoch 0 done.
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Epoch 89, acc: 55.911518, loss: 1.016775
|
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Epoch 0 done.
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Epoch 90, acc: 55.835240, loss: 1.015580
|
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Epoch 0 done.
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Epoch 91, acc: 56.292906, loss: 1.012497
|
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Epoch 0 done.
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Epoch 92, acc: 56.216629, loss: 1.013481
|
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Epoch 0 done.
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Epoch 2 done.
|
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Epoch 93, acc: 56.064073, loss: 1.018692
|
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Epoch 0 done.
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Epoch 1 done.
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Epoch 0 done.
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|
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Epoch 2 done.
|
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Epoch 94, acc: 56.903127, loss: 1.007231
|
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Epoch 0 done.
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Epoch 1 done.
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|
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Epoch 2 done.
|
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Epoch 95, acc: 56.674294, loss: 1.009125
|
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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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|
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Epoch 2 done.
|
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Epoch 96, acc: 57.055683, loss: 1.008220
|
|
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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 97, acc: 57.589626, loss: 0.999343
|
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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.
|
|
Epoch 98, acc: 57.894737, loss: 0.994624
|
|
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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.
|
|
Epoch 99, acc: 57.818459, loss: 0.995441
|
|
|