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out.txt
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out.txt
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starting...
Number of original training examples: 60000
Number of original test examples: 10000
filter...
Number of filtered training examples: 12049
Number of filtered test examples: 1968
True
True
Number of unique images: 10387
Number of unique 3s: 4912
Number of unique 6s: 5426
Number of unique contradicting labels (both 3 and 6): 49
Initial number of images: 12049
Remaining non-contradicting unique images: 10338
Number of unique images: 193
Number of unique 3s: 80
Number of unique 6s: 69
Number of unique contradicting labels (both 3 and 6): 44
Initial number of images: 10338
Remaining non-contradicting unique images: 149
Indices: [[1 2]]
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
pqc (PQC) (None, 1) 32
=================================================================
Total params: 32
Trainable params: 32
Non-trainable params: 0
_________________________________________________________________
None
Epoch 1/3
1/324 [..............................] - ETA: 8:48 - loss: 0.9377 - hinge_accuracy: 0.6875
2/324 [..............................] - ETA: 7:25 - loss: 0.9455 - hinge_accuracy: 0.6562
3/324 [..............................] - ETA: 7:19 - loss: 0.9492 - hinge_accuracy: 0.6424
4/324 [..............................] - ETA: 8:13 - loss: 0.9546 - hinge_accuracy: 0.6243
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6/324 [..............................] - ETA: 7:49 - loss: 0.9597 - hinge_accuracy: 0.6126
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Epoch 2/3
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324/324 [==============================] - 216s 666ms/step - loss: 0.4546 - hinge_accuracy: 0.8505 - val_loss: 0.3591 - val_hinge_accuracy: 0.8936
Epoch 3/3
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