63 lines
17 KiB
Plaintext
63 lines
17 KiB
Plaintext
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Model: "sequential"
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_________________________________________________________________
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Layer (type) Output Shape Param #
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=================================================================
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normalization (Normalizatio (None, 4) 9
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n)
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dense (Dense) (None, 64) 320
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dense_1 (Dense) (None, 10) 650
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dense_2 (Dense) (None, 10) 110
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dense_3 (Dense) (None, 10) 110
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dense_4 (Dense) (None, 5) 55
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=================================================================
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Total params: 1,254
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Trainable params: 1,245
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Non-trainable params: 9
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_________________________________________________________________
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Epoch 1/20
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1/200 [..............................] - ETA: 1:42 - loss: 1.6469 - accuracy: 0.0625
35/200 [====>.........................] - ETA: 0s - loss: 1.0588 - accuracy: 0.6205
71/200 [=========>....................] - ETA: 0s - loss: 0.8379 - accuracy: 0.6937
109/200 [===============>..............] - ETA: 0s - loss: 0.6690 - accuracy: 0.7491
167/200 [========================>.....] - ETA: 0s - loss: 0.5336 - accuracy: 0.7990
200/200 [==============================] - 1s 2ms/step - loss: 0.4828 - accuracy: 0.8181 - val_loss: 0.2411 - val_accuracy: 0.9162
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Epoch 2/20
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1/200 [..............................] - ETA: 0s - loss: 0.2541 - accuracy: 0.9062
68/200 [=========>....................] - ETA: 0s - loss: 0.2156 - accuracy: 0.9154
135/200 [===================>..........] - ETA: 0s - loss: 0.1996 - accuracy: 0.9243
200/200 [==============================] - 0s 1ms/step - loss: 0.1881 - accuracy: 0.9284 - val_loss: 0.1701 - val_accuracy: 0.9275
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Epoch 3/20
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1/200 [..............................] - ETA: 0s - loss: 0.0257 - accuracy: 1.0000
62/200 [========>.....................] - ETA: 0s - loss: 0.1566 - accuracy: 0.9375
129/200 [==================>...........] - ETA: 0s - loss: 0.1545 - accuracy: 0.9382
193/200 [===========================>..] - ETA: 0s - loss: 0.1551 - accuracy: 0.9388
200/200 [==============================] - 0s 2ms/step - loss: 0.1541 - accuracy: 0.9392 - val_loss: 0.1709 - val_accuracy: 0.9275
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Epoch 4/20
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1/200 [..............................] - ETA: 0s - loss: 0.0209 - accuracy: 1.0000
68/200 [=========>....................] - ETA: 0s - loss: 0.2249 - accuracy: 0.9168
135/200 [===================>..........] - ETA: 0s - loss: 0.2761 - accuracy: 0.8988
200/200 [==============================] - 0s 998us/step - loss: 0.2380 - accuracy: 0.9139 - val_loss: 0.1782 - val_accuracy: 0.9275
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Epoch 5/20
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1/200 [..............................] - ETA: 0s - loss: 0.1677 - accuracy: 0.9375
70/200 [=========>....................] - ETA: 0s - loss: 0.1504 - accuracy: 0.9415
139/200 [===================>..........] - ETA: 0s - loss: 0.1517 - accuracy: 0.9402
200/200 [==============================] - 0s 1ms/step - loss: 0.1543 - accuracy: 0.9392 - val_loss: 0.1650 - val_accuracy: 0.9275
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Epoch 6/20
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1/200 [..............................] - ETA: 0s - loss: 0.1536 - accuracy: 0.9062
50/200 [======>.......................] - ETA: 0s - loss: 0.1602 - accuracy: 0.9362
106/200 [==============>...............] - ETA: 0s - loss: 0.1564 - accuracy: 0.9381
163/200 [=======================>......] - ETA: 0s - loss: 0.1503 - accuracy: 0.9408
200/200 [==============================] - 0s 1ms/step - loss: 0.1528 - accuracy: 0.9392 - val_loss: 0.1668 - val_accuracy: 0.9275
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Epoch 7/20
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1/200 [..............................] - ETA: 0s - loss: 0.2504 - accuracy: 0.8438
58/200 [=======>......................] - ETA: 0s - loss: 0.1488 - accuracy: 0.9397
116/200 [================>.............] - ETA: 0s - loss: 0.1608 - accuracy: 0.9353
182/200 [==========================>...] - ETA: 0s - loss: 0.1533 - accuracy: 0.9394
200/200 [==============================] - 0s 1ms/step - loss: 0.1542 - accuracy: 0.9392 - val_loss: 0.1694 - val_accuracy: 0.9275
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Epoch 8/20
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1/200 [..............................] - ETA: 0s - loss: 0.1517 - accuracy: 0.9375
67/200 [=========>....................] - ETA: 0s - loss: 0.1519 - accuracy: 0.9403
134/200 [===================>..........] - ETA: 0s - loss: 0.1455 - accuracy: 0.9438
200/200 [==============================] - 0s 985us/step - loss: 0.1534 - accuracy: 0.9392 - val_loss: 0.1673 - val_accuracy: 0.9275
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Epoch 9/20
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1/200 [..............................] - ETA: 0s - loss: 0.1589 - accuracy: 0.9375
65/200 [========>.....................] - ETA: 0s - loss: 0.1525 - accuracy: 0.9409
129/200 [==================>...........] - ETA: 0s - loss: 0.1512 - accuracy: 0.9385
188/200 [===========================>..] - ETA: 0s - loss: 0.1517 - accuracy: 0.9397
200/200 [==============================] - 0s 1ms/step - loss: 0.1534 - accuracy: 0.9392 - val_loss: 0.1719 - val_accuracy: 0.9275
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Epoch 10/20
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1/200 [..............................] - ETA: 0s - loss: 0.2366 - accuracy: 0.9062
59/200 [=======>......................] - ETA: 0s - loss: 0.1635 - accuracy: 0.9333
119/200 [================>.............] - ETA: 0s - loss: 0.1574 - accuracy: 0.9349
178/200 [=========================>....] - ETA: 0s - loss: 0.1538 - accuracy: 0.9389
200/200 [==============================] - 0s 1ms/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1679 - val_accuracy: 0.9275
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Epoch 11/20
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1/200 [..............................] - ETA: 0s - loss: 0.1362 - accuracy: 0.9375
67/200 [=========>....................] - ETA: 0s - loss: 0.1433 - accuracy: 0.9403
133/200 [==================>...........] - ETA: 0s - loss: 0.2378 - accuracy: 0.9159
182/200 [==========================>...] - ETA: 0s - loss: 0.2254 - accuracy: 0.9196
200/200 [==============================] - 0s 1ms/step - loss: 0.2225 - accuracy: 0.9200 - val_loss: 0.1731 - val_accuracy: 0.9262
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Epoch 12/20
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1/200 [..............................] - ETA: 0s - loss: 0.2198 - accuracy: 0.9062
49/200 [======>.......................] - ETA: 0s - loss: 0.1698 - accuracy: 0.9324
96/200 [=============>................] - ETA: 0s - loss: 0.2074 - accuracy: 0.9229
143/200 [====================>.........] - ETA: 0s - loss: 0.1951 - accuracy: 0.9268
188/200 [===========================>..] - ETA: 0s - loss: 0.1828 - accuracy: 0.9312
200/200 [==============================] - 0s 1ms/step - loss: 0.1807 - accuracy: 0.9314 - val_loss: 0.1702 - val_accuracy: 0.9275
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Epoch 13/20
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1/200 [..............................] - ETA: 0s - loss: 0.1454 - accuracy: 0.9688
61/200 [========>.....................] - ETA: 0s - loss: 0.1535 - accuracy: 0.9375
102/200 [==============>...............] - ETA: 0s - loss: 0.1504 - accuracy: 0.9390
139/200 [===================>..........] - ETA: 0s - loss: 0.1554 - accuracy: 0.9379
188/200 [===========================>..] - ETA: 0s - loss: 0.1534 - accuracy: 0.9393
200/200 [==============================] - 0s 1ms/step - loss: 0.1536 - accuracy: 0.9392 - val_loss: 0.1708 - val_accuracy: 0.9275
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Epoch 14/20
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1/200 [..............................] - ETA: 0s - loss: 0.1768 - accuracy: 0.9062
45/200 [=====>........................] - ETA: 0s - loss: 0.1386 - accuracy: 0.9458
89/200 [============>.................] - ETA: 0s - loss: 0.1537 - accuracy: 0.9393
127/200 [==================>...........] - ETA: 0s - loss: 0.1514 - accuracy: 0.9407
171/200 [========================>.....] - ETA: 0s - loss: 0.1543 - accuracy: 0.9388
200/200 [==============================] - 0s 1ms/step - loss: 0.1537 - accuracy: 0.9392 - val_loss: 0.1679 - val_accuracy: 0.9275
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Epoch 15/20
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1/200 [..............................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9688
63/200 [========>.....................] - ETA: 0s - loss: 0.1696 - accuracy: 0.9301
122/200 [=================>............] - ETA: 0s - loss: 0.1608 - accuracy: 0.9357
177/200 [=========================>....] - ETA: 0s - loss: 0.1523 - accuracy: 0.9400
200/200 [==============================] - 0s 1ms/step - loss: 0.1534 - accuracy: 0.9392 - val_loss: 0.1683 - val_accuracy: 0.9275
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Epoch 16/20
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1/200 [..............................] - ETA: 0s - loss: 0.1745 - accuracy: 0.9062
66/200 [========>.....................] - ETA: 0s - loss: 0.1553 - accuracy: 0.9361
131/200 [==================>...........] - ETA: 0s - loss: 0.1586 - accuracy: 0.9361
195/200 [============================>.] - ETA: 0s - loss: 0.1536 - accuracy: 0.9388
200/200 [==============================] - 0s 1ms/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1715 - val_accuracy: 0.9275
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Epoch 17/20
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1/200 [..............................] - ETA: 0s - loss: 0.1205 - accuracy: 0.9688
68/200 [=========>....................] - ETA: 0s - loss: 0.1562 - accuracy: 0.9375
136/200 [===================>..........] - ETA: 0s - loss: 0.1589 - accuracy: 0.9350
199/200 [============================>.] - ETA: 0s - loss: 0.1527 - accuracy: 0.9394
200/200 [==============================] - 0s 1ms/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1716 - val_accuracy: 0.9275
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Epoch 18/20
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1/200 [..............................] - ETA: 0s - loss: 0.2231 - accuracy: 0.9062
67/200 [=========>....................] - ETA: 0s - loss: 0.1630 - accuracy: 0.9324
132/200 [==================>...........] - ETA: 0s - loss: 0.1583 - accuracy: 0.9354
199/200 [============================>.] - ETA: 0s - loss: 0.1524 - accuracy: 0.9394
200/200 [==============================] - 0s 1ms/step - loss: 0.1529 - accuracy: 0.9392 - val_loss: 0.1697 - val_accuracy: 0.9275
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Epoch 19/20
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1/200 [..............................] - ETA: 0s - loss: 0.2123 - accuracy: 0.9062
68/200 [=========>....................] - ETA: 0s - loss: 0.1571 - accuracy: 0.9416
134/200 [===================>..........] - ETA: 0s - loss: 0.1584 - accuracy: 0.9373
200/200 [==============================] - ETA: 0s - loss: 0.1523 - accuracy: 0.9392
200/200 [==============================] - 0s 996us/step - loss: 0.1523 - accuracy: 0.9392 - val_loss: 0.1678 - val_accuracy: 0.9275
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Epoch 20/20
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1/200 [..............................] - ETA: 0s - loss: 0.0634 - accuracy: 1.0000
63/200 [========>.....................] - ETA: 0s - loss: 0.1386 - accuracy: 0.9449
132/200 [==================>...........] - ETA: 0s - loss: 0.1481 - accuracy: 0.9427
200/200 [==============================] - 0s 994us/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1666 - val_accuracy: 0.9275
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