84 lines
16 KiB
Plaintext
84 lines
16 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: 1:17 - loss: 1.5801 - accuracy: 0.5312
70/200 [=========>....................] - ETA: 0s - loss: 0.8091 - accuracy: 0.6902
142/200 [====================>.........] - ETA: 0s - loss: 0.5649 - accuracy: 0.7795
200/200 [==============================] - 1s 2ms/step - loss: 0.4757 - accuracy: 0.8151 - val_loss: 0.2506 - val_accuracy: 0.8931
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Epoch 2/20
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1/200 [..............................] - ETA: 0s - loss: 0.1264 - accuracy: 0.9375
68/200 [=========>....................] - ETA: 0s - loss: 0.2639 - accuracy: 0.8902
132/200 [==================>...........] - ETA: 0s - loss: 0.2225 - accuracy: 0.9105
198/200 [============================>.] - ETA: 0s - loss: 0.2061 - accuracy: 0.9192
200/200 [==============================] - 0s 1ms/step - loss: 0.2053 - accuracy: 0.9198 - val_loss: 0.2247 - val_accuracy: 0.8956
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Epoch 3/20
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1/200 [..............................] - ETA: 0s - loss: 0.4937 - accuracy: 0.8125
65/200 [========>.....................] - ETA: 0s - loss: 0.2858 - accuracy: 0.8990
138/200 [===================>..........] - ETA: 0s - loss: 0.2326 - accuracy: 0.9187
193/200 [===========================>..] - ETA: 0s - loss: 0.2153 - accuracy: 0.9229
200/200 [==============================] - 0s 1ms/step - loss: 0.2130 - accuracy: 0.9239 - val_loss: 0.1631 - val_accuracy: 0.9287
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Epoch 4/20
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1/200 [..............................] - ETA: 0s - loss: 0.1936 - accuracy: 0.9375
70/200 [=========>....................] - ETA: 0s - loss: 0.1466 - accuracy: 0.9415
141/200 [====================>.........] - ETA: 0s - loss: 0.1494 - accuracy: 0.9395
200/200 [==============================] - 0s 971us/step - loss: 0.1454 - accuracy: 0.9395 - val_loss: 0.1593 - val_accuracy: 0.9275
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Epoch 5/20
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1/200 [..............................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9375
71/200 [=========>....................] - ETA: 0s - loss: 0.1510 - accuracy: 0.9375
142/200 [====================>.........] - ETA: 0s - loss: 0.1478 - accuracy: 0.9401
200/200 [==============================] - 0s 978us/step - loss: 0.1421 - accuracy: 0.9425 - val_loss: 0.1440 - val_accuracy: 0.9269
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Epoch 6/20
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1/200 [..............................] - ETA: 0s - loss: 0.1472 - accuracy: 0.9375
68/200 [=========>....................] - ETA: 0s - loss: 0.1387 - accuracy: 0.9481
141/200 [====================>.........] - ETA: 0s - loss: 0.1389 - accuracy: 0.9473
200/200 [==============================] - 0s 968us/step - loss: 0.1373 - accuracy: 0.9481 - val_loss: 0.1467 - val_accuracy: 0.9275
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Epoch 7/20
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1/200 [..............................] - ETA: 0s - loss: 0.1939 - accuracy: 0.9062
72/200 [=========>....................] - ETA: 0s - loss: 0.1466 - accuracy: 0.9405
139/200 [===================>..........] - ETA: 0s - loss: 0.1615 - accuracy: 0.9442
200/200 [==============================] - 0s 961us/step - loss: 0.2264 - accuracy: 0.9217 - val_loss: 0.2458 - val_accuracy: 0.9069
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Epoch 8/20
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1/200 [..............................] - ETA: 0s - loss: 0.3132 - accuracy: 0.8750
71/200 [=========>....................] - ETA: 0s - loss: 0.1977 - accuracy: 0.9291
140/200 [====================>.........] - ETA: 0s - loss: 0.1824 - accuracy: 0.9350
200/200 [==============================] - 0s 977us/step - loss: 0.1754 - accuracy: 0.9376 - val_loss: 0.1665 - val_accuracy: 0.9237
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Epoch 9/20
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1/200 [..............................] - ETA: 0s - loss: 0.3530 - accuracy: 0.8438
69/200 [=========>....................] - ETA: 0s - loss: 0.1742 - accuracy: 0.9330
142/200 [====================>.........] - ETA: 0s - loss: 0.1587 - accuracy: 0.9430
200/200 [==============================] - 0s 963us/step - loss: 0.1532 - accuracy: 0.9458 - val_loss: 0.1558 - val_accuracy: 0.9337
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Epoch 10/20
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1/200 [..............................] - ETA: 0s - loss: 0.0859 - accuracy: 0.9688
68/200 [=========>....................] - ETA: 0s - loss: 0.1445 - accuracy: 0.9563
137/200 [===================>..........] - ETA: 0s - loss: 0.1357 - accuracy: 0.9557
200/200 [==============================] - 0s 986us/step - loss: 0.1363 - accuracy: 0.9523 - val_loss: 0.1488 - val_accuracy: 0.9519
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Epoch 11/20
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1/200 [..............................] - ETA: 0s - loss: 0.1136 - accuracy: 0.9688
71/200 [=========>....................] - ETA: 0s - loss: 0.1323 - accuracy: 0.9582
138/200 [===================>..........] - ETA: 0s - loss: 0.1300 - accuracy: 0.9577
200/200 [==============================] - 0s 965us/step - loss: 0.1360 - accuracy: 0.9533 - val_loss: 0.1379 - val_accuracy: 0.9594
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Epoch 12/20
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1/200 [..............................] - ETA: 0s - loss: 0.1272 - accuracy: 0.9688
70/200 [=========>....................] - ETA: 0s - loss: 0.1273 - accuracy: 0.9558
141/200 [====================>.........] - ETA: 0s - loss: 0.1340 - accuracy: 0.9535
200/200 [==============================] - 0s 974us/step - loss: 0.1399 - accuracy: 0.9500 - val_loss: 0.1596 - val_accuracy: 0.9331
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Epoch 13/20
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1/200 [..............................] - ETA: 0s - loss: 0.3119 - accuracy: 0.8750
69/200 [=========>....................] - ETA: 0s - loss: 0.2623 - accuracy: 0.9094
137/200 [===================>..........] - ETA: 0s - loss: 0.2135 - accuracy: 0.9281
200/200 [==============================] - 0s 969us/step - loss: 0.1915 - accuracy: 0.9369 - val_loss: 0.1526 - val_accuracy: 0.9294
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Epoch 14/20
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1/200 [..............................] - ETA: 0s - loss: 0.1455 - accuracy: 0.9375
67/200 [=========>....................] - ETA: 0s - loss: 0.1483 - accuracy: 0.9468
136/200 [===================>..........] - ETA: 0s - loss: 0.1708 - accuracy: 0.9403
200/200 [==============================] - 0s 967us/step - loss: 0.1559 - accuracy: 0.9458 - val_loss: 0.1417 - val_accuracy: 0.9575
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Epoch 15/20
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1/200 [..............................] - ETA: 0s - loss: 0.1071 - accuracy: 0.9375
72/200 [=========>....................] - ETA: 0s - loss: 0.1138 - accuracy: 0.9618
139/200 [===================>..........] - ETA: 0s - loss: 0.1219 - accuracy: 0.9611
200/200 [==============================] - 0s 954us/step - loss: 0.1286 - accuracy: 0.9580 - val_loss: 0.1347 - val_accuracy: 0.9581
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Epoch 16/20
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1/200 [..............................] - ETA: 0s - loss: 0.0978 - accuracy: 0.9688
71/200 [=========>....................] - ETA: 0s - loss: 0.1310 - accuracy: 0.9591
142/200 [====================>.........] - ETA: 0s - loss: 0.1285 - accuracy: 0.9571
200/200 [==============================] - 0s 964us/step - loss: 0.1322 - accuracy: 0.9559 - val_loss: 0.1416 - val_accuracy: 0.9581
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Epoch 17/20
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1/200 [..............................] - ETA: 0s - loss: 0.1309 - accuracy: 0.9688
73/200 [=========>....................] - ETA: 0s - loss: 0.1378 - accuracy: 0.9563
145/200 [====================>.........] - ETA: 0s - loss: 0.1389 - accuracy: 0.9534
200/200 [==============================] - 0s 941us/step - loss: 0.1344 - accuracy: 0.9551 - val_loss: 0.1389 - val_accuracy: 0.9594
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Epoch 18/20
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1/200 [..............................] - ETA: 0s - loss: 1.5093e-04 - accuracy: 1.0000
61/200 [========>.....................] - ETA: 0s - loss: 0.1352 - accuracy: 0.9544
128/200 [==================>...........] - ETA: 0s - loss: 0.1287 - accuracy: 0.9568
200/200 [==============================] - ETA: 0s - loss: 0.1270 - accuracy: 0.9575
200/200 [==============================] - 0s 1ms/step - loss: 0.1270 - accuracy: 0.9575 - val_loss: 0.1362 - val_accuracy: 0.9594
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Epoch 19/20
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1/200 [..............................] - ETA: 0s - loss: 0.1404 - accuracy: 0.9688
69/200 [=========>....................] - ETA: 0s - loss: 0.1217 - accuracy: 0.9579
139/200 [===================>..........] - ETA: 0s - loss: 0.1347 - accuracy: 0.9530
200/200 [==============================] - 0s 959us/step - loss: 0.1296 - accuracy: 0.9542 - val_loss: 0.1349 - val_accuracy: 0.9594
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Epoch 20/20
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1/200 [..............................] - ETA: 0s - loss: 0.3190 - accuracy: 0.8750
68/200 [=========>....................] - ETA: 0s - loss: 0.1388 - accuracy: 0.9550
133/200 [==================>...........] - ETA: 0s - loss: 0.1288 - accuracy: 0.9594
192/200 [===========================>..] - ETA: 0s - loss: 0.1266 - accuracy: 0.9585
200/200 [==============================] - 0s 1ms/step - loss: 0.1274 - accuracy: 0.9583 - val_loss: 0.1385 - val_accuracy: 0.9575
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loss accuracy val_loss val_accuracy epoch
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0 0.475650 0.815127 0.250621 0.893125 0
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1 0.205338 0.919831 0.224716 0.895625 1
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2 0.212970 0.923894 0.163060 0.928750 2
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3 0.145409 0.939522 0.159278 0.927500 3
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4 0.142135 0.942491 0.144023 0.926875 4
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5 0.137297 0.948117 0.146737 0.927500 5
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6 0.226381 0.921706 0.245775 0.906875 6
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7 0.175432 0.937647 0.166548 0.923750 7
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8 0.153183 0.945773 0.155808 0.933750 8
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9 0.136298 0.952336 0.148819 0.951875 9
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10 0.135954 0.953274 0.137862 0.959375 10
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11 0.139950 0.949992 0.159633 0.933125 11
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12 0.191454 0.936865 0.152623 0.929375 12
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13 0.155906 0.945773 0.141746 0.957500 13
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14 0.128649 0.957962 0.134679 0.958125 14
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15 0.132179 0.955931 0.141568 0.958125 15
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16 0.134409 0.955149 0.138940 0.959375 16
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17 0.127008 0.957493 0.136193 0.959375 17
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18 0.129558 0.954212 0.134924 0.959375 18
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19 0.127444 0.958275 0.138473 0.957500 19
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