Anchors are [[ 3. 3.] [ 6. 6.] [ 12. 12.] [ 16. 16.] [ 32. 32.] [ 64. 64.] [128. 128.] [320. 320.] [416. 416.]] Create YOLOv3 model with 9 anchors and 1 classes. Train on 177 samples, val on 86 samples, with batch size 4. IS CUDA POINTING TO THE RIGHT VERSION???????? Epoch 1/50 1/44 [..............................] - ETA: 4:58 - loss: 8320.0957 2/44 [>.............................] - ETA: 2:31 - loss: 9666.6074 3/44 [=>............................] - ETA: 1:41 - loss: 8836.7430 4/44 [=>............................] - ETA: 1:17 - loss: 8051.8275 5/44 [==>...........................] - ETA: 1:02 - loss: 7306.9597 6/44 [===>..........................] - ETA: 52s - loss: 6647.5885 7/44 [===>..........................] - ETA: 44s - loss: 6087.9036 8/44 [====>.........................] - ETA: 39s - loss: 5584.4565 9/44 [=====>........................] - ETA: 34s - loss: 5175.7724 10/44 [=====>........................] - ETA: 31s - loss: 4820.0885 11/44 [======>.......................] - ETA: 28s - loss: 4514.4719 12/44 [=======>......................] - ETA: 25s - loss: 4248.7479 13/44 [=======>......................] - ETA: 23s - loss: 4006.8424 14/44 [========>.....................] - ETA: 21s - loss: 3795.3480 15/44 [=========>....................] - ETA: 20s - loss: 3601.5811 16/44 [=========>....................] - ETA: 18s - loss: 3428.1009 17/44 [==========>...................] - ETA: 17s - loss: 3274.3605 18/44 [===========>..................] - ETA: 16s - loss: 3138.4696 19/44 [===========>..................] - ETA: 15s - loss: 3009.8138 20/44 [============>.................] - ETA: 14s - loss: 2895.6803 21/44 [=============>................] - ETA: 13s - loss: 2785.7784 22/44 [==============>...............] - ETA: 12s - loss: 2687.5971 23/44 [==============>...............] - ETA: 11s - loss: 2595.5759 24/44 [===============>..............] - ETA: 10s - loss: 2519.4541 25/44 [================>.............] - ETA: 9s - loss: 2437.0173 26/44 [================>.............] - ETA: 9s - loss: 2362.5771 27/44 [=================>............] - ETA: 8s - loss: 2291.5360 28/44 [==================>...........] - ETA: 7s - loss: 2224.1801 29/44 [==================>...........] - ETA: 7s - loss: 2162.2004 30/44 [===================>..........] - ETA: 6s - loss: 2101.3532 31/44 [====================>.........] - ETA: 6s - loss: 2047.9508 32/44 [====================>.........] - ETA: 5s - loss: 1996.3195 33/44 [=====================>........] - ETA: 5s - loss: 1946.5844 34/44 [======================>.......] - ETA: 4s - loss: 1899.6771 35/44 [======================>.......] - ETA: 4s - loss: 1854.4258 36/44 [=======================>......] - ETA: 3s - loss: 1812.1864 37/44 [========================>.....] - ETA: 3s - loss: 1773.0498 38/44 [========================>.....] - ETA: 2s - loss: 1737.5536 39/44 [=========================>....] - ETA: 2s - loss: 1700.6110 40/44 [==========================>...] - ETA: 1s - loss: 1665.8386 41/44 [==========================>...] - ETA: 1s - loss: 1632.9600 42/44 [===========================>..] - ETA: 0s - loss: 1602.2012 43/44 [============================>.] - ETA: 0s - loss: 1571.0358 44/44 [==============================] - 22s 506ms/step - loss: 1541.2125 - val_loss: 1441.3885 Epoch 2/50 1/44 [..............................] - ETA: 10s - loss: 319.8324 2/44 [>.............................] - ETA: 10s - loss: 305.5240 3/44 [=>............................] - ETA: 10s - loss: 290.3179 4/44 [=>............................] - ETA: 10s - loss: 287.8522 5/44 [==>...........................] - ETA: 9s - loss: 271.0076 6/44 [===>..........................] - ETA: 9s - loss: 267.9134 7/44 [===>..........................] - ETA: 9s - loss: 264.8999 8/44 [====>.........................] - ETA: 9s - loss: 258.1455 9/44 [=====>........................] - ETA: 8s - loss: 258.5523 10/44 [=====>........................] - ETA: 8s - loss: 256.5118 11/44 [======>.......................] - ETA: 8s - loss: 257.8275 12/44 [=======>......................] - ETA: 8s - loss: 254.5983 13/44 [=======>......................] - ETA: 7s - loss: 254.4210 14/44 [========>.....................] - ETA: 7s - loss: 253.0227 15/44 [=========>....................] - ETA: 7s - loss: 250.9864 16/44 [=========>....................] - ETA: 7s - loss: 250.5684 17/44 [==========>...................] - ETA: 6s - loss: 248.7471 18/44 [===========>..................] - ETA: 6s - loss: 248.5785 19/44 [===========>..................] - ETA: 6s - loss: 246.8930 20/44 [============>.................] - ETA: 6s - loss: 246.8995 21/44 [=============>................] - ETA: 5s - loss: 244.2442 22/44 [==============>...............] - ETA: 5s - loss: 243.2559 23/44 [==============>...............] - ETA: 5s - loss: 242.9755 24/44 [===============>..............] - ETA: 5s - loss: 242.3820 25/44 [================>.............] - ETA: 4s - loss: 241.1714 26/44 [================>.............] - ETA: 4s - loss: 241.4664 27/44 [=================>............] - ETA: 4s - loss: 239.1548 28/44 [==================>...........] - ETA: 4s - loss: 238.9027 29/44 [==================>...........] - ETA: 3s - loss: 239.5457 30/44 [===================>..........] - ETA: 3s - loss: 237.9870 31/44 [====================>.........] - ETA: 3s - loss: 240.5855 32/44 [====================>.........] - ETA: 3s - loss: 238.1815 33/44 [=====================>........] - ETA: 2s - loss: 237.9188 34/44 [======================>.......] - ETA: 2s - loss: 236.9532 35/44 [======================>.......] - ETA: 2s - loss: 234.7033 36/44 [=======================>......] - ETA: 2s - loss: 233.1512 37/44 [========================>.....] - ETA: 1s - loss: 230.4443 38/44 [========================>.....] - ETA: 1s - loss: 228.7456 39/44 [=========================>....] - ETA: 1s - loss: 226.7030 40/44 [==========================>...] - ETA: 1s - loss: 225.8371 41/44 [==========================>...] - ETA: 0s - loss: 226.9615 42/44 [===========================>..] - ETA: 0s - loss: 225.8574 43/44 [============================>.] - ETA: 0s - loss: 224.5647 44/44 [==============================] - 16s 354ms/step - loss: 222.7054 - val_loss: 771.1795 Epoch 3/50 1/44 [..............................] - ETA: 10s - loss: 204.8347 2/44 [>.............................] - ETA: 10s - loss: 182.7857 3/44 [=>............................] - ETA: 10s - loss: 164.8348 4/44 [=>............................] - ETA: 10s - loss: 164.3422 5/44 [==>...........................] - ETA: 9s - loss: 158.2438 6/44 [===>..........................] - ETA: 9s - loss: 163.6436 7/44 [===>..........................] - ETA: 9s - loss: 165.0179 8/44 [====>.........................] - ETA: 9s - loss: 163.4392 9/44 [=====>........................] - ETA: 8s - loss: 165.9776 10/44 [=====>........................] - ETA: 8s - loss: 162.0452 11/44 [======>.......................] - ETA: 8s - loss: 157.8854 12/44 [=======>......................] - ETA: 8s - loss: 158.9756 13/44 [=======>......................] - ETA: 7s - loss: 162.0229 14/44 [========>.....................] - ETA: 7s - loss: 164.7903 15/44 [=========>....................] - ETA: 7s - loss: 163.2534 16/44 [=========>....................] - ETA: 7s - loss: 166.3799 17/44 [==========>...................] - ETA: 6s - loss: 165.3086 18/44 [===========>..................] - ETA: 6s - loss: 165.2525 19/44 [===========>..................] - ETA: 6s - loss: 166.7015 20/44 [============>.................] - ETA: 6s - loss: 165.0338 21/44 [=============>................] - ETA: 5s - loss: 165.6789 22/44 [==============>...............] - ETA: 5s - loss: 165.1934 23/44 [==============>...............] - ETA: 5s - loss: 165.8288 24/44 [===============>..............] - ETA: 5s - loss: 164.4254 25/44 [================>.............] - ETA: 4s - loss: 165.1888 26/44 [================>.............] - ETA: 4s - loss: 166.0839 27/44 [=================>............] - ETA: 4s - loss: 165.9410 28/44 [==================>...........] - ETA: 4s - loss: 166.4465 29/44 [==================>...........] - ETA: 3s - loss: 166.0415 30/44 [===================>..........] - ETA: 3s - loss: 165.0557 31/44 [====================>.........] - ETA: 3s - loss: 163.7082 32/44 [====================>.........] - ETA: 3s - loss: 163.9355 33/44 [=====================>........] - ETA: 2s - loss: 163.0461 34/44 [======================>.......] - ETA: 2s - loss: 161.3830 35/44 [======================>.......] - ETA: 2s - loss: 161.4659 36/44 [=======================>......] - ETA: 2s - loss: 160.5005 37/44 [========================>.....] - ETA: 1s - loss: 160.3134 38/44 [========================>.....] - ETA: 1s - loss: 160.1675 39/44 [=========================>....] - ETA: 1s - loss: 159.8213 40/44 [==========================>...] - ETA: 1s - loss: 159.1429 41/44 [==========================>...] - ETA: 0s - loss: 157.8295 42/44 [===========================>..] - ETA: 0s - loss: 157.0419 43/44 [============================>.] - ETA: 0s - loss: 157.0041 44/44 [==============================] - 16s 353ms/step - loss: 156.8376 - val_loss: 283.0785 Epoch 4/50 1/44 [..............................] - ETA: 11s - loss: 122.2674 2/44 [>.............................] - ETA: 11s - loss: 138.0027 3/44 [=>............................] - ETA: 10s - loss: 138.8749 4/44 [=>............................] - ETA: 10s - loss: 136.1345 5/44 [==>...........................] - ETA: 10s - loss: 125.4504 6/44 [===>..........................] - ETA: 9s - loss: 130.6600 7/44 [===>..........................] - ETA: 9s - loss: 131.1088 8/44 [====>.........................] - ETA: 9s - loss: 130.5779 9/44 [=====>........................] - ETA: 8s - loss: 133.5219 10/44 [=====>........................] - ETA: 8s - loss: 132.8078 11/44 [======>.......................] - ETA: 8s - loss: 129.8513 12/44 [=======>......................] - ETA: 8s - loss: 130.0316 13/44 [=======>......................] - ETA: 7s - loss: 132.1743 14/44 [========>.....................] - ETA: 7s - loss: 132.8420 15/44 [=========>....................] - ETA: 7s - loss: 133.3309 16/44 [=========>....................] - ETA: 7s - loss: 132.5027 17/44 [==========>...................] - ETA: 6s - loss: 131.5321 18/44 [===========>..................] - ETA: 6s - loss: 131.0515 19/44 [===========>..................] - ETA: 6s - loss: 129.2117 20/44 [============>.................] - ETA: 6s - loss: 131.3929 21/44 [=============>................] - ETA: 5s - loss: 129.5624 22/44 [==============>...............] - ETA: 5s - loss: 129.6179 23/44 [==============>...............] - ETA: 5s - loss: 130.6067 24/44 [===============>..............] - ETA: 5s - loss: 133.5357 25/44 [================>.............] - ETA: 4s - loss: 133.1912 26/44 [================>.............] - ETA: 4s - loss: 132.5948 27/44 [=================>............] - ETA: 4s - loss: 130.4849 28/44 [==================>...........] - ETA: 4s - loss: 131.7027 29/44 [==================>...........] - ETA: 3s - loss: 131.6626 30/44 [===================>..........] - ETA: 3s - loss: 131.9508 31/44 [====================>.........] - ETA: 3s - loss: 131.5848 32/44 [====================>.........] - ETA: 3s - loss: 132.3536 33/44 [=====================>........] - ETA: 2s - loss: 131.0127 34/44 [======================>.......] - ETA: 2s - loss: 130.6462 35/44 [======================>.......] - ETA: 2s - loss: 130.5064 36/44 [=======================>......] - ETA: 2s - loss: 130.7393 37/44 [========================>.....] - ETA: 1s - loss: 130.7571 38/44 [========================>.....] - ETA: 1s - loss: 130.6743 39/44 [=========================>....] - ETA: 1s - loss: 131.7298 40/44 [==========================>...] - ETA: 1s - loss: 131.4559 41/44 [==========================>...] - ETA: 0s - loss: 131.2662 42/44 [===========================>..] - ETA: 0s - loss: 131.1904 43/44 [============================>.] - ETA: 0s - loss: 131.6015 44/44 [==============================] - 16s 354ms/step - loss: 130.8670 - val_loss: 345.4450 Epoch 5/50 1/44 [..............................] - ETA: 10s - loss: 184.0253 2/44 [>.............................] - ETA: 10s - loss: 145.8567 3/44 [=>............................] - ETA: 10s - loss: 146.7327 4/44 [=>............................] - ETA: 10s - loss: 146.1067 5/44 [==>...........................] - ETA: 9s - loss: 140.0406 6/44 [===>..........................] - ETA: 9s - loss: 143.9241 7/44 [===>..........................] - ETA: 9s - loss: 138.6539 8/44 [====>.........................] - ETA: 9s - loss: 134.3459 9/44 [=====>........................] - ETA: 8s - loss: 130.7241 10/44 [=====>........................] - ETA: 8s - loss: 126.2276 11/44 [======>.......................] - ETA: 8s - loss: 123.3534 12/44 [=======>......................] - ETA: 8s - loss: 121.7418 13/44 [=======>......................] - ETA: 7s - loss: 124.6723 14/44 [========>.....................] - ETA: 7s - loss: 128.1611 15/44 [=========>....................] - ETA: 7s - loss: 130.2264 16/44 [=========>....................] - ETA: 7s - loss: 128.0639 17/44 [==========>...................] - ETA: 6s - loss: 126.5690 18/44 [===========>..................] - ETA: 6s - loss: 127.6867 19/44 [===========>..................] - ETA: 6s - loss: 127.7950 20/44 [============>.................] - ETA: 6s - loss: 127.4781 21/44 [=============>................] - ETA: 5s - loss: 127.7034 22/44 [==============>...............] - ETA: 5s - loss: 127.3803 23/44 [==============>...............] - ETA: 5s - loss: 125.3687 24/44 [===============>..............] - ETA: 5s - loss: 125.8522 25/44 [================>.............] - ETA: 4s - loss: 125.2881 26/44 [================>.............] - ETA: 4s - loss: 126.5115 27/44 [=================>............] - ETA: 4s - loss: 127.0895 28/44 [==================>...........] - ETA: 4s - loss: 125.9964 29/44 [==================>...........] - ETA: 3s - loss: 127.7864 30/44 [===================>..........] - ETA: 3s - loss: 126.8912 31/44 [====================>.........] - ETA: 3s - loss: 126.5023 32/44 [====================>.........] - ETA: 3s - loss: 127.2941 33/44 [=====================>........] - ETA: 2s - loss: 126.8851 34/44 [======================>.......] - ETA: 2s - loss: 126.6236 35/44 [======================>.......] - ETA: 2s - loss: 126.0068 36/44 [=======================>......] - ETA: 2s - loss: 127.0215 37/44 [========================>.....] - ETA: 1s - loss: 126.2635 38/44 [========================>.....] - ETA: 1s - loss: 126.6798 39/44 [=========================>....] - ETA: 1s - loss: 126.4985 40/44 [==========================>...] - ETA: 1s - loss: 126.2124 41/44 [==========================>...] - ETA: 0s - loss: 125.9866 42/44 [===========================>..] - ETA: 0s - loss: 125.2128 43/44 [============================>.] - ETA: 0s - loss: 125.7779 44/44 [==============================] - 16s 355ms/step - loss: 126.5622 - val_loss: 3829.4935 Epoch 6/50 1/44 [..............................] - ETA: 11s - loss: 127.4628 2/44 [>.............................] - ETA: 11s - loss: 130.2811 3/44 [=>............................] - ETA: 10s - loss: 132.9263 4/44 [=>............................] - ETA: 10s - loss: 114.5735 5/44 [==>...........................] - ETA: 10s - loss: 114.3045 6/44 [===>..........................] - ETA: 9s - loss: 117.5694 7/44 [===>..........................] - ETA: 9s - loss: 127.2618 8/44 [====>.........................] - ETA: 9s - loss: 131.5632 9/44 [=====>........................] - ETA: 8s - loss: 129.5940 10/44 [=====>........................] - ETA: 8s - loss: 129.3064 11/44 [======>.......................] - ETA: 8s - loss: 130.5655 12/44 [=======>......................] - ETA: 8s - loss: 133.8109 13/44 [=======>......................] - ETA: 7s - loss: 130.7018 14/44 [========>.....................] - ETA: 7s - loss: 127.3072 15/44 [=========>....................] - ETA: 7s - loss: 127.2750 16/44 [=========>....................] - ETA: 7s - loss: 125.3150 17/44 [==========>...................] - ETA: 6s - loss: 124.2611 18/44 [===========>..................] - ETA: 6s - loss: 122.2141 19/44 [===========>..................] - ETA: 6s - loss: 121.9540 20/44 [============>.................] - ETA: 6s - loss: 123.1400 21/44 [=============>................] - ETA: 5s - loss: 121.1998 22/44 [==============>...............] - ETA: 5s - loss: 120.5486 23/44 [==============>...............] - ETA: 5s - loss: 120.2593 24/44 [===============>..............] - ETA: 5s - loss: 119.6103 25/44 [================>.............] - ETA: 4s - loss: 119.4642 26/44 [================>.............] - ETA: 4s - loss: 118.4623 27/44 [=================>............] - ETA: 4s - loss: 116.8772 28/44 [==================>...........] - ETA: 4s - loss: 117.5213 29/44 [==================>...........] - ETA: 3s - loss: 116.2291 30/44 [===================>..........] - ETA: 3s - loss: 116.1754 31/44 [====================>.........] - ETA: 3s - loss: 116.0148 32/44 [====================>.........] - ETA: 3s - loss: 115.6435 33/44 [=====================>........] - ETA: 2s - loss: 114.1887 34/44 [======================>.......] - ETA: 2s - loss: 114.0805 35/44 [======================>.......] - ETA: 2s - loss: 114.3725 36/44 [=======================>......] - ETA: 2s - loss: 114.0244 37/44 [========================>.....] - ETA: 1s - loss: 114.3414 38/44 [========================>.....] - ETA: 1s - loss: 116.1922 39/44 [=========================>....] - ETA: 1s - loss: 115.7906 40/44 [==========================>...] - ETA: 1s - loss: 115.3187 41/44 [==========================>...] - ETA: 0s - loss: 115.0572 42/44 [===========================>..] - ETA: 0s - loss: 114.2233 43/44 [============================>.] - ETA: 0s - loss: 114.4811 44/44 [==============================] - 16s 355ms/step - loss: 115.4202 - val_loss: 939.1648 Epoch 7/50 1/44 [..............................] - ETA: 10s - loss: 182.8575 2/44 [>.............................] - ETA: 10s - loss: 175.9964 3/44 [=>............................] - ETA: 10s - loss: 138.9372 4/44 [=>............................] - ETA: 10s - loss: 131.4177 5/44 [==>...........................] - ETA: 9s - loss: 133.4895 6/44 [===>..........................] - ETA: 9s - loss: 135.0924 7/44 [===>..........................] - ETA: 9s - loss: 130.5396 8/44 [====>.........................] - ETA: 9s - loss: 125.1531 9/44 [=====>........................] - ETA: 8s - loss: 126.1459 10/44 [=====>........................] - ETA: 8s - loss: 125.2843 11/44 [======>.......................] - 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loss: 116.5708 27/44 [=================>............] - ETA: 4s - loss: 115.0298 28/44 [==================>...........] - ETA: 4s - loss: 113.2282 29/44 [==================>...........] - ETA: 3s - loss: 112.3898 30/44 [===================>..........] - ETA: 3s - loss: 114.1299 31/44 [====================>.........] - ETA: 3s - loss: 114.1834 32/44 [====================>.........] - ETA: 3s - loss: 112.3122 33/44 [=====================>........] - ETA: 2s - loss: 111.6419 34/44 [======================>.......] - ETA: 2s - loss: 110.6971 35/44 [======================>.......] - ETA: 2s - loss: 110.9445 36/44 [=======================>......] - ETA: 2s - loss: 111.5073 37/44 [========================>.....] - ETA: 1s - loss: 111.8524 38/44 [========================>.....] - ETA: 1s - loss: 112.2876 39/44 [=========================>....] - ETA: 1s - loss: 114.6180 40/44 [==========================>...] - ETA: 1s - loss: 114.3976 41/44 [==========================>...] - ETA: 0s - loss: 115.5854 42/44 [===========================>..] - ETA: 0s - loss: 114.4807 43/44 [============================>.] - ETA: 0s - loss: 115.4655 44/44 [==============================] - 16s 354ms/step - loss: 115.8107 - val_loss: 323.4393 Epoch 8/50 1/44 [..............................] - ETA: 10s - loss: 101.2222 2/44 [>.............................] - ETA: 10s - loss: 100.3678 3/44 [=>............................] - ETA: 10s - loss: 104.9096 4/44 [=>............................] - ETA: 10s - loss: 109.4303 5/44 [==>...........................] - ETA: 9s - loss: 107.0974 6/44 [===>..........................] - ETA: 9s - loss: 116.4399 7/44 [===>..........................] - ETA: 9s - loss: 119.1170 8/44 [====>.........................] - ETA: 9s - loss: 127.7781 9/44 [=====>........................] - ETA: 8s - loss: 128.4143 10/44 [=====>........................] - ETA: 8s - loss: 126.6443 11/44 [======>.......................] - ETA: 8s - loss: 124.0149 12/44 [=======>......................] - ETA: 8s - loss: 125.6500 13/44 [=======>......................] - 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16s 355ms/step - loss: 113.0988 - val_loss: 758.3056 Epoch 9/50 1/44 [..............................] - ETA: 11s - loss: 81.3827 2/44 [>.............................] - ETA: 10s - loss: 68.9393 3/44 [=>............................] - ETA: 10s - loss: 82.2259 4/44 [=>............................] - ETA: 10s - loss: 97.8218 5/44 [==>...........................] - ETA: 9s - loss: 90.3343 6/44 [===>..........................] - ETA: 9s - loss: 90.9158 7/44 [===>..........................] - ETA: 9s - loss: 96.7163 8/44 [====>.........................] - ETA: 9s - loss: 94.6371 9/44 [=====>........................] - ETA: 8s - loss: 91.7750 10/44 [=====>........................] - ETA: 8s - loss: 95.4440 11/44 [======>.......................] - ETA: 8s - loss: 98.5178 12/44 [=======>......................] - ETA: 8s - loss: 99.0131 13/44 [=======>......................] - ETA: 7s - loss: 102.1438 14/44 [========>.....................] - ETA: 7s - loss: 104.7098 15/44 [=========>....................] - 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ETA: 11s - loss: 65.5483 2/44 [>.............................] - ETA: 10s - loss: 94.2442 3/44 [=>............................] - ETA: 10s - loss: 85.2583 4/44 [=>............................] - ETA: 10s - loss: 98.8704 5/44 [==>...........................] - ETA: 10s - loss: 106.8831 6/44 [===>..........................] - ETA: 9s - loss: 114.9528 7/44 [===>..........................] - ETA: 9s - loss: 111.6495 8/44 [====>.........................] - ETA: 9s - loss: 109.7583 9/44 [=====>........................] - ETA: 8s - loss: 114.7350 10/44 [=====>........................] - ETA: 8s - loss: 111.3511 11/44 [======>.......................] - ETA: 8s - loss: 112.1195 12/44 [=======>......................] - ETA: 8s - loss: 112.1227 13/44 [=======>......................] - ETA: 7s - loss: 111.8620 14/44 [========>.....................] - ETA: 7s - loss: 112.7895 15/44 [=========>....................] - ETA: 7s - loss: 113.5839 16/44 [=========>....................] - ETA: 7s - loss: 111.7945 17/44 [==========>...................] - 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loss: 103.3085 44/44 [==============================] - 16s 354ms/step - loss: 104.8695 - val_loss: 103.7727 Epoch 15/50 1/44 [..............................] - ETA: 11s - loss: 139.3441 2/44 [>.............................] - ETA: 10s - loss: 105.3442 3/44 [=>............................] - ETA: 10s - loss: 97.7639 4/44 [=>............................] - ETA: 10s - loss: 95.6168 5/44 [==>...........................] - ETA: 9s - loss: 88.9696 6/44 [===>..........................] - ETA: 9s - loss: 88.5208 7/44 [===>..........................] - ETA: 9s - loss: 88.2026 8/44 [====>.........................] - ETA: 9s - loss: 97.0188 9/44 [=====>........................] - ETA: 8s - loss: 98.3734 10/44 [=====>........................] - ETA: 8s - loss: 99.1845 11/44 [======>.......................] - ETA: 8s - loss: 101.2529 12/44 [=======>......................] - ETA: 8s - loss: 99.9783 13/44 [=======>......................] - ETA: 7s - loss: 100.7032 14/44 [========>.....................] - 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ETA: 0s - loss: 96.1887 43/44 [============================>.] - ETA: 0s - loss: 97.6431 44/44 [==============================] - 16s 355ms/step - loss: 97.3916 - val_loss: 113.9001 Epoch 21/50 1/44 [..............................] - ETA: 10s - loss: 77.8300 2/44 [>.............................] - ETA: 10s - loss: 73.7434 3/44 [=>............................] - ETA: 10s - loss: 73.5864 4/44 [=>............................] - ETA: 10s - loss: 76.2861 5/44 [==>...........................] - ETA: 10s - loss: 81.7271 6/44 [===>..........................] - ETA: 9s - loss: 87.0749 7/44 [===>..........................] - ETA: 9s - loss: 83.6666 8/44 [====>.........................] - ETA: 9s - loss: 91.7784 9/44 [=====>........................] - ETA: 8s - loss: 91.9298 10/44 [=====>........................] - ETA: 8s - loss: 98.1320 11/44 [======>.......................] - ETA: 8s - loss: 95.8972 12/44 [=======>......................] - ETA: 8s - loss: 93.7451 13/44 [=======>......................] - 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val_loss: 108.5466 Epoch 22/50 1/44 [..............................] - ETA: 11s - loss: 118.3538 2/44 [>.............................] - ETA: 10s - loss: 110.8618 3/44 [=>............................] - ETA: 10s - loss: 101.9191 4/44 [=>............................] - ETA: 10s - loss: 96.8315 5/44 [==>...........................] - ETA: 10s - loss: 109.5762 6/44 [===>..........................] - ETA: 9s - loss: 110.6047 7/44 [===>..........................] - ETA: 9s - loss: 116.7216 8/44 [====>.........................] - ETA: 9s - loss: 114.7235 9/44 [=====>........................] - ETA: 8s - loss: 110.8825 10/44 [=====>........................] - ETA: 8s - loss: 112.2278 11/44 [======>.......................] - ETA: 8s - loss: 108.9239 12/44 [=======>......................] - ETA: 8s - loss: 109.6085 13/44 [=======>......................] - ETA: 7s - loss: 111.1011 14/44 [========>.....................] - ETA: 7s - loss: 113.7344 15/44 [=========>....................] - ETA: 7s - 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ETA: 0s - loss: 107.3164 44/44 [==============================] - 16s 355ms/step - loss: 106.2024 - val_loss: 106.7335 Epoch 28/50 1/44 [..............................] - ETA: 11s - loss: 74.1321 2/44 [>.............................] - ETA: 10s - loss: 105.1319 3/44 [=>............................] - ETA: 10s - loss: 98.2607 4/44 [=>............................] - ETA: 10s - loss: 95.1954 5/44 [==>...........................] - ETA: 9s - loss: 88.0366 6/44 [===>..........................] - ETA: 9s - loss: 89.6342 7/44 [===>..........................] - ETA: 9s - loss: 86.4474 8/44 [====>.........................] - ETA: 9s - loss: 98.9054 9/44 [=====>........................] - ETA: 9s - loss: 98.0539 10/44 [=====>........................] - ETA: 8s - loss: 94.1512 11/44 [======>.......................] - ETA: 8s - loss: 96.3520 12/44 [=======>......................] - ETA: 8s - loss: 102.6895 13/44 [=======>......................] - ETA: 7s - loss: 97.5628 14/44 [========>.....................] - 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ETA: 11s - loss: 78.8116 2/44 [>.............................] - ETA: 10s - loss: 112.1934 3/44 [=>............................] - ETA: 10s - loss: 115.5778 4/44 [=>............................] - ETA: 10s - loss: 106.4963 5/44 [==>...........................] - ETA: 9s - loss: 104.6060 6/44 [===>..........................] - ETA: 9s - loss: 103.0637 7/44 [===>..........................] - ETA: 9s - loss: 111.6531 8/44 [====>.........................] - ETA: 9s - loss: 109.9972 9/44 [=====>........................] - ETA: 8s - loss: 111.9048 10/44 [=====>........................] - ETA: 8s - loss: 108.6372 11/44 [======>.......................] - ETA: 8s - loss: 112.3007 12/44 [=======>......................] - ETA: 8s - loss: 110.9593 13/44 [=======>......................] - ETA: 7s - loss: 114.6582 14/44 [========>.....................] - ETA: 7s - loss: 112.3826 15/44 [=========>....................] - ETA: 7s - loss: 113.9943 16/44 [=========>....................] - ETA: 7s - loss: 112.5907 17/44 [==========>...................] - 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ETA: 0s - loss: 97.9463 44/44 [==============================] - 16s 354ms/step - loss: 98.2118 - val_loss: 241.3155 Epoch 34/50 1/44 [..............................] - ETA: 10s - loss: 88.7564 2/44 [>.............................] - ETA: 10s - loss: 130.8567 3/44 [=>............................] - ETA: 10s - loss: 131.3069 4/44 [=>............................] - ETA: 10s - loss: 116.3508 5/44 [==>...........................] - ETA: 9s - loss: 115.6040 6/44 [===>..........................] - ETA: 9s - loss: 114.8117 7/44 [===>..........................] - ETA: 9s - loss: 111.6864 8/44 [====>.........................] - ETA: 9s - loss: 117.7809 9/44 [=====>........................] - ETA: 8s - loss: 114.9311 10/44 [=====>........................] - ETA: 8s - loss: 111.4060 11/44 [======>.......................] - ETA: 8s - loss: 107.9530 12/44 [=======>......................] - ETA: 8s - loss: 107.4305 13/44 [=======>......................] - ETA: 7s - loss: 109.4453 14/44 [========>.....................] - 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val_loss: 33080.3990 Epoch 35/50 1/44 [..............................] - ETA: 10s - loss: 109.1444 2/44 [>.............................] - ETA: 10s - loss: 122.5532 3/44 [=>............................] - ETA: 10s - loss: 110.5178 4/44 [=>............................] - ETA: 10s - loss: 111.3661 5/44 [==>...........................] - ETA: 10s - loss: 111.0882 6/44 [===>..........................] - ETA: 9s - loss: 107.4013 7/44 [===>..........................] - ETA: 9s - loss: 105.0573 8/44 [====>.........................] - ETA: 9s - loss: 138.2648 9/44 [=====>........................] - ETA: 8s - loss: 131.9918 10/44 [=====>........................] - ETA: 8s - loss: 177.2645 11/44 [======>.......................] - ETA: 8s - loss: 169.3180 12/44 [=======>......................] - ETA: 8s - loss: 163.8839 13/44 [=======>......................] - ETA: 7s - loss: 161.1910 14/44 [========>.....................] - ETA: 7s - loss: 154.5592 15/44 [=========>....................] - ETA: 7s - 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loss: 123.5784 37/44 [========================>.....] - ETA: 1s - loss: 124.5695 38/44 [========================>.....] - ETA: 1s - loss: 128.6976 39/44 [=========================>....] - ETA: 1s - loss: 128.9758 40/44 [==========================>...] - ETA: 1s - loss: 128.0337 41/44 [==========================>...] - ETA: 0s - loss: 126.9494 42/44 [===========================>..] - ETA: 0s - loss: 126.9944 43/44 [============================>.] - ETA: 0s - loss: 127.3981 44/44 [==============================] - 16s 354ms/step - loss: 128.3820 - val_loss: 1030.2094 Epoch 38/50 1/44 [..............................] - ETA: 10s - loss: 105.4488 2/44 [>.............................] - ETA: 10s - loss: 124.6473 3/44 [=>............................] - ETA: 10s - loss: 120.7112 4/44 [=>............................] - ETA: 10s - loss: 124.8483 5/44 [==>...........................] - ETA: 9s - loss: 117.3112 6/44 [===>..........................] - ETA: 9s - loss: 111.2111 7/44 [===>..........................] - 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ETA: 0s - loss: 95.9098 44/44 [==============================] - 16s 354ms/step - loss: 95.1824 - val_loss: 117.7168 Epoch 41/50 1/44 [..............................] - ETA: 10s - loss: 97.3911 2/44 [>.............................] - ETA: 10s - loss: 107.5327 3/44 [=>............................] - ETA: 10s - loss: 99.3029 4/44 [=>............................] - ETA: 10s - loss: 116.6426 5/44 [==>...........................] - ETA: 9s - loss: 115.8681 6/44 [===>..........................] - ETA: 9s - loss: 116.9225 7/44 [===>..........................] - ETA: 9s - loss: 118.9239 8/44 [====>.........................] - ETA: 9s - loss: 116.1251 9/44 [=====>........................] - ETA: 8s - loss: 118.9911 10/44 [=====>........................] - ETA: 8s - loss: 122.2898 11/44 [======>.......................] - ETA: 8s - loss: 119.9316 12/44 [=======>......................] - ETA: 8s - loss: 117.0808 13/44 [=======>......................] - ETA: 7s - loss: 111.3024 14/44 [========>.....................] - 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val_loss: 110.3717 Epoch 42/50 1/44 [..............................] - ETA: 10s - loss: 131.6163 2/44 [>.............................] - ETA: 10s - loss: 122.4700 3/44 [=>............................] - ETA: 10s - loss: 130.3092 4/44 [=>............................] - ETA: 10s - loss: 119.2704 5/44 [==>...........................] - ETA: 10s - loss: 108.6637 6/44 [===>..........................] - ETA: 9s - loss: 108.2560 7/44 [===>..........................] - ETA: 9s - loss: 111.9421 8/44 [====>.........................] - ETA: 9s - loss: 117.9555 9/44 [=====>........................] - ETA: 8s - loss: 109.8820 10/44 [=====>........................] - ETA: 8s - loss: 107.9400 11/44 [======>.......................] - ETA: 8s - loss: 109.8574 12/44 [=======>......................] - ETA: 8s - loss: 110.3012 13/44 [=======>......................] - ETA: 7s - loss: 113.6407 14/44 [========>.....................] - ETA: 7s - loss: 115.4781 15/44 [=========>....................] - ETA: 7s - 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ETA: 10s - loss: 110.3737 3/44 [=>............................] - ETA: 10s - loss: 128.9411 4/44 [=>............................] - ETA: 10s - loss: 131.0494 5/44 [==>...........................] - ETA: 9s - loss: 116.1794 6/44 [===>..........................] - ETA: 9s - loss: 108.2770 7/44 [===>..........................] - ETA: 9s - loss: 107.5393 8/44 [====>.........................] - ETA: 9s - loss: 105.5131 9/44 [=====>........................] - ETA: 8s - loss: 113.5609 10/44 [=====>........................] - ETA: 8s - loss: 106.9010 11/44 [======>.......................] - ETA: 8s - loss: 107.4474 12/44 [=======>......................] - ETA: 8s - loss: 109.6856 13/44 [=======>......................] - ETA: 7s - loss: 107.3558 14/44 [========>.....................] - ETA: 7s - loss: 103.6893 15/44 [=========>....................] - ETA: 7s - loss: 104.2244 16/44 [=========>....................] - ETA: 7s - loss: 104.7442 17/44 [==========>...................] - ETA: 6s - loss: 104.3307 18/44 [===========>..................] - 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ETA: 0s - loss: 99.7017 43/44 [============================>.] - ETA: 0s - loss: 100.1989 44/44 [==============================] - 16s 355ms/step - loss: 100.5573 - val_loss: 103.8956 Epoch 47/50 1/44 [..............................] - ETA: 10s - loss: 75.5398 2/44 [>.............................] - ETA: 10s - loss: 90.4921 3/44 [=>............................] - ETA: 10s - loss: 88.2556 4/44 [=>............................] - ETA: 10s - loss: 87.4426 5/44 [==>...........................] - ETA: 9s - loss: 89.8013 6/44 [===>..........................] - ETA: 9s - loss: 89.6688 7/44 [===>..........................] - ETA: 9s - loss: 84.7501 8/44 [====>.........................] - ETA: 9s - loss: 81.6938 9/44 [=====>........................] - ETA: 8s - loss: 89.0361 10/44 [=====>........................] - ETA: 8s - loss: 85.3537 11/44 [======>.......................] - ETA: 8s - loss: 85.5605 12/44 [=======>......................] - ETA: 8s - loss: 88.8118 13/44 [=======>......................] - 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val_loss: 110.5112 Epoch 48/50 1/44 [..............................] - ETA: 10s - loss: 99.1037 2/44 [>.............................] - ETA: 10s - loss: 83.2244 3/44 [=>............................] - ETA: 10s - loss: 94.3467 4/44 [=>............................] - ETA: 10s - loss: 107.9907 5/44 [==>...........................] - ETA: 10s - loss: 121.5158 6/44 [===>..........................] - ETA: 9s - loss: 109.3454 7/44 [===>..........................] - ETA: 9s - loss: 107.5521 8/44 [====>.........................] - ETA: 9s - loss: 108.7433 9/44 [=====>........................] - ETA: 8s - loss: 104.4905 10/44 [=====>........................] - ETA: 8s - loss: 99.6959 11/44 [======>.......................] - ETA: 8s - loss: 98.5067 12/44 [=======>......................] - ETA: 8s - loss: 100.8363 13/44 [=======>......................] - ETA: 7s - loss: 100.4491 14/44 [========>.....................] - ETA: 7s - loss: 99.7383 15/44 [=========>....................] - ETA: 7s - loss: 98.1831 16/44 [=========>....................] - 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ETA: 10s - loss: 84.4506 4/44 [=>............................] - ETA: 10s - loss: 81.2092 5/44 [==>...........................] - ETA: 10s - loss: 82.4705 6/44 [===>..........................] - ETA: 9s - loss: 81.3089 7/44 [===>..........................] - ETA: 9s - loss: 81.9169 8/44 [====>.........................] - ETA: 9s - loss: 81.3793 9/44 [=====>........................] - ETA: 8s - loss: 81.5897 10/44 [=====>........................] - ETA: 8s - loss: 85.1991 11/44 [======>.......................] - ETA: 8s - loss: 89.5856 12/44 [=======>......................] - ETA: 8s - loss: 87.2591 13/44 [=======>......................] - ETA: 7s - loss: 83.4005 14/44 [========>.....................] - ETA: 7s - loss: 85.3342 15/44 [=========>....................] - ETA: 7s - loss: 86.5686 16/44 [=========>....................] - ETA: 7s - loss: 88.1540 17/44 [==========>...................] - ETA: 6s - loss: 87.1366 18/44 [===========>..................] - ETA: 6s - loss: 86.8263 19/44 [===========>..................] - 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ETA: 2s - loss: 93.6489 36/44 [=======================>......] - ETA: 2s - loss: 95.3243 37/44 [========================>.....] - ETA: 1s - loss: 95.0124 38/44 [========================>.....] - ETA: 1s - loss: 95.6819 39/44 [=========================>....] - ETA: 1s - loss: 96.2116 40/44 [==========================>...] - ETA: 1s - loss: 94.8773 41/44 [==========================>...] - ETA: 0s - loss: 94.2411 42/44 [===========================>..] - ETA: 0s - loss: 93.8142 43/44 [============================>.] - ETA: 0s - loss: 93.8911 44/44 [==============================] - 16s 355ms/step - loss: 94.0552 - val_loss: 103.9410 Epoch 50/50 1/44 [..............................] - ETA: 10s - loss: 74.9795 2/44 [>.............................] - ETA: 10s - loss: 79.5542 3/44 [=>............................] - ETA: 10s - loss: 116.5169 4/44 [=>............................] - ETA: 10s - loss: 105.0339 5/44 [==>...........................] - ETA: 9s - loss: 113.8608 6/44 [===>..........................] - ETA: 9s - loss: 113.4379 7/44 [===>..........................] - ETA: 9s - loss: 116.4453 8/44 [====>.........................] - ETA: 9s - loss: 112.5867 9/44 [=====>........................] - ETA: 8s - loss: 112.7037 10/44 [=====>........................] - ETA: 8s - loss: 109.1853 11/44 [======>.......................] - ETA: 8s - loss: 109.2114 12/44 [=======>......................] - ETA: 8s - loss: 108.4231 13/44 [=======>......................] - ETA: 7s - loss: 113.5185 14/44 [========>.....................] - ETA: 7s - loss: 116.7128 15/44 [=========>....................] - ETA: 7s - loss: 113.3368 16/44 [=========>....................] - ETA: 7s - loss: 110.8473 17/44 [==========>...................] - ETA: 6s - loss: 109.0899 18/44 [===========>..................] - ETA: 6s - loss: 109.9749 19/44 [===========>..................] - ETA: 6s - loss: 109.1470 20/44 [============>.................] - ETA: 6s - loss: 108.0037 21/44 [=============>................] - ETA: 5s - loss: 108.0606 22/44 [==============>...............] - ETA: 5s - loss: 108.6846 23/44 [==============>...............] - ETA: 5s - loss: 108.4056 24/44 [===============>..............] - ETA: 5s - loss: 107.7374 25/44 [================>.............] - ETA: 4s - loss: 107.3557 26/44 [================>.............] - ETA: 4s - loss: 107.4507 27/44 [=================>............] - ETA: 4s - loss: 107.6917 28/44 [==================>...........] - ETA: 4s - loss: 109.3331 29/44 [==================>...........] - ETA: 3s - loss: 108.2462 30/44 [===================>..........] - ETA: 3s - loss: 109.0309 31/44 [====================>.........] - ETA: 3s - loss: 108.1371 32/44 [====================>.........] - ETA: 3s - loss: 107.3854 33/44 [=====================>........] - ETA: 2s - loss: 107.8027 34/44 [======================>.......] - ETA: 2s - loss: 108.3414 35/44 [======================>.......] - ETA: 2s - loss: 107.5634 36/44 [=======================>......] - ETA: 2s - loss: 107.9763 37/44 [========================>.....] - ETA: 1s - loss: 108.1182 38/44 [========================>.....] - ETA: 1s - loss: 107.5498 39/44 [=========================>....] - ETA: 1s - loss: 107.5348 40/44 [==========================>...] - ETA: 1s - loss: 107.2547 41/44 [==========================>...] - ETA: 0s - loss: 105.9140 42/44 [===========================>..] - ETA: 0s - loss: 105.7247 43/44 [============================>.] - ETA: 0s - loss: 104.4116 44/44 [==============================] - 16s 354ms/step - loss: 105.6740 - val_loss: 101.5319 Unfreeze all of the layers. Train on 177 samples, val on 86 samples, with batch size 4. IS CUDA POINTING TO THE RIGHT VERSION???????? Epoch 51/100 1/44 [..............................] - ETA: 4:15 - loss: 51.4223 2/44 [>.............................] - ETA: 2:10 - loss: 86.8589 3/44 [=>............................] - ETA: 1:28 - loss: 93.6915 4/44 [=>............................] - ETA: 1:07 - loss: 101.9299 5/44 [==>...........................] - ETA: 54s - loss: 97.2394 6/44 [===>..........................] - ETA: 45s - loss: 95.0341 7/44 [===>..........................] - ETA: 39s - loss: 105.9948 8/44 [====>.........................] - ETA: 34s - loss: 104.0892 9/44 [=====>........................] - ETA: 31s - loss: 103.2403 10/44 [=====>........................] - ETA: 28s - loss: 107.2600 11/44 [======>.......................] - ETA: 25s - loss: 111.6159 12/44 [=======>......................] - ETA: 23s - loss: 111.4088 13/44 [=======>......................] - ETA: 21s - loss: 107.7460 14/44 [========>.....................] - ETA: 19s - loss: 112.8836 15/44 [=========>....................] - ETA: 18s - loss: 109.2608 16/44 [=========>....................] - ETA: 17s - loss: 111.5788 17/44 [==========>...................] - ETA: 15s - loss: 107.3666 18/44 [===========>..................] - ETA: 14s - loss: 110.7804 19/44 [===========>..................] - ETA: 13s - loss: 109.0461 20/44 [============>.................] - ETA: 12s - loss: 108.4040 21/44 [=============>................] - ETA: 12s - loss: 105.7608 22/44 [==============>...............] - ETA: 11s - loss: 103.6091 23/44 [==============>...............] - ETA: 10s - loss: 103.8664 24/44 [===============>..............] - ETA: 9s - loss: 103.0490 25/44 [================>.............] - ETA: 9s - loss: 102.8906 26/44 [================>.............] - ETA: 8s - loss: 101.8980 27/44 [=================>............] - ETA: 7s - loss: 102.2224 28/44 [==================>...........] - ETA: 7s - loss: 101.2033 29/44 [==================>...........] - ETA: 6s - loss: 101.6860 30/44 [===================>..........] - ETA: 6s - loss: 101.4816 31/44 [====================>.........] - ETA: 5s - loss: 103.0539 32/44 [====================>.........] - ETA: 5s - loss: 103.5417 33/44 [=====================>........] - ETA: 4s - loss: 103.6179 34/44 [======================>.......] - ETA: 4s - loss: 103.0103 35/44 [======================>.......] - ETA: 3s - loss: 103.6856 36/44 [=======================>......] - ETA: 3s - loss: 104.0267 37/44 [========================>.....] - ETA: 2s - loss: 103.1410 38/44 [========================>.....] - ETA: 2s - loss: 103.7024 39/44 [=========================>....] - ETA: 2s - loss: 102.7158 40/44 [==========================>...] - ETA: 1s - loss: 102.4893 41/44 [==========================>...] - ETA: 1s - loss: 101.7255 42/44 [===========================>..] - ETA: 0s - loss: 102.0345 43/44 [============================>.] - ETA: 0s - loss: 101.1012 44/44 [==============================] - 21s 485ms/step - loss: 100.1713 - val_loss: 97.5384 Epoch 52/100 1/44 [..............................] - ETA: 11s - loss: 130.9528 2/44 [>.............................] - ETA: 10s - loss: 111.0793 3/44 [=>............................] - ETA: 10s - loss: 103.3757 4/44 [=>............................] - ETA: 10s - loss: 95.8632 5/44 [==>...........................] - ETA: 9s - loss: 90.9548 6/44 [===>..........................] - ETA: 9s - loss: 89.5362 7/44 [===>..........................] - ETA: 9s - loss: 97.1072 8/44 [====>.........................] - ETA: 9s - loss: 98.7097 9/44 [=====>........................] - ETA: 8s - loss: 94.3679 10/44 [=====>........................] - ETA: 8s - loss: 97.7260 11/44 [======>.......................] - ETA: 8s - loss: 99.3262 12/44 [=======>......................] - ETA: 8s - loss: 97.2438 13/44 [=======>......................] - ETA: 7s - loss: 95.3532 14/44 [========>.....................] - ETA: 7s - loss: 93.2115 15/44 [=========>....................] - ETA: 7s - loss: 92.6918 16/44 [=========>....................] - ETA: 7s - loss: 90.7849 17/44 [==========>...................] - ETA: 6s - loss: 91.4100 18/44 [===========>..................] - ETA: 6s - loss: 90.3678 19/44 [===========>..................] - ETA: 6s - loss: 91.2982 20/44 [============>.................] - ETA: 6s - loss: 94.8378 21/44 [=============>................] - ETA: 5s - loss: 94.4986 22/44 [==============>...............] - ETA: 5s - loss: 95.4436 23/44 [==============>...............] - ETA: 5s - loss: 93.2273 24/44 [===============>..............] - ETA: 5s - loss: 95.5411 25/44 [================>.............] - ETA: 4s - loss: 97.6142 26/44 [================>.............] - ETA: 4s - loss: 98.5309 27/44 [=================>............] - ETA: 4s - loss: 99.6780 28/44 [==================>...........] - ETA: 4s - loss: 99.5472 29/44 [==================>...........] - ETA: 3s - loss: 101.2045 30/44 [===================>..........] - ETA: 3s - loss: 100.5203 31/44 [====================>.........] - ETA: 3s - loss: 100.7533 32/44 [====================>.........] - ETA: 3s - loss: 100.0597 33/44 [=====================>........] - ETA: 2s - loss: 100.2092 34/44 [======================>.......] - ETA: 2s - loss: 99.9243 35/44 [======================>.......] - ETA: 2s - loss: 100.7114 36/44 [=======================>......] - ETA: 2s - loss: 100.3776 37/44 [========================>.....] - ETA: 1s - loss: 99.9774 38/44 [========================>.....] - ETA: 1s - loss: 99.3910 39/44 [=========================>....] - ETA: 1s - loss: 98.6512 40/44 [==========================>...] - ETA: 1s - loss: 98.5803 41/44 [==========================>...] - ETA: 0s - loss: 100.4106 42/44 [===========================>..] - ETA: 0s - loss: 100.3532 43/44 [============================>.] - ETA: 0s - loss: 100.6159 44/44 [==============================] - 16s 355ms/step - loss: 99.8942 - val_loss: 99.1171 Epoch 53/100 1/44 [..............................] - ETA: 11s - loss: 37.7183 2/44 [>.............................] - ETA: 10s - loss: 98.8654 3/44 [=>............................] - ETA: 10s - loss: 90.9910 4/44 [=>............................] - ETA: 10s - loss: 84.1179 5/44 [==>...........................] - 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ETA: 0s - loss: 94.0790 43/44 [============================>.] - ETA: 0s - loss: 93.6946 44/44 [==============================] - 16s 355ms/step - loss: 94.2228 - val_loss: 98.4384 Epoch 61/100 1/44 [..............................] - ETA: 10s - loss: 83.7966 2/44 [>.............................] - ETA: 10s - loss: 114.0780 3/44 [=>............................] - ETA: 10s - loss: 111.3535 4/44 [=>............................] - ETA: 10s - loss: 105.4818 5/44 [==>...........................] - ETA: 9s - loss: 107.4257 6/44 [===>..........................] - ETA: 9s - loss: 98.1972 7/44 [===>..........................] - ETA: 9s - loss: 90.6967 8/44 [====>.........................] - ETA: 9s - loss: 92.4465 9/44 [=====>........................] - ETA: 8s - loss: 88.2915 10/44 [=====>........................] - ETA: 8s - loss: 88.7098 11/44 [======>.......................] - ETA: 8s - loss: 89.5415 12/44 [=======>......................] - ETA: 8s - loss: 94.3037 13/44 [=======>......................] - 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val_loss: 92.4284 Epoch 62/100 1/44 [..............................] - ETA: 10s - loss: 132.5845 2/44 [>.............................] - ETA: 10s - loss: 106.5840 3/44 [=>............................] - ETA: 10s - loss: 101.1985 4/44 [=>............................] - ETA: 10s - loss: 104.4235 5/44 [==>...........................] - ETA: 9s - loss: 96.9585 6/44 [===>..........................] - ETA: 9s - loss: 105.6297 7/44 [===>..........................] - ETA: 9s - loss: 96.1811 8/44 [====>.........................] - ETA: 9s - loss: 90.6958 9/44 [=====>........................] - ETA: 8s - loss: 90.5748 10/44 [=====>........................] - ETA: 8s - loss: 93.5930 11/44 [======>.......................] - ETA: 8s - loss: 93.7077 12/44 [=======>......................] - ETA: 8s - loss: 90.3410 13/44 [=======>......................] - ETA: 7s - loss: 91.7724 14/44 [========>.....................] - ETA: 7s - loss: 91.8181 15/44 [=========>....................] - ETA: 7s - loss: 95.7330 16/44 [=========>....................] - 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ETA: 10s - loss: 97.5347 4/44 [=>............................] - ETA: 10s - loss: 103.1163 5/44 [==>...........................] - ETA: 10s - loss: 117.0615 6/44 [===>..........................] - ETA: 9s - loss: 106.0231 7/44 [===>..........................] - ETA: 9s - loss: 104.9382 8/44 [====>.........................] - ETA: 9s - loss: 102.5365 9/44 [=====>........................] - ETA: 8s - loss: 96.8848 10/44 [=====>........................] - ETA: 8s - loss: 92.1915 11/44 [======>.......................] - ETA: 8s - loss: 92.4280 12/44 [=======>......................] - ETA: 8s - loss: 93.7334 13/44 [=======>......................] - ETA: 7s - loss: 96.0297 14/44 [========>.....................] - ETA: 7s - loss: 94.6429 15/44 [=========>....................] - ETA: 7s - loss: 94.4425 16/44 [=========>....................] - ETA: 7s - loss: 95.2856 17/44 [==========>...................] - ETA: 6s - loss: 93.5924 18/44 [===========>..................] - ETA: 6s - loss: 93.7959 19/44 [===========>..................] - 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Epoch 64/100 1/44 [..............................] - ETA: 10s - loss: 78.6850 2/44 [>.............................] - ETA: 10s - loss: 77.3194 3/44 [=>............................] - ETA: 10s - loss: 65.1419 4/44 [=>............................] - ETA: 10s - loss: 59.0033 5/44 [==>...........................] - ETA: 9s - loss: 67.9528 6/44 [===>..........................] - ETA: 9s - loss: 74.5775 7/44 [===>..........................] - ETA: 9s - loss: 74.2176 8/44 [====>.........................] - ETA: 9s - loss: 77.0277 9/44 [=====>........................] - ETA: 8s - loss: 76.5251 10/44 [=====>........................] - ETA: 8s - loss: 74.6880 11/44 [======>.......................] - ETA: 8s - loss: 78.1270 12/44 [=======>......................] - ETA: 8s - loss: 81.8808 13/44 [=======>......................] - ETA: 7s - loss: 83.3959 14/44 [========>.....................] - ETA: 7s - loss: 86.3233 15/44 [=========>....................] - ETA: 7s - loss: 85.8888 16/44 [=========>....................] - 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ETA: 10s - loss: 75.9359 4/44 [=>............................] - ETA: 10s - loss: 83.4412 5/44 [==>...........................] - ETA: 9s - loss: 77.9981 6/44 [===>..........................] - ETA: 9s - loss: 73.1167 7/44 [===>..........................] - ETA: 9s - loss: 72.3076 8/44 [====>.........................] - ETA: 9s - loss: 74.1884 9/44 [=====>........................] - ETA: 8s - loss: 76.4703 10/44 [=====>........................] - ETA: 8s - loss: 78.5819 11/44 [======>.......................] - ETA: 8s - loss: 77.4778 12/44 [=======>......................] - ETA: 8s - loss: 74.7940 13/44 [=======>......................] - ETA: 7s - loss: 76.0834 14/44 [========>.....................] - ETA: 7s - loss: 76.1028 15/44 [=========>....................] - ETA: 7s - loss: 74.7263 16/44 [=========>....................] - ETA: 7s - loss: 77.0271 17/44 [==========>...................] - ETA: 6s - loss: 77.3145 18/44 [===========>..................] - ETA: 6s - loss: 81.2746 19/44 [===========>..................] - 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ETA: 2s - loss: 88.2162 36/44 [=======================>......] - ETA: 2s - loss: 87.7728 37/44 [========================>.....] - ETA: 1s - loss: 87.4503 38/44 [========================>.....] - ETA: 1s - loss: 87.0634 39/44 [=========================>....] - ETA: 1s - loss: 87.1716 40/44 [==========================>...] - ETA: 1s - loss: 88.9351 41/44 [==========================>...] - ETA: 0s - loss: 89.0521 42/44 [===========================>..] - ETA: 0s - loss: 87.6942 43/44 [============================>.] - ETA: 0s - loss: 87.4631 44/44 [==============================] - 16s 357ms/step - loss: 88.2823 - val_loss: 90.5440 Epoch 66/100 1/44 [..............................] - ETA: 10s - loss: 85.7232 2/44 [>.............................] - ETA: 10s - loss: 85.2018 3/44 [=>............................] - ETA: 10s - loss: 97.4692 4/44 [=>............................] - ETA: 10s - loss: 84.2651 5/44 [==>...........................] - ETA: 9s - loss: 84.9910 6/44 [===>..........................] - 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ETA: 1s - loss: 93.3611 39/44 [=========================>....] - ETA: 1s - loss: 92.9030 40/44 [==========================>...] - ETA: 1s - loss: 92.4802 41/44 [==========================>...] - ETA: 0s - loss: 91.9288 42/44 [===========================>..] - ETA: 0s - loss: 90.7769 43/44 [============================>.] - ETA: 0s - loss: 91.3471 44/44 [==============================] - 16s 355ms/step - loss: 90.1932 - val_loss: 99.9926 Epoch 00066: ReduceLROnPlateau reducing learning rate to 9.999999747378752e-07. Epoch 67/100 1/44 [..............................] - ETA: 11s - loss: 116.1206 2/44 [>.............................] - ETA: 10s - loss: 113.2890 3/44 [=>............................] - ETA: 10s - loss: 92.7784 4/44 [=>............................] - ETA: 10s - loss: 79.3123 5/44 [==>...........................] - ETA: 10s - loss: 78.6227 6/44 [===>..........................] - ETA: 9s - loss: 73.8736 7/44 [===>..........................] - ETA: 9s - loss: 73.7623 8/44 [====>.........................] - ETA: 9s - loss: 78.7657 9/44 [=====>........................] - ETA: 8s - loss: 81.0259 10/44 [=====>........................] - ETA: 8s - loss: 80.5423 11/44 [======>.......................] - ETA: 8s - loss: 81.9343 12/44 [=======>......................] - ETA: 8s - loss: 79.2470 13/44 [=======>......................] - ETA: 7s - loss: 82.5637 14/44 [========>.....................] - ETA: 7s - loss: 80.1497 15/44 [=========>....................] - ETA: 7s - loss: 79.1389 16/44 [=========>....................] - 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ETA: 10s - loss: 101.9881 4/44 [=>............................] - ETA: 10s - loss: 92.7570 5/44 [==>...........................] - ETA: 9s - loss: 90.5303 6/44 [===>..........................] - ETA: 9s - loss: 81.4757 7/44 [===>..........................] - ETA: 9s - loss: 77.1879 8/44 [====>.........................] - ETA: 9s - loss: 82.8421 9/44 [=====>........................] - ETA: 8s - loss: 79.8828 10/44 [=====>........................] - ETA: 8s - loss: 78.3105 11/44 [======>.......................] - ETA: 8s - loss: 80.8892 12/44 [=======>......................] - ETA: 8s - loss: 83.9405 13/44 [=======>......................] - ETA: 7s - loss: 83.1970 14/44 [========>.....................] - ETA: 7s - loss: 84.3100 15/44 [=========>....................] - ETA: 7s - loss: 87.3093 16/44 [=========>....................] - ETA: 7s - loss: 88.5877 17/44 [==========>...................] - ETA: 6s - loss: 89.6778 18/44 [===========>..................] - ETA: 6s - loss: 88.7682 19/44 [===========>..................] - 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16s 356ms/step - loss: 89.5483 - val_loss: 87.5039 Epoch 72/100 1/44 [..............................] - ETA: 10s - loss: 73.0901 2/44 [>.............................] - ETA: 10s - loss: 88.9729 3/44 [=>............................] - ETA: 10s - loss: 82.9884 4/44 [=>............................] - ETA: 10s - loss: 88.4336 5/44 [==>...........................] - ETA: 9s - loss: 91.8752 6/44 [===>..........................] - ETA: 9s - loss: 93.0190 7/44 [===>..........................] - ETA: 9s - loss: 93.1038 8/44 [====>.........................] - ETA: 9s - loss: 92.3846 9/44 [=====>........................] - ETA: 8s - loss: 90.5230 10/44 [=====>........................] - ETA: 8s - loss: 96.3566 11/44 [======>.......................] - ETA: 8s - loss: 93.3486 12/44 [=======>......................] - ETA: 8s - loss: 90.5513 13/44 [=======>......................] - ETA: 7s - loss: 88.9954 14/44 [========>.....................] - ETA: 7s - loss: 89.1820 15/44 [=========>....................] - 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Epoch 73/100 1/44 [..............................] - ETA: 10s - loss: 69.4312 2/44 [>.............................] - ETA: 10s - loss: 61.4356 3/44 [=>............................] - ETA: 10s - loss: 75.3653 4/44 [=>............................] - ETA: 10s - loss: 85.3460 5/44 [==>...........................] - ETA: 9s - loss: 87.7028 6/44 [===>..........................] - ETA: 9s - loss: 85.1679 7/44 [===>..........................] - ETA: 9s - loss: 84.7994 8/44 [====>.........................] - ETA: 9s - loss: 91.3878 9/44 [=====>........................] - ETA: 8s - loss: 87.7727 10/44 [=====>........................] - ETA: 8s - loss: 87.7484 11/44 [======>.......................] - ETA: 8s - loss: 90.0375 12/44 [=======>......................] - ETA: 8s - loss: 97.0189 13/44 [=======>......................] - ETA: 7s - loss: 94.5937 14/44 [========>.....................] - ETA: 7s - loss: 92.2081 15/44 [=========>....................] - ETA: 7s - loss: 94.4248 16/44 [=========>....................] - 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ETA: 10s - loss: 100.0783 4/44 [=>............................] - ETA: 10s - loss: 87.6907 5/44 [==>...........................] - ETA: 10s - loss: 81.9932 6/44 [===>..........................] - ETA: 9s - loss: 80.1266 7/44 [===>..........................] - ETA: 9s - loss: 77.3329 8/44 [====>.........................] - ETA: 9s - loss: 74.5028 9/44 [=====>........................] - ETA: 8s - loss: 82.9337 10/44 [=====>........................] - ETA: 8s - loss: 82.3717 11/44 [======>.......................] - ETA: 8s - loss: 82.1713 12/44 [=======>......................] - ETA: 8s - loss: 81.4873 13/44 [=======>......................] - ETA: 7s - loss: 81.4734 14/44 [========>.....................] - ETA: 7s - loss: 78.3039 15/44 [=========>....................] - ETA: 7s - loss: 82.7321 16/44 [=========>....................] - ETA: 7s - loss: 84.1832 17/44 [==========>...................] - ETA: 6s - loss: 82.6508 18/44 [===========>..................] - ETA: 6s - loss: 84.1445 19/44 [===========>..................] - 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ETA: 2s - loss: 88.0075 36/44 [=======================>......] - ETA: 2s - loss: 88.1117 37/44 [========================>.....] - ETA: 1s - loss: 86.5095 38/44 [========================>.....] - ETA: 1s - loss: 86.0617 39/44 [=========================>....] - ETA: 1s - loss: 87.7511 40/44 [==========================>...] - ETA: 1s - loss: 88.2386 41/44 [==========================>...] - ETA: 0s - loss: 88.4749 42/44 [===========================>..] - ETA: 0s - loss: 88.8744 43/44 [============================>.] - ETA: 0s - loss: 88.6940 44/44 [==============================] - 16s 356ms/step - loss: 88.8104 - val_loss: 90.2876 Epoch 75/100 1/44 [..............................] - ETA: 10s - loss: 111.0076 2/44 [>.............................] - ETA: 10s - loss: 105.4853 3/44 [=>............................] - ETA: 10s - loss: 93.7833 4/44 [=>............................] - ETA: 10s - loss: 88.1195 5/44 [==>...........................] - ETA: 10s - loss: 93.5069 6/44 [===>..........................] - 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ETA: 1s - loss: 88.7226 39/44 [=========================>....] - ETA: 1s - loss: 88.2908 40/44 [==========================>...] - ETA: 1s - loss: 88.4689 41/44 [==========================>...] - ETA: 0s - loss: 88.1612 42/44 [===========================>..] - ETA: 0s - loss: 88.1152 43/44 [============================>.] - ETA: 0s - loss: 87.2738 44/44 [==============================] - 16s 355ms/step - loss: 87.9594 - val_loss: 85.8572 Epoch 00075: ReduceLROnPlateau reducing learning rate to 1.0000000116860975e-08. Epoch 76/100 1/44 [..............................] - ETA: 10s - loss: 75.7725 2/44 [>.............................] - ETA: 10s - loss: 75.3514 3/44 [=>............................] - ETA: 10s - loss: 76.1141 4/44 [=>............................] - ETA: 10s - loss: 64.2814 5/44 [==>...........................] - ETA: 9s - loss: 75.3081 6/44 [===>..........................] - ETA: 9s - loss: 77.7627 7/44 [===>..........................] - ETA: 9s - loss: 76.8126 8/44 [====>.........................] - ETA: 9s - loss: 71.1581 9/44 [=====>........................] - ETA: 8s - loss: 74.4240 10/44 [=====>........................] - ETA: 8s - loss: 76.9395 11/44 [======>.......................] - ETA: 8s - loss: 76.8883 12/44 [=======>......................] - ETA: 8s - loss: 77.2934 13/44 [=======>......................] - ETA: 7s - loss: 80.9228 14/44 [========>.....................] - ETA: 7s - loss: 78.9555 15/44 [=========>....................] - ETA: 7s - loss: 85.5571 16/44 [=========>....................] - 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16s 355ms/step - loss: 87.8821 - val_loss: 82.0769 Epoch 81/100 1/44 [..............................] - ETA: 10s - loss: 127.9811 2/44 [>.............................] - ETA: 10s - loss: 94.6633 3/44 [=>............................] - ETA: 10s - loss: 91.9065 4/44 [=>............................] - ETA: 10s - loss: 100.1772 5/44 [==>...........................] - ETA: 10s - loss: 93.2959 6/44 [===>..........................] - ETA: 9s - loss: 95.9021 7/44 [===>..........................] - ETA: 9s - loss: 91.3726 8/44 [====>.........................] - ETA: 9s - loss: 89.9956 9/44 [=====>........................] - ETA: 9s - loss: 95.4532 10/44 [=====>........................] - ETA: 8s - loss: 95.0845 11/44 [======>.......................] - ETA: 8s - loss: 91.3275 12/44 [=======>......................] - ETA: 8s - loss: 90.3787 13/44 [=======>......................] - ETA: 7s - loss: 89.1733 14/44 [========>.....................] - ETA: 7s - loss: 93.0830 15/44 [=========>....................] - 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ETA: 1s - loss: 91.0001 41/44 [==========================>...] - ETA: 0s - loss: 91.4832 42/44 [===========================>..] - ETA: 0s - loss: 90.1737 43/44 [============================>.] - ETA: 0s - loss: 90.8964 44/44 [==============================] - 16s 355ms/step - loss: 91.0121 - val_loss: 91.3274 Epoch 00084: ReduceLROnPlateau reducing learning rate to 9.999999939225292e-10. Epoch 85/100 1/44 [..............................] - ETA: 10s - loss: 139.9860 2/44 [>.............................] - ETA: 10s - loss: 97.1019 3/44 [=>............................] - ETA: 10s - loss: 84.9981 4/44 [=>............................] - ETA: 10s - loss: 95.9810 5/44 [==>...........................] - ETA: 9s - loss: 93.5546 6/44 [===>..........................] - ETA: 9s - loss: 96.3012 7/44 [===>..........................] - ETA: 9s - loss: 89.0536 8/44 [====>.........................] - ETA: 9s - loss: 94.9003 9/44 [=====>........................] - ETA: 8s - loss: 88.7154 10/44 [=====>........................] - ETA: 8s - loss: 92.5483 11/44 [======>.......................] - ETA: 8s - loss: 95.6964 12/44 [=======>......................] - ETA: 8s - loss: 95.0360 13/44 [=======>......................] - ETA: 7s - loss: 93.0938 14/44 [========>.....................] - ETA: 7s - loss: 92.0405 15/44 [=========>....................] - ETA: 7s - loss: 96.6481 16/44 [=========>....................] - 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ETA: 10s - loss: 76.6421 4/44 [=>............................] - ETA: 10s - loss: 84.5419 5/44 [==>...........................] - ETA: 9s - loss: 97.1861 6/44 [===>..........................] - ETA: 9s - loss: 87.4788 7/44 [===>..........................] - ETA: 9s - loss: 92.2919 8/44 [====>.........................] - ETA: 9s - loss: 89.4521 9/44 [=====>........................] - ETA: 8s - loss: 87.9742 10/44 [=====>........................] - ETA: 8s - loss: 89.6505 11/44 [======>.......................] - ETA: 8s - loss: 88.4565 12/44 [=======>......................] - ETA: 8s - loss: 86.0514 13/44 [=======>......................] - ETA: 7s - loss: 84.9279 14/44 [========>.....................] - ETA: 7s - loss: 86.6961 15/44 [=========>....................] - ETA: 7s - loss: 83.4336 16/44 [=========>....................] - ETA: 7s - loss: 80.6310 17/44 [==========>...................] - ETA: 6s - loss: 80.5250 18/44 [===========>..................] - ETA: 6s - loss: 81.2329 19/44 [===========>..................] - 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ETA: 1s - loss: 90.7497 39/44 [=========================>....] - ETA: 1s - loss: 89.8914 40/44 [==========================>...] - ETA: 1s - loss: 89.1340 41/44 [==========================>...] - ETA: 0s - loss: 89.5028 42/44 [===========================>..] - ETA: 0s - loss: 89.6364 43/44 [============================>.] - ETA: 0s - loss: 90.0240 44/44 [==============================] - 16s 355ms/step - loss: 89.5566 - val_loss: 84.3354 Epoch 00087: ReduceLROnPlateau reducing learning rate to 9.999999717180686e-11. Epoch 88/100 1/44 [..............................] - ETA: 10s - loss: 106.2890 2/44 [>.............................] - ETA: 10s - loss: 94.2784 3/44 [=>............................] - ETA: 10s - loss: 100.4967 4/44 [=>............................] - ETA: 10s - loss: 93.8254 5/44 [==>...........................] - ETA: 9s - loss: 89.2867 6/44 [===>..........................] - ETA: 9s - loss: 88.0524 7/44 [===>..........................] - ETA: 9s - loss: 86.0942 8/44 [====>.........................] - ETA: 9s - loss: 84.7061 9/44 [=====>........................] - ETA: 8s - loss: 79.8599 10/44 [=====>........................] - ETA: 8s - loss: 77.6253 11/44 [======>.......................] - ETA: 8s - loss: 82.3357 12/44 [=======>......................] - ETA: 8s - loss: 79.8400 13/44 [=======>......................] - ETA: 7s - loss: 78.2835 14/44 [========>.....................] - ETA: 7s - loss: 77.6044 15/44 [=========>....................] - ETA: 7s - loss: 78.3907 16/44 [=========>....................] - 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ETA: 10s - loss: 79.5592 4/44 [=>............................] - ETA: 10s - loss: 76.6180 5/44 [==>...........................] - ETA: 10s - loss: 86.4383 6/44 [===>..........................] - ETA: 9s - loss: 83.4478 7/44 [===>..........................] - ETA: 9s - loss: 89.6504 8/44 [====>.........................] - ETA: 9s - loss: 91.2189 9/44 [=====>........................] - ETA: 9s - loss: 90.0568 10/44 [=====>........................] - ETA: 8s - loss: 89.1970 11/44 [======>.......................] - ETA: 8s - loss: 88.5453 12/44 [=======>......................] - ETA: 8s - loss: 90.4922 13/44 [=======>......................] - ETA: 7s - loss: 88.7283 14/44 [========>.....................] - ETA: 7s - loss: 91.4681 15/44 [=========>....................] - ETA: 7s - loss: 90.2983 16/44 [=========>....................] - ETA: 7s - loss: 88.4239 17/44 [==========>...................] - ETA: 6s - loss: 86.7941 18/44 [===========>..................] - ETA: 6s - loss: 84.2080 19/44 [===========>..................] - 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ETA: 2s - loss: 91.7609 36/44 [=======================>......] - ETA: 2s - loss: 91.3837 37/44 [========================>.....] - ETA: 1s - loss: 92.0559 38/44 [========================>.....] - ETA: 1s - loss: 91.1856 39/44 [=========================>....] - ETA: 1s - loss: 90.0492 40/44 [==========================>...] - ETA: 1s - loss: 89.6279 41/44 [==========================>...] - ETA: 0s - loss: 88.8750 42/44 [===========================>..] - ETA: 0s - loss: 88.3682 43/44 [============================>.] - ETA: 0s - loss: 87.8413 44/44 [==============================] - 16s 355ms/step - loss: 87.8841 - val_loss: 89.5356 Epoch 90/100 1/44 [..............................] - ETA: 11s - loss: 88.6742 2/44 [>.............................] - ETA: 10s - loss: 85.3137 3/44 [=>............................] - ETA: 10s - loss: 86.9381 4/44 [=>............................] - ETA: 10s - loss: 81.5705 5/44 [==>...........................] - ETA: 9s - loss: 80.5758 6/44 [===>..........................] - 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ETA: 1s - loss: 87.6545 39/44 [=========================>....] - ETA: 1s - loss: 87.2428 40/44 [==========================>...] - ETA: 1s - loss: 85.7279 41/44 [==========================>...] - ETA: 0s - loss: 86.5923 42/44 [===========================>..] - ETA: 0s - loss: 86.3341 43/44 [============================>.] - ETA: 0s - loss: 86.7761 44/44 [==============================] - 16s 356ms/step - loss: 86.9393 - val_loss: 86.4720 Epoch 00090: ReduceLROnPlateau reducing learning rate to 9.99999943962493e-12. Epoch 00090: early stopping