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. Load weights model_data/yolo_weights.h5. Freeze the first 249 layers of total 252 layers. 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: 1:21 - loss: 10386.2764 2/44 [>.............................] - ETA: 41s - loss: 9845.5195 3/44 [=>............................] - ETA: 27s - loss: 9390.1764 4/44 [=>............................] - ETA: 21s - loss: 8926.2177 5/44 [==>...........................] - ETA: 17s - loss: 8482.2090 6/44 [===>..........................] - ETA: 14s - loss: 8054.1499 7/44 [===>..........................] - ETA: 12s - loss: 7665.2481 8/44 [====>.........................] - ETA: 10s - loss: 7288.2037 9/44 [=====>........................] - ETA: 9s - loss: 6935.5382 10/44 [=====>........................] - ETA: 8s - loss: 6612.0684 11/44 [======>.......................] - ETA: 7s - loss: 6303.4148 12/44 [=======>......................] - ETA: 7s - loss: 6010.6567 13/44 [=======>......................] - ETA: 6s - loss: 5742.1640 14/44 [========>.....................] - ETA: 6s - loss: 5489.9602 15/44 [=========>....................] - ETA: 6s - loss: 5251.2038 16/44 [=========>....................] - ETA: 6s - loss: 5033.0430 17/44 [==========>...................] - ETA: 5s - loss: 4830.6403 18/44 [===========>..................] - ETA: 5s - loss: 4644.0812 19/44 [===========>..................] - ETA: 5s - loss: 4467.6489 20/44 [============>.................] - ETA: 5s - loss: 4300.8046 21/44 [=============>................] - ETA: 4s - loss: 4145.5830 22/44 [==============>...............] - ETA: 4s - loss: 4004.3331 23/44 [==============>...............] - ETA: 4s - loss: 3865.5687 24/44 [===============>..............] - ETA: 4s - loss: 3740.3504 25/44 [================>.............] - ETA: 4s - loss: 3621.8243 26/44 [================>.............] - ETA: 3s - loss: 3510.0849 27/44 [=================>............] - ETA: 3s - loss: 3405.6063 28/44 [==================>...........] - ETA: 3s - loss: 3306.8792 29/44 [==================>...........] - ETA: 3s - loss: 3211.2487 30/44 [===================>..........] - ETA: 2s - loss: 3123.4633 31/44 [====================>.........] - ETA: 2s - loss: 3041.3454 32/44 [====================>.........] - ETA: 2s - loss: 2961.9651 33/44 [=====================>........] - ETA: 2s - loss: 2887.4745 34/44 [======================>.......] - ETA: 2s - loss: 2815.7127 35/44 [======================>.......] - ETA: 1s - loss: 2746.9402 36/44 [=======================>......] - ETA: 1s - loss: 2682.2329 37/44 [========================>.....] - ETA: 1s - loss: 2621.7974 38/44 [========================>.....] - ETA: 1s - loss: 2564.4921 39/44 [=========================>....] - ETA: 1s - loss: 2508.0047 40/44 [==========================>...] - ETA: 0s - loss: 2454.1069 41/44 [==========================>...] - ETA: 0s - loss: 2403.6131 42/44 [===========================>..] - ETA: 0s - loss: 2354.6429 43/44 [============================>.] - ETA: 0s - loss: 2308.3336 44/44 [==============================] - 14s 323ms/step - loss: 2263.4655 - val_loss: 247.1427 Epoch 2/50 1/44 [..............................] - ETA: 3s - loss: 322.0475 2/44 [>.............................] - ETA: 3s - loss: 313.4966 3/44 [=>............................] - ETA: 2s - loss: 300.1450 4/44 [=>............................] - ETA: 2s - loss: 295.2042 5/44 [==>...........................] - ETA: 2s - loss: 294.7003 6/44 [===>..........................] - ETA: 2s - loss: 296.8019 7/44 [===>..........................] - ETA: 2s - loss: 298.0984 8/44 [====>.........................] - ETA: 2s - loss: 290.1623 9/44 [=====>........................] - ETA: 2s - loss: 290.3047 10/44 [=====>........................] - ETA: 2s - loss: 289.0131 11/44 [======>.......................] - ETA: 2s - loss: 288.8591 12/44 [=======>......................] - ETA: 2s - loss: 286.7180 13/44 [=======>......................] - ETA: 2s - loss: 289.1375 14/44 [========>.....................] - ETA: 2s - loss: 286.8214 15/44 [=========>....................] - ETA: 2s - loss: 285.4128 16/44 [=========>....................] - ETA: 2s - loss: 283.7968 17/44 [==========>...................] - ETA: 2s - loss: 282.0711 18/44 [===========>..................] - ETA: 2s - loss: 276.3473 19/44 [===========>..................] - ETA: 2s - loss: 272.2971 20/44 [============>.................] - ETA: 2s - loss: 269.3038 21/44 [=============>................] - ETA: 2s - loss: 267.3659 22/44 [==============>...............] - ETA: 2s - loss: 265.2937 23/44 [==============>...............] - ETA: 2s - loss: 262.1802 24/44 [===============>..............] - ETA: 2s - loss: 259.6671 25/44 [================>.............] - ETA: 2s - loss: 258.8805 26/44 [================>.............] - ETA: 2s - loss: 257.1927 27/44 [=================>............] - ETA: 2s - loss: 256.4651 28/44 [==================>...........] - ETA: 2s - loss: 255.1310 29/44 [==================>...........] - ETA: 2s - loss: 254.1318 30/44 [===================>..........] - ETA: 2s - loss: 253.3916 31/44 [====================>.........] - ETA: 1s - loss: 254.3951 32/44 [====================>.........] - ETA: 1s - loss: 252.3447 33/44 [=====================>........] - ETA: 1s - loss: 250.0090 34/44 [======================>.......] - ETA: 1s - loss: 247.7019 35/44 [======================>.......] - ETA: 1s - loss: 245.4166 36/44 [=======================>......] - ETA: 1s - loss: 244.4335 37/44 [========================>.....] - ETA: 1s - loss: 242.8699 38/44 [========================>.....] - ETA: 0s - loss: 241.0743 39/44 [=========================>....] - ETA: 0s - loss: 239.1400 40/44 [==========================>...] - ETA: 0s - loss: 238.3502 41/44 [==========================>...] - ETA: 0s - loss: 236.3197 42/44 [===========================>..] - ETA: 0s - loss: 234.6588 43/44 [============================>.] - ETA: 0s - loss: 233.6406 44/44 [==============================] - 12s 274ms/step - loss: 232.4354 - val_loss: 132.4843 Epoch 3/50 1/44 [..............................] - ETA: 3s - loss: 165.8374 2/44 [>.............................] - ETA: 3s - loss: 167.2582 3/44 [=>............................] - ETA: 3s - loss: 160.3387 4/44 [=>............................] - ETA: 2s - loss: 158.5071 5/44 [==>...........................] - ETA: 2s - loss: 162.5865 6/44 [===>..........................] - ETA: 2s - loss: 162.0803 7/44 [===>..........................] - ETA: 2s - loss: 163.4087 8/44 [====>.........................] - ETA: 2s - loss: 165.0296 9/44 [=====>........................] - ETA: 2s - loss: 164.7203 10/44 [=====>........................] - ETA: 2s - loss: 162.1242 11/44 [======>.......................] - ETA: 2s - loss: 165.2052 12/44 [=======>......................] - ETA: 2s - loss: 163.9246 13/44 [=======>......................] - ETA: 2s - loss: 164.2604 14/44 [========>.....................] - ETA: 2s - loss: 163.8635 15/44 [=========>....................] - ETA: 2s - loss: 162.4237 16/44 [=========>....................] - ETA: 2s - loss: 161.1159 17/44 [==========>...................] - ETA: 2s - loss: 160.8111 18/44 [===========>..................] - ETA: 2s - loss: 160.7749 19/44 [===========>..................] - 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loss: 152.7351 35/44 [======================>.......] - ETA: 1s - loss: 151.7645 36/44 [=======================>......] - ETA: 1s - loss: 151.1226 37/44 [========================>.....] - ETA: 1s - loss: 150.7999 38/44 [========================>.....] - ETA: 0s - loss: 149.7782 39/44 [=========================>....] - ETA: 0s - loss: 149.4715 40/44 [==========================>...] - ETA: 0s - loss: 149.6315 41/44 [==========================>...] - ETA: 0s - loss: 149.5698 42/44 [===========================>..] - ETA: 0s - loss: 148.3228 43/44 [============================>.] - ETA: 0s - loss: 147.3264 44/44 [==============================] - 12s 275ms/step - loss: 147.1999 - val_loss: 99.5806 Epoch 4/50 1/44 [..............................] - ETA: 3s - loss: 121.4263 2/44 [>.............................] - ETA: 3s - loss: 109.6786 3/44 [=>............................] - ETA: 3s - loss: 112.4393 4/44 [=>............................] - ETA: 3s - loss: 110.7516 5/44 [==>...........................] - 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loss: 112.9926 37/44 [========================>.....] - ETA: 1s - loss: 112.9473 38/44 [========================>.....] - ETA: 0s - loss: 112.5010 39/44 [=========================>....] - ETA: 0s - loss: 113.2587 40/44 [==========================>...] - ETA: 0s - loss: 112.8691 41/44 [==========================>...] - ETA: 0s - loss: 112.4914 42/44 [===========================>..] - ETA: 0s - loss: 112.1080 43/44 [============================>.] - ETA: 0s - loss: 112.2068 44/44 [==============================] - 12s 274ms/step - loss: 112.4422 - val_loss: 78.3742 Epoch 5/50 1/44 [..............................] - ETA: 3s - loss: 110.3989 2/44 [>.............................] - ETA: 2s - loss: 99.9530 3/44 [=>............................] - ETA: 2s - loss: 92.1194 4/44 [=>............................] - ETA: 2s - loss: 96.8720 5/44 [==>...........................] - ETA: 2s - loss: 95.4388 6/44 [===>..........................] - ETA: 2s - loss: 96.5544 7/44 [===>..........................] - 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ETA: 0s - loss: 94.5726 40/44 [==========================>...] - ETA: 0s - loss: 95.1201 41/44 [==========================>...] - ETA: 0s - loss: 95.0603 42/44 [===========================>..] - ETA: 0s - loss: 94.6720 43/44 [============================>.] - ETA: 0s - loss: 94.0583 44/44 [==============================] - 12s 275ms/step - loss: 93.9852 - val_loss: 68.4495 Epoch 6/50 1/44 [..............................] - ETA: 3s - loss: 93.2663 2/44 [>.............................] - ETA: 3s - loss: 89.4499 3/44 [=>............................] - ETA: 3s - loss: 84.2083 4/44 [=>............................] - ETA: 2s - loss: 84.7764 5/44 [==>...........................] - ETA: 2s - loss: 83.1533 6/44 [===>..........................] - ETA: 2s - loss: 86.2643 7/44 [===>..........................] - ETA: 2s - loss: 87.1852 8/44 [====>.........................] - ETA: 2s - loss: 88.2987 9/44 [=====>........................] - ETA: 2s - loss: 86.9577 10/44 [=====>........................] - 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ETA: 0s - loss: 82.9476 43/44 [============================>.] - ETA: 0s - loss: 83.2007 44/44 [==============================] - 12s 272ms/step - loss: 83.2758 - val_loss: 64.0068 Epoch 7/50 1/44 [..............................] - ETA: 3s - loss: 59.9952 2/44 [>.............................] - ETA: 3s - loss: 74.0746 3/44 [=>............................] - ETA: 3s - loss: 82.9212 4/44 [=>............................] - ETA: 2s - loss: 75.8741 5/44 [==>...........................] - ETA: 2s - loss: 77.8554 6/44 [===>..........................] - ETA: 2s - loss: 77.2935 7/44 [===>..........................] - ETA: 2s - loss: 78.5043 8/44 [====>.........................] - ETA: 2s - loss: 79.1380 9/44 [=====>........................] - ETA: 2s - loss: 77.5127 10/44 [=====>........................] - ETA: 2s - loss: 78.5088 11/44 [======>.......................] - ETA: 2s - loss: 77.9918 12/44 [=======>......................] - ETA: 2s - loss: 75.7534 13/44 [=======>......................] - 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val_loss: 60.6400 Epoch 8/50 1/44 [..............................] - ETA: 3s - loss: 80.2986 2/44 [>.............................] - ETA: 3s - loss: 74.1850 3/44 [=>............................] - ETA: 2s - loss: 68.7694 4/44 [=>............................] - ETA: 2s - loss: 67.6828 5/44 [==>...........................] - ETA: 2s - loss: 70.5546 6/44 [===>..........................] - ETA: 2s - loss: 76.7399 7/44 [===>..........................] - ETA: 2s - loss: 76.7017 8/44 [====>.........................] - ETA: 2s - loss: 74.3027 9/44 [=====>........................] - ETA: 2s - loss: 73.1432 10/44 [=====>........................] - ETA: 2s - loss: 71.9379 11/44 [======>.......................] - ETA: 2s - loss: 71.0048 12/44 [=======>......................] - ETA: 2s - loss: 71.0631 13/44 [=======>......................] - ETA: 2s - loss: 72.3868 14/44 [========>.....................] - ETA: 2s - loss: 72.1529 15/44 [=========>....................] - ETA: 2s - loss: 71.5409 16/44 [=========>....................] - 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12s 269ms/step - loss: 56.5533 - val_loss: 49.4611 Epoch 13/50 1/44 [..............................] - ETA: 3s - loss: 54.1985 2/44 [>.............................] - ETA: 3s - loss: 61.1446 3/44 [=>............................] - ETA: 3s - loss: 65.1838 4/44 [=>............................] - ETA: 2s - loss: 57.5057 5/44 [==>...........................] - ETA: 2s - loss: 55.2196 6/44 [===>..........................] - ETA: 2s - loss: 52.5672 7/44 [===>..........................] - ETA: 2s - loss: 53.1212 8/44 [====>.........................] - ETA: 2s - loss: 56.1088 9/44 [=====>........................] - ETA: 2s - loss: 59.1849 10/44 [=====>........................] - ETA: 2s - loss: 57.1177 11/44 [======>.......................] - ETA: 2s - loss: 56.9759 12/44 [=======>......................] - ETA: 2s - loss: 55.4989 13/44 [=======>......................] - ETA: 2s - loss: 55.8158 14/44 [========>.....................] - ETA: 2s - loss: 56.6057 15/44 [=========>....................] - 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ETA: 0s - loss: 47.1879 43/44 [============================>.] - ETA: 0s - loss: 47.0717 44/44 [==============================] - 12s 276ms/step - loss: 46.7410 - val_loss: 39.8609 Epoch 23/50 1/44 [..............................] - ETA: 3s - loss: 35.5492 2/44 [>.............................] - ETA: 3s - loss: 41.5382 3/44 [=>............................] - ETA: 3s - loss: 41.6964 4/44 [=>............................] - ETA: 3s - loss: 40.0638 5/44 [==>...........................] - ETA: 2s - loss: 43.1303 6/44 [===>..........................] - ETA: 2s - loss: 41.9506 7/44 [===>..........................] - ETA: 2s - loss: 41.5295 8/44 [====>.........................] - ETA: 2s - loss: 43.0759 9/44 [=====>........................] - ETA: 2s - loss: 43.8835 10/44 [=====>........................] - ETA: 2s - loss: 42.7394 11/44 [======>.......................] - ETA: 2s - loss: 41.9554 12/44 [=======>......................] - ETA: 2s - loss: 42.3601 13/44 [=======>......................] - 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val_loss: 39.0821 Epoch 24/50 1/44 [..............................] - ETA: 3s - loss: 38.9671 2/44 [>.............................] - ETA: 3s - loss: 51.8187 3/44 [=>............................] - ETA: 3s - loss: 49.1206 4/44 [=>............................] - ETA: 3s - loss: 55.4403 5/44 [==>...........................] - ETA: 2s - loss: 52.6902 6/44 [===>..........................] - ETA: 2s - loss: 49.2050 7/44 [===>..........................] - ETA: 2s - loss: 48.7114 8/44 [====>.........................] - ETA: 2s - loss: 46.2602 9/44 [=====>........................] - ETA: 2s - loss: 44.6796 10/44 [=====>........................] - ETA: 2s - loss: 43.2087 11/44 [======>.......................] - ETA: 2s - loss: 42.8830 12/44 [=======>......................] - ETA: 2s - loss: 44.8682 13/44 [=======>......................] - ETA: 2s - loss: 46.5468 14/44 [========>.....................] - ETA: 2s - loss: 46.1011 15/44 [=========>....................] - ETA: 2s - loss: 45.4266 16/44 [=========>....................] - 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12s 278ms/step - loss: 42.7610 - val_loss: 39.7006 Epoch 29/50 1/44 [..............................] - ETA: 3s - loss: 31.0246 2/44 [>.............................] - ETA: 3s - loss: 41.2321 3/44 [=>............................] - ETA: 3s - loss: 38.7541 4/44 [=>............................] - ETA: 3s - loss: 40.1252 5/44 [==>...........................] - ETA: 2s - loss: 40.6135 6/44 [===>..........................] - ETA: 2s - loss: 38.7851 7/44 [===>..........................] - ETA: 2s - loss: 39.9502 8/44 [====>.........................] - ETA: 2s - loss: 38.5443 9/44 [=====>........................] - ETA: 2s - loss: 40.3145 10/44 [=====>........................] - ETA: 2s - loss: 39.9190 11/44 [======>.......................] - ETA: 2s - loss: 41.2822 12/44 [=======>......................] - ETA: 2s - loss: 40.7913 13/44 [=======>......................] - ETA: 2s - loss: 39.7362 14/44 [========>.....................] - ETA: 2s - loss: 39.2779 15/44 [=========>....................] - 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ETA: 0s - loss: 39.2704 44/44 [==============================] - 12s 267ms/step - loss: 39.4780 - val_loss: 37.6835 Epoch 34/50 1/44 [..............................] - ETA: 3s - loss: 53.2150 2/44 [>.............................] - ETA: 3s - loss: 52.4473 3/44 [=>............................] - ETA: 2s - loss: 49.8437 4/44 [=>............................] - ETA: 2s - loss: 47.9356 5/44 [==>...........................] - ETA: 2s - loss: 45.3407 6/44 [===>..........................] - ETA: 2s - loss: 44.7061 7/44 [===>..........................] - ETA: 2s - loss: 43.8912 8/44 [====>.........................] - ETA: 2s - loss: 43.5865 9/44 [=====>........................] - ETA: 2s - loss: 42.6113 10/44 [=====>........................] - ETA: 2s - loss: 40.8663 11/44 [======>.......................] - ETA: 2s - loss: 40.7049 12/44 [=======>......................] - ETA: 2s - loss: 40.8708 13/44 [=======>......................] - ETA: 2s - loss: 41.0842 14/44 [========>.....................] - 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ETA: 3s - loss: 77.4268 2/44 [>.............................] - ETA: 2s - loss: 57.5678 3/44 [=>............................] - ETA: 2s - loss: 55.2558 4/44 [=>............................] - ETA: 2s - loss: 51.9416 5/44 [==>...........................] - ETA: 2s - loss: 47.2204 6/44 [===>..........................] - ETA: 2s - loss: 44.8952 7/44 [===>..........................] - ETA: 2s - loss: 44.1619 8/44 [====>.........................] - ETA: 2s - loss: 41.8876 9/44 [=====>........................] - ETA: 2s - loss: 40.3192 10/44 [=====>........................] - ETA: 2s - loss: 39.4318 11/44 [======>.......................] - ETA: 2s - loss: 38.9580 12/44 [=======>......................] - ETA: 2s - loss: 38.3573 13/44 [=======>......................] - ETA: 2s - loss: 38.4009 14/44 [========>.....................] - ETA: 2s - loss: 39.5225 15/44 [=========>....................] - ETA: 2s - loss: 39.5017 16/44 [=========>....................] - ETA: 2s - loss: 38.6477 17/44 [==========>...................] - 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ETA: 0s - loss: 38.9135 43/44 [============================>.] - ETA: 0s - loss: 38.9671 44/44 [==============================] - 12s 276ms/step - loss: 39.1467 - val_loss: 39.0353 Epoch 39/50 1/44 [..............................] - ETA: 3s - loss: 39.7096 2/44 [>.............................] - ETA: 3s - loss: 38.4251 3/44 [=>............................] - ETA: 3s - loss: 49.2488 4/44 [=>............................] - ETA: 3s - loss: 45.3196 5/44 [==>...........................] - ETA: 3s - loss: 46.9506 6/44 [===>..........................] - ETA: 3s - loss: 45.7029 7/44 [===>..........................] - ETA: 2s - loss: 46.6620 8/44 [====>.........................] - ETA: 2s - loss: 44.1250 9/44 [=====>........................] - ETA: 2s - loss: 43.7763 10/44 [=====>........................] - ETA: 2s - loss: 43.2291 11/44 [======>.......................] - ETA: 2s - loss: 43.4926 12/44 [=======>......................] - ETA: 2s - loss: 44.7724 13/44 [=======>......................] - 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val_loss: 35.4619 Epoch 40/50 1/44 [..............................] - ETA: 3s - loss: 40.5951 2/44 [>.............................] - ETA: 3s - loss: 40.5450 3/44 [=>............................] - ETA: 3s - loss: 37.4409 4/44 [=>............................] - ETA: 3s - loss: 35.1765 5/44 [==>...........................] - ETA: 2s - loss: 33.9889 6/44 [===>..........................] - ETA: 2s - loss: 37.5455 7/44 [===>..........................] - ETA: 2s - loss: 39.5726 8/44 [====>.........................] - ETA: 2s - loss: 38.1112 9/44 [=====>........................] - ETA: 2s - loss: 36.8754 10/44 [=====>........................] - ETA: 2s - loss: 36.8509 11/44 [======>.......................] - ETA: 2s - loss: 36.7212 12/44 [=======>......................] - ETA: 2s - loss: 36.0456 13/44 [=======>......................] - ETA: 2s - loss: 37.4435 14/44 [========>.....................] - ETA: 2s - loss: 37.1433 15/44 [=========>....................] - ETA: 2s - loss: 37.6000 16/44 [=========>....................] - 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12s 277ms/step - loss: 38.6806 - val_loss: 37.0687 Epoch 45/50 1/44 [..............................] - ETA: 3s - loss: 45.4790 2/44 [>.............................] - ETA: 3s - loss: 46.4633 3/44 [=>............................] - ETA: 3s - loss: 40.8382 4/44 [=>............................] - ETA: 3s - loss: 37.1810 5/44 [==>...........................] - ETA: 2s - loss: 38.7035 6/44 [===>..........................] - ETA: 2s - loss: 36.9765 7/44 [===>..........................] - ETA: 2s - loss: 35.8699 8/44 [====>.........................] - ETA: 2s - loss: 36.0634 9/44 [=====>........................] - ETA: 2s - loss: 36.2620 10/44 [=====>........................] - ETA: 2s - loss: 38.7508 11/44 [======>.......................] - ETA: 2s - loss: 39.9797 12/44 [=======>......................] - ETA: 2s - loss: 43.0283 13/44 [=======>......................] - ETA: 2s - loss: 43.3392 14/44 [========>.....................] - ETA: 2s - loss: 41.9292 15/44 [=========>....................] - 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ETA: 1s - loss: 38.1817 38/44 [========================>.....] - ETA: 0s - loss: 38.0832 39/44 [=========================>....] - ETA: 0s - loss: 37.9125 40/44 [==========================>...] - ETA: 0s - loss: 37.9111 41/44 [==========================>...] - ETA: 0s - loss: 37.5672 42/44 [===========================>..] - ETA: 0s - loss: 37.9553 43/44 [============================>.] - ETA: 0s - loss: 38.3884 44/44 [==============================] - 12s 277ms/step - loss: 38.4748 - val_loss: 39.0306 Epoch 48/50 1/44 [..............................] - ETA: 3s - loss: 37.5510 2/44 [>.............................] - ETA: 3s - loss: 35.0971 3/44 [=>............................] - ETA: 3s - loss: 40.8565 4/44 [=>............................] - ETA: 3s - loss: 37.7599 5/44 [==>...........................] - ETA: 3s - loss: 37.3772 6/44 [===>..........................] - ETA: 2s - loss: 36.2323 7/44 [===>..........................] - ETA: 2s - loss: 36.1932 8/44 [====>.........................] - 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ETA: 0s - loss: 37.5624 41/44 [==========================>...] - ETA: 0s - loss: 37.6985 42/44 [===========================>..] - ETA: 0s - loss: 37.8329 43/44 [============================>.] - ETA: 0s - loss: 38.1199 44/44 [==============================] - 12s 275ms/step - loss: 38.2893 - val_loss: 36.2280 Epoch 49/50 1/44 [..............................] - ETA: 3s - loss: 30.5190 2/44 [>.............................] - ETA: 3s - loss: 40.7549 3/44 [=>............................] - ETA: 3s - loss: 42.2590 4/44 [=>............................] - ETA: 3s - loss: 44.5071 5/44 [==>...........................] - ETA: 3s - loss: 43.8490 6/44 [===>..........................] - ETA: 2s - loss: 41.4832 7/44 [===>..........................] - ETA: 2s - loss: 43.2029 8/44 [====>.........................] - ETA: 2s - loss: 43.0350 9/44 [=====>........................] - ETA: 2s - loss: 44.6052 10/44 [=====>........................] - ETA: 2s - loss: 42.7760 11/44 [======>.......................] - 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ETA: 0s - loss: 39.5417 44/44 [==============================] - 12s 278ms/step - loss: 39.6268 - val_loss: 34.1811 Epoch 50/50 1/44 [..............................] - ETA: 3s - loss: 23.5692 2/44 [>.............................] - ETA: 3s - loss: 27.7460 3/44 [=>............................] - ETA: 3s - loss: 28.4971 4/44 [=>............................] - ETA: 3s - loss: 31.9757 5/44 [==>...........................] - ETA: 3s - loss: 29.8911 6/44 [===>..........................] - ETA: 2s - loss: 31.3443 7/44 [===>..........................] - ETA: 2s - loss: 32.5985 8/44 [====>.........................] - ETA: 2s - loss: 33.2751 9/44 [=====>........................] - ETA: 2s - loss: 33.2716 10/44 [=====>........................] - ETA: 2s - loss: 33.0926 11/44 [======>.......................] - ETA: 2s - loss: 34.9259 12/44 [=======>......................] - ETA: 2s - loss: 34.2674 13/44 [=======>......................] - ETA: 2s - loss: 35.6930 14/44 [========>.....................] - ETA: 2s - loss: 35.1200 15/44 [=========>....................] - ETA: 2s - loss: 35.1971 16/44 [=========>....................] - ETA: 2s - loss: 34.7632 17/44 [==========>...................] - ETA: 2s - loss: 35.6748 18/44 [===========>..................] - ETA: 2s - loss: 35.8700 19/44 [===========>..................] - ETA: 2s - loss: 35.6367 20/44 [============>.................] - ETA: 2s - loss: 34.9690 21/44 [=============>................] - ETA: 2s - loss: 36.2344 22/44 [==============>...............] - ETA: 2s - loss: 37.7326 23/44 [==============>...............] - ETA: 2s - loss: 37.2408 24/44 [===============>..............] - ETA: 2s - loss: 37.7462 25/44 [================>.............] - ETA: 2s - loss: 37.3818 26/44 [================>.............] - ETA: 2s - loss: 37.4843 27/44 [=================>............] - ETA: 2s - loss: 37.0621 28/44 [==================>...........] - ETA: 2s - loss: 36.9309 29/44 [==================>...........] - ETA: 2s - loss: 36.7846 30/44 [===================>..........] - ETA: 2s - loss: 36.8918 31/44 [====================>.........] - ETA: 1s - loss: 36.6457 32/44 [====================>.........] - ETA: 1s - loss: 36.8361 33/44 [=====================>........] - ETA: 1s - loss: 37.1980 34/44 [======================>.......] - ETA: 1s - loss: 36.9842 35/44 [======================>.......] - ETA: 1s - loss: 37.4594 36/44 [=======================>......] - ETA: 1s - loss: 37.6840 37/44 [========================>.....] - ETA: 1s - loss: 37.5568 38/44 [========================>.....] - ETA: 0s - loss: 37.4859 39/44 [=========================>....] - ETA: 0s - loss: 37.2620 40/44 [==========================>...] - ETA: 0s - loss: 37.7705 41/44 [==========================>...] - ETA: 0s - loss: 37.5746 42/44 [===========================>..] - ETA: 0s - loss: 37.7948 43/44 [============================>.] - ETA: 0s - loss: 37.7231 44/44 [==============================] - 12s 278ms/step - loss: 37.5847 - val_loss: 38.1600 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: 4:45 - loss: 20.6213 2/44 [>.............................] - ETA: 2:24 - loss: 22.1289 3/44 [=>............................] - ETA: 1:37 - loss: 33.3597 4/44 [=>............................] - ETA: 1:14 - loss: 35.8140 5/44 [==>...........................] - ETA: 1:00 - loss: 36.0012 6/44 [===>..........................] - ETA: 50s - loss: 34.5241 7/44 [===>..........................] - ETA: 43s - loss: 39.6801 8/44 [====>.........................] - ETA: 38s - loss: 38.1705 9/44 [=====>........................] - ETA: 34s - loss: 39.1710 10/44 [=====>........................] - ETA: 30s - loss: 38.5776 11/44 [======>.......................] - ETA: 27s - loss: 37.9540 12/44 [=======>......................] - ETA: 25s - loss: 36.8554 13/44 [=======>......................] - ETA: 23s - loss: 37.9711 14/44 [========>.....................] - ETA: 21s - loss: 40.0492 15/44 [=========>....................] - ETA: 20s - loss: 40.1505 16/44 [=========>....................] - ETA: 18s - loss: 39.8716 17/44 [==========>...................] - ETA: 17s - loss: 39.2562 18/44 [===========>..................] - ETA: 16s - loss: 39.3889 19/44 [===========>..................] - ETA: 15s - loss: 38.7304 20/44 [============>.................] - ETA: 14s - loss: 38.2249 21/44 [=============>................] - ETA: 13s - loss: 38.0949 22/44 [==============>...............] - ETA: 12s - loss: 37.6417 23/44 [==============>...............] - ETA: 11s - loss: 36.9913 24/44 [===============>..............] - ETA: 10s - loss: 36.2357 25/44 [================>.............] - ETA: 9s - loss: 36.1867 26/44 [================>.............] - ETA: 9s - loss: 35.5269 27/44 [=================>............] - ETA: 8s - loss: 35.1070 28/44 [==================>...........] - ETA: 7s - loss: 34.9426 29/44 [==================>...........] - ETA: 7s - loss: 34.8120 30/44 [===================>..........] - ETA: 6s - loss: 34.7855 31/44 [====================>.........] - ETA: 6s - loss: 34.3250 32/44 [====================>.........] - ETA: 5s - loss: 34.1233 33/44 [=====================>........] - ETA: 5s - loss: 33.8593 34/44 [======================>.......] - ETA: 4s - loss: 33.3408 35/44 [======================>.......] - ETA: 4s - loss: 33.4526 36/44 [=======================>......] - ETA: 3s - loss: 33.5891 37/44 [========================>.....] - ETA: 3s - loss: 33.5016 38/44 [========================>.....] - ETA: 2s - loss: 33.6049 39/44 [=========================>....] - ETA: 2s - loss: 33.6814 40/44 [==========================>...] - ETA: 1s - loss: 33.4915 41/44 [==========================>...] - ETA: 1s - loss: 33.3314 42/44 [===========================>..] - ETA: 0s - loss: 33.8576 43/44 [============================>.] - ETA: 0s - loss: 33.7146 44/44 [==============================] - 23s 525ms/step - loss: 33.7170 - val_loss: 29.3176 Epoch 52/100 1/44 [..............................] - ETA: 11s - loss: 20.6410 2/44 [>.............................] - ETA: 11s - loss: 31.3964 3/44 [=>............................] - ETA: 11s - loss: 29.2478 4/44 [=>............................] - ETA: 10s - loss: 27.2159 5/44 [==>...........................] - ETA: 10s - loss: 26.6789 6/44 [===>..........................] - ETA: 10s - loss: 27.3372 7/44 [===>..........................] - ETA: 10s - loss: 27.6212 8/44 [====>.........................] - ETA: 9s - loss: 27.3742 9/44 [=====>........................] - ETA: 9s - loss: 27.4960 10/44 [=====>........................] - ETA: 9s - loss: 27.1215 11/44 [======>.......................] - ETA: 8s - loss: 26.6318 12/44 [=======>......................] - ETA: 8s - loss: 27.7990 13/44 [=======>......................] - ETA: 8s - loss: 28.7003 14/44 [========>.....................] - ETA: 8s - loss: 28.4841 15/44 [=========>....................] - ETA: 7s - loss: 29.0151 16/44 [=========>....................] - ETA: 7s - loss: 28.6570 17/44 [==========>...................] - ETA: 7s - loss: 27.9994 18/44 [===========>..................] - ETA: 7s - loss: 27.9092 19/44 [===========>..................] - 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ETA: 2s - loss: 28.7473 36/44 [=======================>......] - ETA: 2s - loss: 28.7906 37/44 [========================>.....] - ETA: 1s - loss: 28.7588 38/44 [========================>.....] - ETA: 1s - loss: 28.6032 39/44 [=========================>....] - ETA: 1s - loss: 28.4803 40/44 [==========================>...] - ETA: 1s - loss: 28.1982 41/44 [==========================>...] - ETA: 0s - loss: 28.0099 42/44 [===========================>..] - ETA: 0s - loss: 27.7894 43/44 [============================>.] - ETA: 0s - loss: 28.0436 44/44 [==============================] - 17s 378ms/step - loss: 28.2915 - val_loss: 27.1318 Epoch 53/100 1/44 [..............................] - ETA: 11s - loss: 37.7226 2/44 [>.............................] - ETA: 11s - loss: 32.9636 3/44 [=>............................] - ETA: 11s - loss: 31.2500 4/44 [=>............................] - ETA: 10s - loss: 29.5450 5/44 [==>...........................] - ETA: 10s - loss: 30.0570 6/44 [===>..........................] - 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17s 383ms/step - loss: 27.0156 - val_loss: 26.2873 Epoch 56/100 1/44 [..............................] - ETA: 11s - loss: 26.7105 2/44 [>.............................] - ETA: 11s - loss: 24.2100 3/44 [=>............................] - ETA: 11s - loss: 32.4860 4/44 [=>............................] - ETA: 11s - loss: 30.3546 5/44 [==>...........................] - ETA: 10s - loss: 33.2707 6/44 [===>..........................] - ETA: 10s - loss: 33.3996 7/44 [===>..........................] - ETA: 10s - loss: 32.6501 8/44 [====>.........................] - ETA: 9s - loss: 32.3013 9/44 [=====>........................] - ETA: 9s - loss: 31.4848 10/44 [=====>........................] - ETA: 9s - loss: 30.5830 11/44 [======>.......................] - ETA: 9s - loss: 30.2243 12/44 [=======>......................] - ETA: 8s - loss: 29.5715 13/44 [=======>......................] - ETA: 8s - loss: 29.4316 14/44 [========>.....................] - ETA: 8s - loss: 30.2958 15/44 [=========>....................] - 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ETA: 0s - loss: 25.7126 44/44 [==============================] - 17s 380ms/step - loss: 25.7115 - val_loss: 23.3737 Epoch 61/100 1/44 [..............................] - ETA: 11s - loss: 19.3479 2/44 [>.............................] - ETA: 11s - loss: 17.2696 3/44 [=>............................] - ETA: 11s - loss: 16.7704 4/44 [=>............................] - ETA: 10s - loss: 20.7337 5/44 [==>...........................] - ETA: 10s - loss: 21.6834 6/44 [===>..........................] - ETA: 10s - loss: 22.6127 7/44 [===>..........................] - ETA: 10s - loss: 22.1663 8/44 [====>.........................] - ETA: 9s - loss: 24.4308 9/44 [=====>........................] - ETA: 9s - loss: 24.2094 10/44 [=====>........................] - ETA: 9s - loss: 25.3149 11/44 [======>.......................] - ETA: 8s - loss: 25.6485 12/44 [=======>......................] - ETA: 8s - loss: 27.1875 13/44 [=======>......................] - ETA: 8s - loss: 27.7480 14/44 [========>.....................] - 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ETA: 11s - loss: 22.3246 2/44 [>.............................] - ETA: 11s - loss: 21.5949 3/44 [=>............................] - ETA: 11s - loss: 20.0159 4/44 [=>............................] - ETA: 10s - loss: 24.8814 5/44 [==>...........................] - ETA: 10s - loss: 24.0105 6/44 [===>..........................] - ETA: 10s - loss: 23.1174 7/44 [===>..........................] - ETA: 10s - loss: 22.7328 8/44 [====>.........................] - ETA: 9s - loss: 22.9486 9/44 [=====>........................] - ETA: 9s - loss: 23.9537 10/44 [=====>........................] - ETA: 9s - loss: 23.6201 11/44 [======>.......................] - ETA: 8s - loss: 23.0129 12/44 [=======>......................] - ETA: 8s - loss: 22.7637 13/44 [=======>......................] - ETA: 8s - loss: 22.3788 14/44 [========>.....................] - ETA: 8s - loss: 21.9470 15/44 [=========>....................] - ETA: 7s - loss: 22.3876 16/44 [=========>....................] - ETA: 7s - loss: 22.2531 17/44 [==========>...................] - 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Epoch 65/100 1/44 [..............................] - ETA: 11s - loss: 25.8344 2/44 [>.............................] - ETA: 11s - loss: 21.1720 3/44 [=>............................] - ETA: 11s - loss: 22.3381 4/44 [=>............................] - ETA: 10s - loss: 21.6673 5/44 [==>...........................] - ETA: 10s - loss: 20.8299 6/44 [===>..........................] - ETA: 10s - loss: 21.7608 7/44 [===>..........................] - ETA: 9s - loss: 22.1361 8/44 [====>.........................] - ETA: 9s - loss: 21.6018 9/44 [=====>........................] - ETA: 9s - loss: 21.3647 10/44 [=====>........................] - ETA: 9s - loss: 21.1934 11/44 [======>.......................] - ETA: 8s - loss: 20.8562 12/44 [=======>......................] - ETA: 8s - loss: 20.7037 13/44 [=======>......................] - ETA: 8s - loss: 21.0068 14/44 [========>.....................] - ETA: 8s - loss: 21.6846 15/44 [=========>....................] - ETA: 7s - loss: 21.6788 16/44 [=========>....................] - 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17s 382ms/step - loss: 22.2551 - val_loss: 23.9559 Epoch 70/100 1/44 [..............................] - ETA: 11s - loss: 17.7528 2/44 [>.............................] - ETA: 11s - loss: 20.0173 3/44 [=>............................] - ETA: 11s - loss: 22.2134 4/44 [=>............................] - ETA: 10s - loss: 23.8533 5/44 [==>...........................] - ETA: 10s - loss: 22.2398 6/44 [===>..........................] - ETA: 10s - loss: 21.9942 7/44 [===>..........................] - ETA: 10s - loss: 21.1999 8/44 [====>.........................] - ETA: 9s - loss: 20.8784 9/44 [=====>........................] - ETA: 9s - loss: 22.1057 10/44 [=====>........................] - ETA: 9s - loss: 22.5925 11/44 [======>.......................] - ETA: 8s - loss: 22.5766 12/44 [=======>......................] - ETA: 8s - loss: 23.1227 13/44 [=======>......................] - ETA: 8s - loss: 22.3355 14/44 [========>.....................] - ETA: 8s - loss: 21.8011 15/44 [=========>....................] - 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Epoch 71/100 1/44 [..............................] - ETA: 12s - loss: 17.2493 2/44 [>.............................] - ETA: 11s - loss: 22.5223 3/44 [=>............................] - ETA: 11s - loss: 22.2350 4/44 [=>............................] - ETA: 10s - loss: 22.3380 5/44 [==>...........................] - ETA: 10s - loss: 25.5446 6/44 [===>..........................] - ETA: 10s - loss: 23.5938 7/44 [===>..........................] - ETA: 10s - loss: 22.4400 8/44 [====>.........................] - ETA: 9s - loss: 21.5388 9/44 [=====>........................] - ETA: 9s - loss: 21.4415 10/44 [=====>........................] - ETA: 9s - loss: 21.3490 11/44 [======>.......................] - ETA: 9s - loss: 22.3445 12/44 [=======>......................] - ETA: 8s - loss: 21.8763 13/44 [=======>......................] - ETA: 8s - loss: 21.5468 14/44 [========>.....................] - ETA: 8s - loss: 21.2763 15/44 [=========>....................] - ETA: 7s - loss: 21.0767 16/44 [=========>....................] - 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ETA: 11s - loss: 22.9743 4/44 [=>............................] - ETA: 10s - loss: 24.7549 5/44 [==>...........................] - ETA: 10s - loss: 24.0533 6/44 [===>..........................] - ETA: 10s - loss: 22.6830 7/44 [===>..........................] - ETA: 10s - loss: 22.9081 8/44 [====>.........................] - ETA: 9s - loss: 23.4419 9/44 [=====>........................] - ETA: 9s - loss: 22.5912 10/44 [=====>........................] - ETA: 9s - loss: 22.0806 11/44 [======>.......................] - ETA: 8s - loss: 21.4457 12/44 [=======>......................] - ETA: 8s - loss: 21.8822 13/44 [=======>......................] - ETA: 8s - loss: 21.8705 14/44 [========>.....................] - ETA: 8s - loss: 21.6251 15/44 [=========>....................] - ETA: 7s - loss: 21.7240 16/44 [=========>....................] - ETA: 7s - loss: 21.3962 17/44 [==========>...................] - ETA: 7s - loss: 21.2207 18/44 [===========>..................] - ETA: 7s - loss: 20.9524 19/44 [===========>..................] - 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ETA: 1s - loss: 22.9799 39/44 [=========================>....] - ETA: 1s - loss: 22.7771 40/44 [==========================>...] - ETA: 1s - loss: 22.7671 41/44 [==========================>...] - ETA: 0s - loss: 22.6557 42/44 [===========================>..] - ETA: 0s - loss: 22.5715 43/44 [============================>.] - ETA: 0s - loss: 22.5023 44/44 [==============================] - 17s 378ms/step - loss: 22.5978 - val_loss: 23.7791 Epoch 74/100 1/44 [..............................] - ETA: 11s - loss: 17.3797 2/44 [>.............................] - ETA: 11s - loss: 16.8553 3/44 [=>............................] - ETA: 11s - loss: 16.8535 4/44 [=>............................] - ETA: 10s - loss: 22.6583 5/44 [==>...........................] - ETA: 10s - loss: 22.9819 6/44 [===>..........................] - ETA: 10s - loss: 23.0822 7/44 [===>..........................] - ETA: 10s - loss: 21.7720 8/44 [====>.........................] - ETA: 9s - loss: 22.4406 9/44 [=====>........................] - 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17s 382ms/step - loss: 22.7859 - val_loss: 23.3640 Epoch 76/100 1/44 [..............................] - ETA: 11s - loss: 27.8501 2/44 [>.............................] - ETA: 11s - loss: 27.1274 3/44 [=>............................] - ETA: 11s - loss: 25.1487 4/44 [=>............................] - ETA: 10s - loss: 25.5898 5/44 [==>...........................] - ETA: 10s - loss: 24.6296 6/44 [===>..........................] - ETA: 10s - loss: 23.4445 7/44 [===>..........................] - ETA: 10s - loss: 23.4079 8/44 [====>.........................] - ETA: 9s - loss: 23.1705 9/44 [=====>........................] - ETA: 9s - loss: 22.9524 10/44 [=====>........................] - ETA: 9s - loss: 22.8704 11/44 [======>.......................] - ETA: 8s - loss: 23.7329 12/44 [=======>......................] - ETA: 8s - loss: 23.1816 13/44 [=======>......................] - ETA: 8s - loss: 22.7142 14/44 [========>.....................] - ETA: 8s - loss: 22.7339 15/44 [=========>....................] - 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Epoch 77/100 1/44 [..............................] - ETA: 11s - loss: 30.6846 2/44 [>.............................] - ETA: 11s - loss: 26.3725 3/44 [=>............................] - ETA: 11s - loss: 30.8835 4/44 [=>............................] - ETA: 10s - loss: 28.3112 5/44 [==>...........................] - ETA: 10s - loss: 28.7720 6/44 [===>..........................] - ETA: 10s - loss: 27.7595 7/44 [===>..........................] - ETA: 10s - loss: 28.9883 8/44 [====>.........................] - ETA: 9s - loss: 27.6879 9/44 [=====>........................] - ETA: 9s - loss: 26.9994 10/44 [=====>........................] - ETA: 9s - loss: 26.8412 11/44 [======>.......................] - ETA: 8s - loss: 26.0540 12/44 [=======>......................] - ETA: 8s - loss: 25.9177 13/44 [=======>......................] - ETA: 8s - loss: 26.1540 14/44 [========>.....................] - ETA: 8s - loss: 25.9305 15/44 [=========>....................] - ETA: 7s - loss: 25.4276 16/44 [=========>....................] - 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ETA: 11s - loss: 21.1974 4/44 [=>............................] - ETA: 10s - loss: 21.9682 5/44 [==>...........................] - ETA: 10s - loss: 25.1905 6/44 [===>..........................] - ETA: 10s - loss: 25.2780 7/44 [===>..........................] - ETA: 10s - loss: 24.3864 8/44 [====>.........................] - ETA: 9s - loss: 23.3490 9/44 [=====>........................] - ETA: 9s - loss: 22.6656 10/44 [=====>........................] - ETA: 9s - loss: 23.2920 11/44 [======>.......................] - ETA: 8s - loss: 23.9112 12/44 [=======>......................] - ETA: 8s - loss: 23.5481 13/44 [=======>......................] - ETA: 8s - loss: 23.5959 14/44 [========>.....................] - ETA: 8s - loss: 23.4256 15/44 [=========>....................] - ETA: 7s - loss: 23.4926 16/44 [=========>....................] - ETA: 7s - loss: 22.8568 17/44 [==========>...................] - ETA: 7s - loss: 22.8037 18/44 [===========>..................] - ETA: 7s - loss: 22.8531 19/44 [===========>..................] - 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ETA: 2s - loss: 23.2334 36/44 [=======================>......] - ETA: 2s - loss: 23.3306 37/44 [========================>.....] - ETA: 1s - loss: 23.3541 38/44 [========================>.....] - ETA: 1s - loss: 23.1301 39/44 [=========================>....] - ETA: 1s - loss: 23.1713 40/44 [==========================>...] - ETA: 1s - loss: 23.0593 41/44 [==========================>...] - ETA: 0s - loss: 23.0710 42/44 [===========================>..] - ETA: 0s - loss: 23.0452 43/44 [============================>.] - ETA: 0s - loss: 22.9284 44/44 [==============================] - 17s 381ms/step - loss: 22.8667 - val_loss: 22.7786 Epoch 79/100 1/44 [..............................] - ETA: 11s - loss: 26.4591 2/44 [>.............................] - ETA: 11s - loss: 27.5697 3/44 [=>............................] - ETA: 11s - loss: 26.4670 4/44 [=>............................] - ETA: 10s - loss: 24.0374 5/44 [==>...........................] - ETA: 10s - loss: 21.7916 6/44 [===>..........................] - 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ETA: 1s - loss: 21.9584 39/44 [=========================>....] - ETA: 1s - loss: 21.9382 40/44 [==========================>...] - ETA: 1s - loss: 21.8269 41/44 [==========================>...] - ETA: 0s - loss: 21.7866 42/44 [===========================>..] - ETA: 0s - loss: 21.7396 43/44 [============================>.] - ETA: 0s - loss: 21.8933 44/44 [==============================] - 17s 381ms/step - loss: 22.0200 - val_loss: 23.0247 Epoch 00079: ReduceLROnPlateau reducing learning rate to 1.0000000116860975e-08. Epoch 80/100 1/44 [..............................] - ETA: 11s - loss: 22.0865 2/44 [>.............................] - ETA: 11s - loss: 29.6346 3/44 [=>............................] - ETA: 11s - loss: 27.0093 4/44 [=>............................] - ETA: 10s - loss: 28.4280 5/44 [==>...........................] - ETA: 10s - loss: 28.5129 6/44 [===>..........................] - ETA: 10s - loss: 26.5877 7/44 [===>..........................] - ETA: 10s - loss: 26.0247 8/44 [====>.........................] - ETA: 9s - loss: 25.6276 9/44 [=====>........................] - ETA: 9s - loss: 25.4616 10/44 [=====>........................] - ETA: 9s - loss: 24.6655 11/44 [======>.......................] - ETA: 8s - loss: 25.2927 12/44 [=======>......................] - ETA: 8s - loss: 24.5933 13/44 [=======>......................] - ETA: 8s - loss: 24.0781 14/44 [========>.....................] - ETA: 8s - loss: 24.4161 15/44 [=========>....................] - ETA: 7s - loss: 25.0039 16/44 [=========>....................] - 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ETA: 11s - loss: 24.0726 4/44 [=>............................] - ETA: 10s - loss: 23.4785 5/44 [==>...........................] - ETA: 10s - loss: 27.1525 6/44 [===>..........................] - ETA: 10s - loss: 26.2260 7/44 [===>..........................] - ETA: 10s - loss: 26.1565 8/44 [====>.........................] - ETA: 9s - loss: 26.1147 9/44 [=====>........................] - ETA: 9s - loss: 26.0496 10/44 [=====>........................] - ETA: 9s - loss: 24.9698 11/44 [======>.......................] - ETA: 8s - loss: 25.7547 12/44 [=======>......................] - ETA: 8s - loss: 25.2243 13/44 [=======>......................] - ETA: 8s - loss: 24.5846 14/44 [========>.....................] - ETA: 8s - loss: 24.4183 15/44 [=========>....................] - ETA: 7s - loss: 24.1433 16/44 [=========>....................] - ETA: 7s - loss: 23.7013 17/44 [==========>...................] - ETA: 7s - loss: 23.1341 18/44 [===========>..................] - ETA: 7s - loss: 23.9939 19/44 [===========>..................] - 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ETA: 2s - loss: 23.3679 36/44 [=======================>......] - ETA: 2s - loss: 23.1595 37/44 [========================>.....] - ETA: 1s - loss: 23.3969 38/44 [========================>.....] - ETA: 1s - loss: 23.2862 39/44 [=========================>....] - ETA: 1s - loss: 23.2167 40/44 [==========================>...] - ETA: 1s - loss: 22.9781 41/44 [==========================>...] - ETA: 0s - loss: 23.3950 42/44 [===========================>..] - ETA: 0s - loss: 23.2688 43/44 [============================>.] - ETA: 0s - loss: 23.4386 44/44 [==============================] - 17s 380ms/step - loss: 23.6373 - val_loss: 23.4220 Epoch 82/100 1/44 [..............................] - ETA: 11s - loss: 20.5959 2/44 [>.............................] - ETA: 11s - loss: 17.9841 3/44 [=>............................] - ETA: 11s - loss: 18.8217 4/44 [=>............................] - ETA: 10s - loss: 18.5968 5/44 [==>...........................] - ETA: 10s - loss: 18.1711 6/44 [===>..........................] - 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ETA: 1s - loss: 22.7251 39/44 [=========================>....] - ETA: 1s - loss: 22.7318 40/44 [==========================>...] - ETA: 1s - loss: 22.7208 41/44 [==========================>...] - ETA: 0s - loss: 23.3143 42/44 [===========================>..] - ETA: 0s - loss: 23.3687 43/44 [============================>.] - ETA: 0s - loss: 23.5526 44/44 [==============================] - 17s 380ms/step - loss: 23.6046 - val_loss: 23.5720 Epoch 00082: ReduceLROnPlateau reducing learning rate to 9.999999939225292e-10. Epoch 00082: early stopping