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: 1:20 - loss: 7474.7510 2/44 [>.............................] - ETA: 40s - loss: 7054.6675 3/44 [=>............................] - ETA: 27s - loss: 6718.2039 4/44 [=>............................] - ETA: 20s - loss: 6376.1198 5/44 [==>...........................] - ETA: 16s - loss: 6114.4637 6/44 [===>..........................] - ETA: 14s - loss: 5835.0547 7/44 [===>..........................] - ETA: 12s - loss: 5559.2777 8/44 [====>.........................] - ETA: 10s - loss: 5296.8788 9/44 [=====>........................] - ETA: 9s - loss: 5051.5909 10/44 [=====>........................] - ETA: 8s - loss: 4830.3594 11/44 [======>.......................] - ETA: 7s - loss: 4614.8111 12/44 [=======>......................] - ETA: 7s - loss: 4418.0627 13/44 [=======>......................] - ETA: 6s - loss: 4233.4264 14/44 [========>.....................] - ETA: 6s - loss: 4061.4523 15/44 [=========>....................] - ETA: 6s - loss: 3898.7021 16/44 [=========>....................] - ETA: 5s - loss: 3746.2780 17/44 [==========>...................] - ETA: 5s - loss: 3606.3945 18/44 [===========>..................] - ETA: 5s - loss: 3476.0139 19/44 [===========>..................] - ETA: 5s - loss: 3350.5928 20/44 [============>.................] - ETA: 4s - loss: 3233.8072 21/44 [=============>................] - ETA: 4s - loss: 3125.3222 22/44 [==============>...............] - ETA: 4s - loss: 3024.7027 23/44 [==============>...............] - ETA: 4s - loss: 2925.7962 24/44 [===============>..............] - ETA: 4s - loss: 2833.9897 25/44 [================>.............] - ETA: 3s - loss: 2748.4382 26/44 [================>.............] - ETA: 3s - loss: 2668.9614 27/44 [=================>............] - ETA: 3s - loss: 2591.9768 28/44 [==================>...........] - ETA: 3s - loss: 2522.8850 29/44 [==================>...........] - ETA: 3s - loss: 2455.3619 30/44 [===================>..........] - ETA: 2s - loss: 2392.7166 31/44 [====================>.........] - ETA: 2s - loss: 2334.4543 32/44 [====================>.........] - ETA: 2s - loss: 2276.7312 33/44 [=====================>........] - ETA: 2s - loss: 2221.1968 34/44 [======================>.......] - ETA: 2s - loss: 2167.8163 35/44 [======================>.......] - ETA: 1s - loss: 2116.6121 36/44 [=======================>......] - ETA: 1s - loss: 2069.6894 37/44 [========================>.....] - ETA: 1s - loss: 2024.1178 38/44 [========================>.....] - ETA: 1s - loss: 1981.0595 39/44 [=========================>....] - ETA: 1s - loss: 1939.1519 40/44 [==========================>...] - ETA: 0s - loss: 1900.3722 41/44 [==========================>...] - ETA: 0s - loss: 1863.5189 42/44 [===========================>..] - ETA: 0s - loss: 1826.6110 43/44 [============================>.] - ETA: 0s - loss: 1790.4444 44/44 [==============================] - 14s 308ms/step - loss: 1758.1048 - val_loss: 256.8654 Epoch 2/50 1/44 [..............................] - ETA: 3s - loss: 410.1772 2/44 [>.............................] - ETA: 3s - loss: 382.1192 3/44 [=>............................] - ETA: 3s - loss: 375.6378 4/44 [=>............................] - ETA: 2s - loss: 349.5953 5/44 [==>...........................] - ETA: 2s - loss: 332.9946 6/44 [===>..........................] - ETA: 2s - loss: 316.2651 7/44 [===>..........................] - ETA: 2s - loss: 300.8650 8/44 [====>.........................] - ETA: 2s - loss: 296.7714 9/44 [=====>........................] - ETA: 2s - loss: 290.5788 10/44 [=====>........................] - ETA: 2s - loss: 290.9772 11/44 [======>.......................] - ETA: 2s - loss: 286.2719 12/44 [=======>......................] - ETA: 2s - loss: 285.4310 13/44 [=======>......................] - ETA: 2s - loss: 281.0059 14/44 [========>.....................] - ETA: 2s - loss: 279.3452 15/44 [=========>....................] - ETA: 2s - loss: 275.0983 16/44 [=========>....................] - ETA: 2s - loss: 280.0009 17/44 [==========>...................] - ETA: 2s - loss: 277.3777 18/44 [===========>..................] - ETA: 2s - loss: 275.3076 19/44 [===========>..................] - ETA: 2s - loss: 275.5855 20/44 [============>.................] - ETA: 2s - loss: 275.7730 21/44 [=============>................] - ETA: 2s - loss: 272.7151 22/44 [==============>...............] - ETA: 2s - loss: 273.0853 23/44 [==============>...............] - ETA: 2s - loss: 271.6372 24/44 [===============>..............] - ETA: 2s - loss: 272.2718 25/44 [================>.............] - ETA: 2s - loss: 270.6287 26/44 [================>.............] - ETA: 2s - loss: 267.2311 27/44 [=================>............] - ETA: 2s - loss: 264.9965 28/44 [==================>...........] - ETA: 2s - loss: 265.1645 29/44 [==================>...........] - ETA: 2s - loss: 263.4727 30/44 [===================>..........] - ETA: 1s - loss: 261.1028 31/44 [====================>.........] - ETA: 1s - loss: 257.8788 32/44 [====================>.........] - ETA: 1s - loss: 254.9869 33/44 [=====================>........] - ETA: 1s - loss: 252.9624 34/44 [======================>.......] - ETA: 1s - loss: 251.7582 35/44 [======================>.......] - ETA: 1s - loss: 248.4450 36/44 [=======================>......] - ETA: 1s - loss: 246.3269 37/44 [========================>.....] - ETA: 1s - loss: 245.2596 38/44 [========================>.....] - ETA: 0s - loss: 243.4550 39/44 [=========================>....] - ETA: 0s - loss: 243.0048 40/44 [==========================>...] - ETA: 0s - loss: 242.3907 41/44 [==========================>...] - ETA: 0s - loss: 240.5343 42/44 [===========================>..] - ETA: 0s - loss: 239.0968 43/44 [============================>.] - ETA: 0s - loss: 239.4845 44/44 [==============================] - 11s 256ms/step - loss: 238.5737 - val_loss: 164.2311 Epoch 3/50 1/44 [..............................] - ETA: 3s - loss: 239.2685 2/44 [>.............................] - ETA: 3s - loss: 213.5268 3/44 [=>............................] - ETA: 2s - loss: 205.3948 4/44 [=>............................] - ETA: 2s - loss: 187.1230 5/44 [==>...........................] - ETA: 2s - loss: 192.3513 6/44 [===>..........................] - ETA: 2s - loss: 186.1095 7/44 [===>..........................] - ETA: 2s - loss: 190.2849 8/44 [====>.........................] - ETA: 2s - loss: 200.0658 9/44 [=====>........................] - ETA: 2s - loss: 198.1501 10/44 [=====>........................] - ETA: 2s - loss: 195.7070 11/44 [======>.......................] - ETA: 2s - loss: 192.5078 12/44 [=======>......................] - ETA: 2s - loss: 194.8933 13/44 [=======>......................] - ETA: 2s - loss: 192.2020 14/44 [========>.....................] - ETA: 2s - loss: 189.5027 15/44 [=========>....................] - ETA: 2s - loss: 189.8770 16/44 [=========>....................] - ETA: 2s - loss: 186.8266 17/44 [==========>...................] - ETA: 2s - loss: 183.6598 18/44 [===========>..................] - ETA: 2s - loss: 185.4831 19/44 [===========>..................] - ETA: 2s - loss: 185.2526 20/44 [============>.................] - ETA: 2s - loss: 184.9764 21/44 [=============>................] - ETA: 2s - loss: 181.7353 22/44 [==============>...............] - ETA: 2s - loss: 180.4768 23/44 [==============>...............] - ETA: 2s - loss: 180.4339 24/44 [===============>..............] - ETA: 2s - loss: 182.0648 25/44 [================>.............] - ETA: 2s - loss: 180.7918 26/44 [================>.............] - ETA: 2s - loss: 182.3758 27/44 [=================>............] - ETA: 2s - loss: 181.1325 28/44 [==================>...........] - ETA: 2s - loss: 181.6943 29/44 [==================>...........] - ETA: 1s - loss: 180.6435 30/44 [===================>..........] - ETA: 1s - loss: 182.4936 31/44 [====================>.........] - ETA: 1s - loss: 180.8880 32/44 [====================>.........] - ETA: 1s - loss: 178.1559 33/44 [=====================>........] - ETA: 1s - loss: 176.5799 34/44 [======================>.......] - ETA: 1s - loss: 175.0874 35/44 [======================>.......] - ETA: 1s - loss: 175.8403 36/44 [=======================>......] - ETA: 1s - loss: 173.7694 37/44 [========================>.....] - ETA: 1s - loss: 173.5602 38/44 [========================>.....] - ETA: 0s - loss: 173.1283 39/44 [=========================>....] - ETA: 0s - loss: 173.6510 40/44 [==========================>...] - ETA: 0s - loss: 172.3254 41/44 [==========================>...] - ETA: 0s - loss: 173.0685 42/44 [===========================>..] - ETA: 0s - loss: 173.2437 43/44 [============================>.] - ETA: 0s - loss: 172.4048 44/44 [==============================] - 11s 257ms/step - loss: 171.9519 - val_loss: 136.2712 Epoch 4/50 1/44 [..............................] - ETA: 3s - loss: 251.0066 2/44 [>.............................] - ETA: 3s - loss: 188.0994 3/44 [=>............................] - ETA: 3s - loss: 164.2512 4/44 [=>............................] - ETA: 3s - loss: 162.6989 5/44 [==>...........................] - ETA: 3s - loss: 151.8833 6/44 [===>..........................] - ETA: 3s - loss: 148.5709 7/44 [===>..........................] - ETA: 2s - loss: 147.6150 8/44 [====>.........................] - ETA: 2s - loss: 141.8314 9/44 [=====>........................] - ETA: 2s - loss: 141.1917 10/44 [=====>........................] - ETA: 2s - loss: 139.6775 11/44 [======>.......................] - ETA: 2s - loss: 143.5450 12/44 [=======>......................] - ETA: 2s - loss: 145.8897 13/44 [=======>......................] - ETA: 2s - loss: 144.4587 14/44 [========>.....................] - ETA: 2s - loss: 147.0092 15/44 [=========>....................] - ETA: 2s - loss: 144.5212 16/44 [=========>....................] - ETA: 2s - loss: 143.9890 17/44 [==========>...................] - ETA: 2s - loss: 142.7796 18/44 [===========>..................] - ETA: 2s - loss: 142.8267 19/44 [===========>..................] - ETA: 2s - loss: 141.8812 20/44 [============>.................] - ETA: 2s - loss: 144.1621 21/44 [=============>................] - 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loss: 143.0519 37/44 [========================>.....] - ETA: 1s - loss: 143.5497 38/44 [========================>.....] - ETA: 0s - loss: 142.6884 39/44 [=========================>....] - ETA: 0s - loss: 143.4434 40/44 [==========================>...] - ETA: 0s - loss: 142.9339 41/44 [==========================>...] - ETA: 0s - loss: 142.1661 42/44 [===========================>..] - ETA: 0s - loss: 142.7470 43/44 [============================>.] - ETA: 0s - loss: 142.6314 44/44 [==============================] - 12s 262ms/step - loss: 142.1671 - val_loss: 124.6201 Epoch 5/50 1/44 [..............................] - ETA: 3s - loss: 123.5314 2/44 [>.............................] - ETA: 3s - loss: 150.2952 3/44 [=>............................] - ETA: 3s - loss: 148.7845 4/44 [=>............................] - ETA: 3s - loss: 130.2339 5/44 [==>...........................] - ETA: 3s - loss: 143.2007 6/44 [===>..........................] - ETA: 2s - loss: 135.1970 7/44 [===>..........................] - 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ETA: 2s - loss: 126.9167 24/44 [===============>..............] - ETA: 2s - loss: 128.3573 25/44 [================>.............] - ETA: 2s - loss: 126.9104 26/44 [================>.............] - ETA: 2s - loss: 128.4572 27/44 [=================>............] - ETA: 2s - loss: 129.5862 28/44 [==================>...........] - ETA: 2s - loss: 133.2476 29/44 [==================>...........] - ETA: 2s - loss: 131.7533 30/44 [===================>..........] - ETA: 1s - loss: 132.3217 31/44 [====================>.........] - ETA: 1s - loss: 131.8143 32/44 [====================>.........] - ETA: 1s - loss: 132.2822 33/44 [=====================>........] - ETA: 1s - loss: 131.7262 34/44 [======================>.......] - ETA: 1s - loss: 130.8426 35/44 [======================>.......] - ETA: 1s - loss: 132.0232 36/44 [=======================>......] - ETA: 1s - loss: 132.4972 37/44 [========================>.....] - ETA: 1s - loss: 131.3217 38/44 [========================>.....] - ETA: 0s - loss: 132.1590 39/44 [=========================>....] - ETA: 0s - loss: 130.9805 40/44 [==========================>...] - ETA: 0s - loss: 131.1980 41/44 [==========================>...] - ETA: 0s - loss: 130.7151 42/44 [===========================>..] - ETA: 0s - loss: 130.0136 43/44 [============================>.] - ETA: 0s - loss: 129.9848 44/44 [==============================] - 12s 267ms/step - loss: 130.8773 - val_loss: 110.7081 Epoch 6/50 1/44 [..............................] - ETA: 3s - loss: 85.2056 2/44 [>.............................] - ETA: 3s - loss: 112.8001 3/44 [=>............................] - ETA: 2s - loss: 126.7479 4/44 [=>............................] - ETA: 2s - loss: 125.7637 5/44 [==>...........................] - ETA: 2s - loss: 122.4860 6/44 [===>..........................] - ETA: 2s - loss: 125.8968 7/44 [===>..........................] - ETA: 2s - loss: 122.2756 8/44 [====>.........................] - ETA: 2s - loss: 118.3046 9/44 [=====>........................] - 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loss: 120.5587 25/44 [================>.............] - ETA: 2s - loss: 118.4962 26/44 [================>.............] - ETA: 2s - loss: 118.0359 27/44 [=================>............] - ETA: 2s - loss: 119.3997 28/44 [==================>...........] - ETA: 2s - loss: 120.6630 29/44 [==================>...........] - ETA: 1s - loss: 120.5161 30/44 [===================>..........] - ETA: 1s - loss: 119.5873 31/44 [====================>.........] - ETA: 1s - loss: 118.3608 32/44 [====================>.........] - ETA: 1s - loss: 117.9326 33/44 [=====================>........] - ETA: 1s - loss: 120.1473 34/44 [======================>.......] - ETA: 1s - loss: 118.8536 35/44 [======================>.......] - ETA: 1s - loss: 118.9012 36/44 [=======================>......] - ETA: 1s - loss: 119.5869 37/44 [========================>.....] - ETA: 1s - loss: 118.9214 38/44 [========================>.....] - ETA: 0s - loss: 119.6581 39/44 [=========================>....] - ETA: 0s - loss: 118.3553 40/44 [==========================>...] - ETA: 0s - loss: 117.6814 41/44 [==========================>...] - ETA: 0s - loss: 116.7507 42/44 [===========================>..] - ETA: 0s - loss: 117.0233 43/44 [============================>.] - ETA: 0s - loss: 117.4040 44/44 [==============================] - 11s 255ms/step - loss: 118.2135 - val_loss: 114.5616 Epoch 7/50 1/44 [..............................] - ETA: 3s - loss: 129.8936 2/44 [>.............................] - ETA: 3s - loss: 126.8832 3/44 [=>............................] - ETA: 2s - loss: 102.6699 4/44 [=>............................] - ETA: 2s - loss: 94.9242 5/44 [==>...........................] - ETA: 2s - loss: 102.2757 6/44 [===>..........................] - ETA: 2s - loss: 99.0328 7/44 [===>..........................] - ETA: 2s - loss: 100.0050 8/44 [====>.........................] - ETA: 2s - loss: 102.0217 9/44 [=====>........................] - ETA: 2s - loss: 98.1705 10/44 [=====>........................] - ETA: 2s - loss: 105.1309 11/44 [======>.......................] - 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loss: 109.0549 27/44 [=================>............] - ETA: 2s - loss: 107.1229 28/44 [==================>...........] - ETA: 2s - loss: 107.7026 29/44 [==================>...........] - ETA: 1s - loss: 109.2986 30/44 [===================>..........] - ETA: 1s - loss: 110.7421 31/44 [====================>.........] - ETA: 1s - loss: 112.9015 32/44 [====================>.........] - ETA: 1s - loss: 111.8628 33/44 [=====================>........] - ETA: 1s - loss: 112.4453 34/44 [======================>.......] - ETA: 1s - loss: 112.8530 35/44 [======================>.......] - ETA: 1s - loss: 113.8233 36/44 [=======================>......] - ETA: 1s - loss: 113.8039 37/44 [========================>.....] - ETA: 1s - loss: 113.3594 38/44 [========================>.....] - ETA: 0s - loss: 113.1166 39/44 [=========================>....] - ETA: 0s - loss: 113.9358 40/44 [==========================>...] - ETA: 0s - loss: 115.1884 41/44 [==========================>...] - ETA: 0s - loss: 115.4829 42/44 [===========================>..] - ETA: 0s - loss: 114.2692 43/44 [============================>.] - ETA: 0s - loss: 113.7677 44/44 [==============================] - 11s 253ms/step - loss: 113.8964 - val_loss: 110.5787 Epoch 8/50 1/44 [..............................] - ETA: 3s - loss: 72.6990 2/44 [>.............................] - ETA: 3s - loss: 82.0287 3/44 [=>............................] - ETA: 3s - loss: 80.7305 4/44 [=>............................] - ETA: 3s - loss: 88.8210 5/44 [==>...........................] - ETA: 2s - loss: 102.7955 6/44 [===>..........................] - ETA: 2s - loss: 103.9358 7/44 [===>..........................] - ETA: 2s - loss: 101.6417 8/44 [====>.........................] - ETA: 2s - loss: 104.0943 9/44 [=====>........................] - ETA: 2s - loss: 103.3302 10/44 [=====>........................] - ETA: 2s - loss: 101.9792 11/44 [======>.......................] - ETA: 2s - loss: 98.9608 12/44 [=======>......................] - ETA: 2s - loss: 101.6831 13/44 [=======>......................] - 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loss: 105.0962 - val_loss: 93.2583 Epoch 9/50 1/44 [..............................] - ETA: 3s - loss: 142.2278 2/44 [>.............................] - ETA: 3s - loss: 122.1403 3/44 [=>............................] - ETA: 2s - loss: 145.8373 4/44 [=>............................] - ETA: 2s - loss: 142.3603 5/44 [==>...........................] - ETA: 2s - loss: 139.9079 6/44 [===>..........................] - ETA: 2s - loss: 141.5599 7/44 [===>..........................] - ETA: 2s - loss: 134.5062 8/44 [====>.........................] - ETA: 2s - loss: 129.9195 9/44 [=====>........................] - ETA: 2s - loss: 125.1754 10/44 [=====>........................] - ETA: 2s - loss: 126.3712 11/44 [======>.......................] - ETA: 2s - loss: 119.3114 12/44 [=======>......................] - ETA: 2s - loss: 115.1997 13/44 [=======>......................] - ETA: 2s - loss: 116.0756 14/44 [========>.....................] - ETA: 2s - loss: 115.3292 15/44 [=========>....................] - 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11s 252ms/step - loss: 90.1657 - val_loss: 78.1849 Epoch 15/50 1/44 [..............................] - ETA: 3s - loss: 124.2361 2/44 [>.............................] - ETA: 3s - loss: 104.5741 3/44 [=>............................] - ETA: 2s - loss: 105.5842 4/44 [=>............................] - ETA: 2s - loss: 109.0027 5/44 [==>...........................] - ETA: 2s - loss: 104.6682 6/44 [===>..........................] - ETA: 2s - loss: 109.8594 7/44 [===>..........................] - ETA: 2s - loss: 110.7421 8/44 [====>.........................] - ETA: 2s - loss: 109.4584 9/44 [=====>........................] - ETA: 2s - loss: 110.4747 10/44 [=====>........................] - ETA: 2s - loss: 105.4173 11/44 [======>.......................] - ETA: 2s - loss: 104.2464 12/44 [=======>......................] - ETA: 2s - loss: 104.0691 13/44 [=======>......................] - ETA: 2s - loss: 99.8542 14/44 [========>.....................] - ETA: 2s - loss: 97.9230 15/44 [=========>....................] - 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ETA: 0s - loss: 86.1800 44/44 [==============================] - 11s 253ms/step - loss: 86.9690 - val_loss: 75.3108 Epoch 20/50 1/44 [..............................] - ETA: 3s - loss: 107.3030 2/44 [>.............................] - ETA: 3s - loss: 87.8904 3/44 [=>............................] - ETA: 3s - loss: 102.1324 4/44 [=>............................] - ETA: 2s - loss: 97.6330 5/44 [==>...........................] - ETA: 2s - loss: 103.0643 6/44 [===>..........................] - ETA: 2s - loss: 103.4922 7/44 [===>..........................] - ETA: 2s - loss: 101.8238 8/44 [====>.........................] - ETA: 2s - loss: 103.3276 9/44 [=====>........................] - ETA: 2s - loss: 98.4798 10/44 [=====>........................] - ETA: 2s - loss: 99.8805 11/44 [======>.......................] - ETA: 2s - loss: 98.5552 12/44 [=======>......................] - ETA: 2s - loss: 97.3583 13/44 [=======>......................] - ETA: 2s - loss: 94.1784 14/44 [========>.....................] - 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ETA: 3s - loss: 80.4731 2/44 [>.............................] - ETA: 3s - loss: 77.6565 3/44 [=>............................] - ETA: 2s - loss: 91.3971 4/44 [=>............................] - ETA: 2s - loss: 86.6318 5/44 [==>...........................] - ETA: 2s - loss: 84.7730 6/44 [===>..........................] - ETA: 2s - loss: 94.0639 7/44 [===>..........................] - ETA: 2s - loss: 88.5301 8/44 [====>.........................] - ETA: 2s - loss: 86.9786 9/44 [=====>........................] - ETA: 2s - loss: 87.4081 10/44 [=====>........................] - ETA: 2s - loss: 85.9667 11/44 [======>.......................] - ETA: 2s - loss: 83.3787 12/44 [=======>......................] - ETA: 2s - loss: 85.7156 13/44 [=======>......................] - ETA: 2s - loss: 87.5521 14/44 [========>.....................] - ETA: 2s - loss: 84.6403 15/44 [=========>....................] - ETA: 2s - loss: 83.0628 16/44 [=========>....................] - ETA: 2s - loss: 83.2630 17/44 [==========>...................] - 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ETA: 0s - loss: 83.2630 43/44 [============================>.] - ETA: 0s - loss: 84.3424 44/44 [==============================] - 11s 251ms/step - loss: 86.0086 - val_loss: 73.5994 Epoch 25/50 1/44 [..............................] - ETA: 3s - loss: 130.7325 2/44 [>.............................] - ETA: 3s - loss: 82.6823 3/44 [=>............................] - ETA: 3s - loss: 71.6288 4/44 [=>............................] - ETA: 2s - loss: 71.3879 5/44 [==>...........................] - ETA: 2s - loss: 71.2447 6/44 [===>..........................] - ETA: 2s - loss: 70.5012 7/44 [===>..........................] - ETA: 2s - loss: 76.6039 8/44 [====>.........................] - ETA: 2s - loss: 77.4552 9/44 [=====>........................] - ETA: 2s - loss: 84.5543 10/44 [=====>........................] - ETA: 2s - loss: 87.6766 11/44 [======>.......................] - ETA: 2s - loss: 90.2287 12/44 [=======>......................] - ETA: 2s - loss: 88.4080 13/44 [=======>......................] - 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val_loss: 82.9598 Epoch 26/50 1/44 [..............................] - ETA: 3s - loss: 66.2111 2/44 [>.............................] - ETA: 3s - loss: 81.6676 3/44 [=>............................] - ETA: 2s - loss: 73.7345 4/44 [=>............................] - ETA: 2s - loss: 80.1765 5/44 [==>...........................] - ETA: 2s - loss: 78.0198 6/44 [===>..........................] - ETA: 2s - loss: 83.3235 7/44 [===>..........................] - ETA: 2s - loss: 83.5310 8/44 [====>.........................] - ETA: 2s - loss: 90.3019 9/44 [=====>........................] - ETA: 2s - loss: 91.5639 10/44 [=====>........................] - ETA: 2s - loss: 95.1450 11/44 [======>.......................] - ETA: 2s - loss: 92.1401 12/44 [=======>......................] - ETA: 2s - loss: 88.3577 13/44 [=======>......................] - ETA: 2s - loss: 88.2201 14/44 [========>.....................] - ETA: 2s - loss: 87.4592 15/44 [=========>....................] - ETA: 2s - loss: 87.9268 16/44 [=========>....................] - 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ETA: 0s - loss: 85.5351 39/44 [=========================>....] - ETA: 0s - loss: 84.8895 40/44 [==========================>...] - ETA: 0s - loss: 85.0811 41/44 [==========================>...] - ETA: 0s - loss: 86.0193 42/44 [===========================>..] - ETA: 0s - loss: 86.1315 43/44 [============================>.] - ETA: 0s - loss: 86.1741 44/44 [==============================] - 11s 251ms/step - loss: 85.0755 - val_loss: 85.6617 Epoch 29/50 1/44 [..............................] - ETA: 3s - loss: 73.4664 2/44 [>.............................] - ETA: 2s - loss: 72.8437 3/44 [=>............................] - ETA: 2s - loss: 98.7723 4/44 [=>............................] - ETA: 2s - loss: 91.5724 5/44 [==>...........................] - ETA: 2s - loss: 88.2975 6/44 [===>..........................] - ETA: 2s - loss: 94.0703 7/44 [===>..........................] - ETA: 2s - loss: 92.7770 8/44 [====>.........................] - ETA: 2s - loss: 92.2737 9/44 [=====>........................] - 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ETA: 0s - loss: 83.6403 42/44 [===========================>..] - ETA: 0s - loss: 83.3680 43/44 [============================>.] - ETA: 0s - loss: 83.5887 44/44 [==============================] - 11s 252ms/step - loss: 82.9775 - val_loss: 79.0708 Epoch 30/50 1/44 [..............................] - ETA: 3s - loss: 55.6337 2/44 [>.............................] - ETA: 3s - loss: 64.4208 3/44 [=>............................] - ETA: 3s - loss: 88.3577 4/44 [=>............................] - ETA: 2s - loss: 93.7717 5/44 [==>...........................] - ETA: 2s - loss: 87.6008 6/44 [===>..........................] - ETA: 2s - loss: 91.4693 7/44 [===>..........................] - ETA: 2s - loss: 84.0992 8/44 [====>.........................] - ETA: 2s - loss: 85.5940 9/44 [=====>........................] - ETA: 2s - loss: 87.3728 10/44 [=====>........................] - ETA: 2s - loss: 87.7735 11/44 [======>.......................] - ETA: 2s - loss: 87.3937 12/44 [=======>......................] - 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11s 253ms/step - loss: 84.3287 - val_loss: 80.1847 Epoch 31/50 1/44 [..............................] - ETA: 3s - loss: 58.6719 2/44 [>.............................] - ETA: 3s - loss: 69.9312 3/44 [=>............................] - ETA: 2s - loss: 75.4897 4/44 [=>............................] - ETA: 2s - loss: 82.7320 5/44 [==>...........................] - ETA: 2s - loss: 82.7706 6/44 [===>..........................] - ETA: 2s - loss: 81.9640 7/44 [===>..........................] - ETA: 2s - loss: 79.8628 8/44 [====>.........................] - ETA: 2s - loss: 78.7938 9/44 [=====>........................] - ETA: 2s - loss: 80.3847 10/44 [=====>........................] - ETA: 2s - loss: 79.8287 11/44 [======>.......................] - ETA: 2s - loss: 79.1539 12/44 [=======>......................] - ETA: 2s - loss: 79.4316 13/44 [=======>......................] - ETA: 2s - loss: 76.6431 14/44 [========>.....................] - ETA: 2s - loss: 76.8308 15/44 [=========>....................] - 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ETA: 0s - loss: 78.6672 44/44 [==============================] - 11s 252ms/step - loss: 78.0832 - val_loss: 75.8184 Epoch 36/50 1/44 [..............................] - ETA: 3s - loss: 116.6961 2/44 [>.............................] - ETA: 2s - loss: 90.6183 3/44 [=>............................] - ETA: 2s - loss: 90.4082 4/44 [=>............................] - ETA: 2s - loss: 92.8753 5/44 [==>...........................] - ETA: 2s - loss: 88.9072 6/44 [===>..........................] - ETA: 2s - loss: 91.8519 7/44 [===>..........................] - ETA: 2s - loss: 95.6036 8/44 [====>.........................] - ETA: 2s - loss: 93.8236 9/44 [=====>........................] - ETA: 2s - loss: 88.2393 10/44 [=====>........................] - ETA: 2s - loss: 86.9558 11/44 [======>.......................] - ETA: 2s - loss: 89.1797 12/44 [=======>......................] - ETA: 2s - loss: 90.5661 13/44 [=======>......................] - ETA: 2s - loss: 90.3203 14/44 [========>.....................] - 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ETA: 3s - loss: 80.8697 2/44 [>.............................] - ETA: 3s - loss: 96.8413 3/44 [=>............................] - ETA: 2s - loss: 102.9543 4/44 [=>............................] - ETA: 2s - loss: 97.1720 5/44 [==>...........................] - ETA: 2s - loss: 96.4582 6/44 [===>..........................] - ETA: 2s - loss: 86.0181 7/44 [===>..........................] - ETA: 2s - loss: 82.0955 8/44 [====>.........................] - ETA: 2s - loss: 83.2099 9/44 [=====>........................] - ETA: 2s - loss: 78.2524 10/44 [=====>........................] - ETA: 2s - loss: 82.2737 11/44 [======>.......................] - ETA: 2s - loss: 79.1706 12/44 [=======>......................] - ETA: 2s - loss: 79.8878 13/44 [=======>......................] - ETA: 2s - loss: 82.8297 14/44 [========>.....................] - ETA: 2s - loss: 80.9671 15/44 [=========>....................] - ETA: 2s - loss: 80.8810 16/44 [=========>....................] - ETA: 2s - loss: 80.0943 17/44 [==========>...................] - 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ETA: 0s - loss: 78.4650 43/44 [============================>.] - ETA: 0s - loss: 77.4339 44/44 [==============================] - 11s 252ms/step - loss: 77.8784 - val_loss: 75.7015 Epoch 41/50 1/44 [..............................] - ETA: 3s - loss: 144.9290 2/44 [>.............................] - ETA: 2s - loss: 102.2041 3/44 [=>............................] - ETA: 2s - loss: 118.1895 4/44 [=>............................] - ETA: 2s - loss: 95.2321 5/44 [==>...........................] - ETA: 2s - loss: 96.8433 6/44 [===>..........................] - ETA: 2s - loss: 85.8566 7/44 [===>..........................] - ETA: 2s - loss: 91.1453 8/44 [====>.........................] - ETA: 2s - loss: 88.1202 9/44 [=====>........................] - ETA: 2s - loss: 85.7848 10/44 [=====>........................] - ETA: 2s - loss: 84.2740 11/44 [======>.......................] - ETA: 2s - loss: 83.1047 12/44 [=======>......................] - ETA: 2s - loss: 82.1905 13/44 [=======>......................] - 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val_loss: 78.6016 Epoch 42/50 1/44 [..............................] - ETA: 3s - loss: 83.4569 2/44 [>.............................] - ETA: 3s - loss: 66.0557 3/44 [=>............................] - ETA: 2s - loss: 67.5724 4/44 [=>............................] - ETA: 2s - loss: 83.3578 5/44 [==>...........................] - ETA: 2s - loss: 85.6924 6/44 [===>..........................] - ETA: 2s - loss: 80.5389 7/44 [===>..........................] - ETA: 2s - loss: 79.9790 8/44 [====>.........................] - ETA: 2s - loss: 85.0393 9/44 [=====>........................] - ETA: 2s - loss: 88.5186 10/44 [=====>........................] - ETA: 2s - loss: 85.5993 11/44 [======>.......................] - ETA: 2s - loss: 83.4280 12/44 [=======>......................] - ETA: 2s - loss: 82.5579 13/44 [=======>......................] - ETA: 2s - loss: 86.9552 14/44 [========>.....................] - ETA: 2s - loss: 85.9453 15/44 [=========>....................] - ETA: 2s - loss: 83.9061 16/44 [=========>....................] - 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11s 255ms/step - loss: 77.1120 - val_loss: 79.9007 Epoch 47/50 1/44 [..............................] - ETA: 3s - loss: 86.4003 2/44 [>.............................] - ETA: 3s - loss: 72.7163 3/44 [=>............................] - ETA: 2s - loss: 74.7423 4/44 [=>............................] - ETA: 2s - loss: 70.4667 5/44 [==>...........................] - ETA: 2s - loss: 74.8737 6/44 [===>..........................] - ETA: 2s - loss: 72.6683 7/44 [===>..........................] - ETA: 2s - loss: 71.2805 8/44 [====>.........................] - ETA: 2s - loss: 69.6467 9/44 [=====>........................] - ETA: 2s - loss: 72.7258 10/44 [=====>........................] - ETA: 2s - loss: 71.1181 11/44 [======>.......................] - ETA: 2s - loss: 69.9439 12/44 [=======>......................] - ETA: 2s - loss: 74.2864 13/44 [=======>......................] - ETA: 2s - loss: 77.4686 14/44 [========>.....................] - ETA: 2s - loss: 76.8247 15/44 [=========>....................] - 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ETA: 3s - loss: 103.2657 3/44 [=>............................] - ETA: 2s - loss: 90.6003 4/44 [=>............................] - ETA: 2s - loss: 84.8893 5/44 [==>...........................] - ETA: 2s - loss: 84.9042 6/44 [===>..........................] - ETA: 2s - loss: 86.4618 7/44 [===>..........................] - ETA: 2s - loss: 86.0166 8/44 [====>.........................] - ETA: 2s - loss: 78.7942 9/44 [=====>........................] - ETA: 2s - loss: 74.0789 10/44 [=====>........................] - ETA: 2s - loss: 71.4529 11/44 [======>.......................] - ETA: 2s - loss: 70.5001 12/44 [=======>......................] - ETA: 2s - loss: 73.1173 13/44 [=======>......................] - ETA: 2s - loss: 73.7845 14/44 [========>.....................] - ETA: 2s - loss: 72.8665 15/44 [=========>....................] - ETA: 2s - loss: 75.8675 16/44 [=========>....................] - ETA: 2s - loss: 77.5610 17/44 [==========>...................] - ETA: 2s - loss: 76.4293 18/44 [===========>..................] - 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ETA: 1s - loss: 76.2249 35/44 [======================>.......] - ETA: 1s - loss: 75.3703 36/44 [=======================>......] - ETA: 1s - loss: 75.6174 37/44 [========================>.....] - ETA: 1s - loss: 74.6917 38/44 [========================>.....] - ETA: 0s - loss: 75.4666 39/44 [=========================>....] - ETA: 0s - loss: 76.6229 40/44 [==========================>...] - ETA: 0s - loss: 78.2736 41/44 [==========================>...] - ETA: 0s - loss: 77.3564 42/44 [===========================>..] - ETA: 0s - loss: 77.2730 43/44 [============================>.] - ETA: 0s - loss: 76.6501 44/44 [==============================] - 11s 250ms/step - loss: 77.2260 - val_loss: 79.3129 Epoch 49/50 1/44 [..............................] - ETA: 3s - loss: 65.3897 2/44 [>.............................] - ETA: 2s - loss: 75.4455 3/44 [=>............................] - ETA: 2s - loss: 75.6012 4/44 [=>............................] - ETA: 2s - loss: 75.7859 5/44 [==>...........................] - 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ETA: 1s - loss: 76.8299 38/44 [========================>.....] - ETA: 0s - loss: 76.6935 39/44 [=========================>....] - ETA: 0s - loss: 76.6209 40/44 [==========================>...] - ETA: 0s - loss: 77.0267 41/44 [==========================>...] - ETA: 0s - loss: 77.3810 42/44 [===========================>..] - ETA: 0s - loss: 78.4549 43/44 [============================>.] - ETA: 0s - loss: 78.2201 44/44 [==============================] - 11s 252ms/step - loss: 77.9836 - val_loss: 76.5223 Epoch 50/50 1/44 [..............................] - ETA: 3s - loss: 68.9012 2/44 [>.............................] - ETA: 3s - loss: 55.4258 3/44 [=>............................] - ETA: 3s - loss: 71.5689 4/44 [=>............................] - ETA: 2s - loss: 64.8096 5/44 [==>...........................] - ETA: 2s - loss: 73.0552 6/44 [===>..........................] - ETA: 2s - loss: 74.2404 7/44 [===>..........................] - ETA: 2s - loss: 73.2465 8/44 [====>.........................] - ETA: 2s - loss: 67.9946 9/44 [=====>........................] - ETA: 2s - loss: 67.2712 10/44 [=====>........................] - ETA: 2s - loss: 66.4942 11/44 [======>.......................] - ETA: 2s - loss: 67.3151 12/44 [=======>......................] - ETA: 2s - loss: 71.9504 13/44 [=======>......................] - ETA: 2s - loss: 74.5408 14/44 [========>.....................] - ETA: 2s - loss: 72.3584 15/44 [=========>....................] - ETA: 2s - loss: 69.7655 16/44 [=========>....................] - ETA: 2s - loss: 73.3679 17/44 [==========>...................] - ETA: 2s - loss: 77.0712 18/44 [===========>..................] - ETA: 2s - loss: 77.2789 19/44 [===========>..................] - ETA: 2s - loss: 76.0363 20/44 [============>.................] - ETA: 2s - loss: 76.7121 21/44 [=============>................] - ETA: 2s - loss: 78.7339 22/44 [==============>...............] - ETA: 2s - loss: 76.6932 23/44 [==============>...............] - ETA: 2s - loss: 75.7738 24/44 [===============>..............] - ETA: 2s - loss: 75.9250 25/44 [================>.............] - ETA: 2s - loss: 75.6337 26/44 [================>.............] - ETA: 2s - loss: 76.1641 27/44 [=================>............] - ETA: 2s - loss: 76.4955 28/44 [==================>...........] - ETA: 2s - loss: 75.9608 29/44 [==================>...........] - ETA: 1s - loss: 76.0799 30/44 [===================>..........] - ETA: 1s - loss: 75.5196 31/44 [====================>.........] - ETA: 1s - loss: 74.3427 32/44 [====================>.........] - ETA: 1s - loss: 73.8703 33/44 [=====================>........] - ETA: 1s - loss: 74.6606 34/44 [======================>.......] - ETA: 1s - loss: 74.5850 35/44 [======================>.......] - ETA: 1s - loss: 75.2829 36/44 [=======================>......] - ETA: 1s - loss: 74.7294 37/44 [========================>.....] - ETA: 1s - loss: 76.1969 38/44 [========================>.....] - ETA: 0s - loss: 75.8021 39/44 [=========================>....] - ETA: 0s - loss: 75.7535 40/44 [==========================>...] - ETA: 0s - loss: 76.0022 41/44 [==========================>...] - ETA: 0s - loss: 75.7963 42/44 [===========================>..] - ETA: 0s - loss: 76.0304 43/44 [============================>.] - ETA: 0s - loss: 76.2219 44/44 [==============================] - 11s 252ms/step - loss: 76.3608 - val_loss: 77.9810 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: 4:38 - loss: 111.0296 2/44 [>.............................] - ETA: 2:21 - loss: 79.9697 3/44 [=>............................] - ETA: 1:35 - loss: 77.3799 4/44 [=>............................] - ETA: 1:12 - loss: 70.1634 5/44 [==>...........................] - ETA: 58s - loss: 68.6827 6/44 [===>..........................] - ETA: 49s - loss: 71.1935 7/44 [===>..........................] - ETA: 42s - loss: 67.9795 8/44 [====>.........................] - ETA: 37s - loss: 67.8353 9/44 [=====>........................] - ETA: 33s - loss: 67.5561 10/44 [=====>........................] - ETA: 29s - loss: 68.9518 11/44 [======>.......................] - ETA: 27s - loss: 72.5328 12/44 [=======>......................] - ETA: 24s - loss: 69.9829 13/44 [=======>......................] - ETA: 22s - loss: 68.6770 14/44 [========>.....................] - ETA: 20s - loss: 67.9908 15/44 [=========>....................] - ETA: 19s - loss: 67.5338 16/44 [=========>....................] - 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ETA: 5s - loss: 71.5004 33/44 [=====================>........] - ETA: 4s - loss: 71.0874 34/44 [======================>.......] - ETA: 4s - loss: 70.9335 35/44 [======================>.......] - ETA: 3s - loss: 71.1677 36/44 [=======================>......] - ETA: 3s - loss: 70.7737 37/44 [========================>.....] - ETA: 2s - loss: 69.8515 38/44 [========================>.....] - ETA: 2s - loss: 70.0329 39/44 [=========================>....] - ETA: 2s - loss: 69.8527 40/44 [==========================>...] - ETA: 1s - loss: 70.1263 41/44 [==========================>...] - ETA: 1s - loss: 70.3571 42/44 [===========================>..] - ETA: 0s - loss: 69.8757 43/44 [============================>.] - ETA: 0s - loss: 70.7867 44/44 [==============================] - 22s 499ms/step - loss: 70.7106 - val_loss: 67.6422 Epoch 52/100 1/44 [..............................] - ETA: 10s - loss: 51.1988 2/44 [>.............................] - ETA: 10s - loss: 44.4131 3/44 [=>............................] - ETA: 10s - loss: 61.9438 4/44 [=>............................] - ETA: 10s - loss: 64.8376 5/44 [==>...........................] - ETA: 9s - loss: 59.3494 6/44 [===>..........................] - ETA: 9s - loss: 67.0230 7/44 [===>..........................] - ETA: 9s - loss: 63.7660 8/44 [====>.........................] - ETA: 9s - loss: 61.3735 9/44 [=====>........................] - ETA: 8s - loss: 59.3263 10/44 [=====>........................] - ETA: 8s - loss: 58.8510 11/44 [======>.......................] - ETA: 8s - loss: 60.1983 12/44 [=======>......................] - ETA: 8s - loss: 59.5101 13/44 [=======>......................] - ETA: 7s - loss: 61.3976 14/44 [========>.....................] - ETA: 7s - loss: 60.9461 15/44 [=========>....................] - ETA: 7s - loss: 60.5811 16/44 [=========>....................] - ETA: 7s - loss: 62.2342 17/44 [==========>...................] - ETA: 6s - loss: 62.6706 18/44 [===========>..................] - ETA: 6s - loss: 61.4763 19/44 [===========>..................] - 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ETA: 2s - loss: 64.9695 36/44 [=======================>......] - ETA: 2s - loss: 65.2806 37/44 [========================>.....] - ETA: 1s - loss: 65.6425 38/44 [========================>.....] - ETA: 1s - loss: 65.5492 39/44 [=========================>....] - ETA: 1s - loss: 65.5433 40/44 [==========================>...] - ETA: 1s - loss: 65.0399 41/44 [==========================>...] - ETA: 0s - loss: 65.3010 42/44 [===========================>..] - ETA: 0s - loss: 65.3372 43/44 [============================>.] - ETA: 0s - loss: 65.0550 44/44 [==============================] - 15s 349ms/step - loss: 64.9234 - val_loss: 67.2015 Epoch 53/100 1/44 [..............................] - ETA: 10s - loss: 68.7685 2/44 [>.............................] - ETA: 10s - loss: 49.7381 3/44 [=>............................] - ETA: 10s - loss: 63.9440 4/44 [=>............................] - ETA: 10s - loss: 61.4157 5/44 [==>...........................] - ETA: 9s - loss: 62.1612 6/44 [===>..........................] - 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15s 350ms/step - loss: 58.9998 - val_loss: 62.9363 Epoch 56/100 1/44 [..............................] - ETA: 10s - loss: 105.7636 2/44 [>.............................] - ETA: 10s - loss: 67.5025 3/44 [=>............................] - ETA: 10s - loss: 63.1971 4/44 [=>............................] - ETA: 10s - loss: 68.9261 5/44 [==>...........................] - ETA: 9s - loss: 67.6841 6/44 [===>..........................] - ETA: 9s - loss: 63.2617 7/44 [===>..........................] - ETA: 9s - loss: 60.5349 8/44 [====>.........................] - ETA: 9s - loss: 55.4722 9/44 [=====>........................] - ETA: 8s - loss: 56.5528 10/44 [=====>........................] - ETA: 8s - loss: 55.5759 11/44 [======>.......................] - ETA: 8s - loss: 54.2980 12/44 [=======>......................] - ETA: 8s - loss: 52.5664 13/44 [=======>......................] - ETA: 7s - loss: 51.0914 14/44 [========>.....................] - ETA: 7s - loss: 54.7259 15/44 [=========>....................] - 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ETA: 0s - loss: 52.9268 44/44 [==============================] - 15s 351ms/step - loss: 53.2753 - val_loss: 57.3657 Epoch 61/100 1/44 [..............................] - ETA: 10s - loss: 52.4402 2/44 [>.............................] - ETA: 10s - loss: 57.7794 3/44 [=>............................] - ETA: 10s - loss: 62.6176 4/44 [=>............................] - ETA: 10s - loss: 57.2745 5/44 [==>...........................] - ETA: 9s - loss: 54.3142 6/44 [===>..........................] - ETA: 9s - loss: 49.3685 7/44 [===>..........................] - ETA: 9s - loss: 51.1507 8/44 [====>.........................] - ETA: 9s - loss: 55.7420 9/44 [=====>........................] - ETA: 8s - loss: 52.6197 10/44 [=====>........................] - ETA: 8s - loss: 52.1208 11/44 [======>.......................] - ETA: 8s - loss: 50.6341 12/44 [=======>......................] - ETA: 8s - loss: 50.0151 13/44 [=======>......................] - ETA: 7s - loss: 50.4995 14/44 [========>.....................] - 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ETA: 0s - loss: 52.8200 43/44 [============================>.] - ETA: 0s - loss: 52.2670 44/44 [==============================] - 15s 349ms/step - loss: 52.2813 - val_loss: 58.0727 Epoch 66/100 1/44 [..............................] - ETA: 10s - loss: 22.4175 2/44 [>.............................] - ETA: 10s - loss: 37.9163 3/44 [=>............................] - ETA: 10s - loss: 33.4817 4/44 [=>............................] - ETA: 10s - loss: 35.7656 5/44 [==>...........................] - ETA: 9s - loss: 33.4701 6/44 [===>..........................] - ETA: 9s - loss: 37.4846 7/44 [===>..........................] - ETA: 9s - loss: 40.3117 8/44 [====>.........................] - ETA: 9s - loss: 40.7795 9/44 [=====>........................] - ETA: 8s - loss: 42.0422 10/44 [=====>........................] - ETA: 8s - loss: 42.3309 11/44 [======>.......................] - ETA: 8s - loss: 43.9376 12/44 [=======>......................] - ETA: 8s - loss: 44.8312 13/44 [=======>......................] - 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val_loss: 53.1837 Epoch 67/100 1/44 [..............................] - ETA: 10s - loss: 65.0338 2/44 [>.............................] - ETA: 10s - loss: 46.5186 3/44 [=>............................] - ETA: 10s - loss: 53.6079 4/44 [=>............................] - ETA: 10s - loss: 64.5944 5/44 [==>...........................] - ETA: 9s - loss: 60.8322 6/44 [===>..........................] - ETA: 9s - loss: 55.6115 7/44 [===>..........................] - ETA: 9s - loss: 52.4417 8/44 [====>.........................] - ETA: 9s - loss: 50.6073 9/44 [=====>........................] - ETA: 8s - loss: 49.6879 10/44 [=====>........................] - ETA: 8s - loss: 52.6721 11/44 [======>.......................] - ETA: 8s - loss: 52.6235 12/44 [=======>......................] - ETA: 8s - loss: 50.6513 13/44 [=======>......................] - ETA: 7s - loss: 50.6423 14/44 [========>.....................] - ETA: 7s - loss: 48.5678 15/44 [=========>....................] - ETA: 7s - loss: 48.2490 16/44 [=========>....................] - 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15s 349ms/step - loss: 49.2037 - val_loss: 60.6173 Epoch 72/100 1/44 [..............................] - ETA: 10s - loss: 69.1526 2/44 [>.............................] - ETA: 10s - loss: 59.7160 3/44 [=>............................] - ETA: 10s - loss: 60.1977 4/44 [=>............................] - ETA: 10s - loss: 55.5377 5/44 [==>...........................] - ETA: 9s - loss: 57.3852 6/44 [===>..........................] - ETA: 9s - loss: 53.7767 7/44 [===>..........................] - ETA: 9s - loss: 54.3745 8/44 [====>.........................] - ETA: 9s - loss: 53.0305 9/44 [=====>........................] - ETA: 8s - loss: 54.6348 10/44 [=====>........................] - ETA: 8s - loss: 55.6950 11/44 [======>.......................] - ETA: 8s - loss: 57.0161 12/44 [=======>......................] - ETA: 8s - loss: 53.8880 13/44 [=======>......................] - ETA: 7s - loss: 56.3072 14/44 [========>.....................] - ETA: 7s - loss: 55.9851 15/44 [=========>....................] - 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Epoch 73/100 1/44 [..............................] - ETA: 10s - loss: 64.6875 2/44 [>.............................] - ETA: 10s - loss: 53.5245 3/44 [=>............................] - ETA: 10s - loss: 71.2847 4/44 [=>............................] - ETA: 10s - loss: 58.7136 5/44 [==>...........................] - ETA: 9s - loss: 51.9388 6/44 [===>..........................] - ETA: 9s - loss: 53.6243 7/44 [===>..........................] - ETA: 9s - loss: 55.9080 8/44 [====>.........................] - ETA: 9s - loss: 52.0525 9/44 [=====>........................] - ETA: 8s - loss: 50.5405 10/44 [=====>........................] - ETA: 8s - loss: 53.0884 11/44 [======>.......................] - ETA: 8s - loss: 52.8913 12/44 [=======>......................] - ETA: 8s - loss: 53.2446 13/44 [=======>......................] - ETA: 7s - loss: 53.5933 14/44 [========>.....................] - ETA: 7s - loss: 52.6617 15/44 [=========>....................] - ETA: 7s - loss: 50.8703 16/44 [=========>....................] - 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ETA: 10s - loss: 69.7205 4/44 [=>............................] - ETA: 10s - loss: 58.1070 5/44 [==>...........................] - ETA: 9s - loss: 56.3917 6/44 [===>..........................] - ETA: 9s - loss: 52.2809 7/44 [===>..........................] - ETA: 9s - loss: 54.1924 8/44 [====>.........................] - ETA: 9s - loss: 57.9653 9/44 [=====>........................] - ETA: 8s - loss: 57.6947 10/44 [=====>........................] - ETA: 8s - loss: 53.5045 11/44 [======>.......................] - ETA: 8s - loss: 54.9646 12/44 [=======>......................] - ETA: 8s - loss: 54.3662 13/44 [=======>......................] - ETA: 7s - loss: 53.4749 14/44 [========>.....................] - ETA: 7s - loss: 51.7271 15/44 [=========>....................] - ETA: 7s - loss: 52.8017 16/44 [=========>....................] - ETA: 7s - loss: 53.9705 17/44 [==========>...................] - ETA: 6s - loss: 52.8653 18/44 [===========>..................] - ETA: 6s - loss: 51.3008 19/44 [===========>..................] - 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ETA: 2s - loss: 50.3656 36/44 [=======================>......] - ETA: 2s - loss: 50.0195 37/44 [========================>.....] - ETA: 1s - loss: 50.6592 38/44 [========================>.....] - ETA: 1s - loss: 50.3583 39/44 [=========================>....] - ETA: 1s - loss: 50.0095 40/44 [==========================>...] - ETA: 1s - loss: 50.0464 41/44 [==========================>...] - ETA: 0s - loss: 50.5402 42/44 [===========================>..] - ETA: 0s - loss: 50.9125 43/44 [============================>.] - ETA: 0s - loss: 50.9389 44/44 [==============================] - 15s 349ms/step - loss: 50.4203 - val_loss: 53.2556 Epoch 75/100 1/44 [..............................] - ETA: 10s - loss: 30.9671 2/44 [>.............................] - ETA: 10s - loss: 33.9787 3/44 [=>............................] - ETA: 10s - loss: 37.9091 4/44 [=>............................] - ETA: 10s - loss: 33.1777 5/44 [==>...........................] - ETA: 9s - loss: 31.1537 6/44 [===>..........................] - 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ETA: 1s - loss: 47.2553 39/44 [=========================>....] - ETA: 1s - loss: 46.8386 40/44 [==========================>...] - ETA: 1s - loss: 47.2215 41/44 [==========================>...] - ETA: 0s - loss: 47.3060 42/44 [===========================>..] - ETA: 0s - loss: 47.1358 43/44 [============================>.] - ETA: 0s - loss: 47.0089 44/44 [==============================] - 15s 349ms/step - loss: 47.0211 - val_loss: 55.6989 Epoch 00075: ReduceLROnPlateau reducing learning rate to 9.999999747378752e-07. Epoch 76/100 1/44 [..............................] - ETA: 10s - loss: 27.7711 2/44 [>.............................] - ETA: 10s - loss: 34.2539 3/44 [=>............................] - ETA: 10s - loss: 41.2206 4/44 [=>............................] - ETA: 10s - loss: 46.6482 5/44 [==>...........................] - ETA: 9s - loss: 48.4995 6/44 [===>..........................] - ETA: 9s - loss: 44.8555 7/44 [===>..........................] - ETA: 9s - loss: 44.7569 8/44 [====>.........................] - ETA: 9s - loss: 46.5860 9/44 [=====>........................] - ETA: 8s - loss: 48.6531 10/44 [=====>........................] - ETA: 8s - loss: 49.0011 11/44 [======>.......................] - ETA: 8s - loss: 48.0352 12/44 [=======>......................] - ETA: 8s - loss: 50.1123 13/44 [=======>......................] - ETA: 7s - loss: 49.2260 14/44 [========>.....................] - ETA: 7s - loss: 50.4206 15/44 [=========>....................] - ETA: 7s - loss: 48.8075 16/44 [=========>....................] - 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15s 349ms/step - loss: 48.2731 - val_loss: 53.0367 Epoch 81/100 1/44 [..............................] - ETA: 10s - loss: 51.3367 2/44 [>.............................] - ETA: 10s - loss: 39.8668 3/44 [=>............................] - ETA: 10s - loss: 50.0122 4/44 [=>............................] - ETA: 10s - loss: 49.6738 5/44 [==>...........................] - ETA: 9s - loss: 47.3040 6/44 [===>..........................] - ETA: 9s - loss: 46.3867 7/44 [===>..........................] - ETA: 9s - loss: 46.3100 8/44 [====>.........................] - ETA: 9s - loss: 48.7108 9/44 [=====>........................] - ETA: 8s - loss: 46.0703 10/44 [=====>........................] - ETA: 8s - loss: 46.4008 11/44 [======>.......................] - ETA: 8s - loss: 45.2679 12/44 [=======>......................] - ETA: 8s - loss: 44.2661 13/44 [=======>......................] - ETA: 7s - loss: 46.0898 14/44 [========>.....................] - ETA: 7s - loss: 46.2585 15/44 [=========>....................] - 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ETA: 10s - loss: 55.6992 3/44 [=>............................] - ETA: 10s - loss: 61.2713 4/44 [=>............................] - ETA: 10s - loss: 70.4727 5/44 [==>...........................] - ETA: 9s - loss: 64.5574 6/44 [===>..........................] - ETA: 9s - loss: 60.6917 7/44 [===>..........................] - ETA: 9s - loss: 57.3794 8/44 [====>.........................] - ETA: 9s - loss: 58.7543 9/44 [=====>........................] - ETA: 8s - loss: 55.4226 10/44 [=====>........................] - ETA: 8s - loss: 55.0278 11/44 [======>.......................] - ETA: 8s - loss: 54.0585 12/44 [=======>......................] - ETA: 8s - loss: 55.5993 13/44 [=======>......................] - ETA: 7s - loss: 54.4834 14/44 [========>.....................] - ETA: 7s - loss: 53.2212 15/44 [=========>....................] - ETA: 7s - loss: 55.5335 16/44 [=========>....................] - ETA: 7s - loss: 55.2725 17/44 [==========>...................] - ETA: 6s - loss: 54.8850 18/44 [===========>..................] - 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ETA: 2s - loss: 51.3655 35/44 [======================>.......] - ETA: 2s - loss: 51.8123 36/44 [=======================>......] - ETA: 2s - loss: 51.4316 37/44 [========================>.....] - ETA: 1s - loss: 51.4288 38/44 [========================>.....] - ETA: 1s - loss: 51.7137 39/44 [=========================>....] - ETA: 1s - loss: 51.7840 40/44 [==========================>...] - ETA: 1s - loss: 51.2987 41/44 [==========================>...] - ETA: 0s - loss: 50.8086 42/44 [===========================>..] - ETA: 0s - loss: 50.1406 43/44 [============================>.] - ETA: 0s - loss: 49.7411 44/44 [==============================] - 15s 351ms/step - loss: 50.4025 - val_loss: 50.9453 Epoch 00082: ReduceLROnPlateau reducing learning rate to 9.999999974752428e-08. Epoch 83/100 1/44 [..............................] - ETA: 10s - loss: 33.7139 2/44 [>.............................] - ETA: 10s - loss: 26.3384 3/44 [=>............................] - ETA: 10s - loss: 35.8665 4/44 [=>............................] - ETA: 10s - loss: 35.7850 5/44 [==>...........................] - ETA: 9s - loss: 33.4658 6/44 [===>..........................] - ETA: 9s - loss: 31.9451 7/44 [===>..........................] - ETA: 9s - loss: 31.3082 8/44 [====>.........................] - ETA: 9s - loss: 35.1249 9/44 [=====>........................] - ETA: 8s - loss: 34.9266 10/44 [=====>........................] - ETA: 8s - loss: 33.1332 11/44 [======>.......................] - ETA: 8s - loss: 33.6600 12/44 [=======>......................] - ETA: 8s - loss: 33.8085 13/44 [=======>......................] - ETA: 7s - loss: 32.7581 14/44 [========>.....................] - ETA: 7s - loss: 32.8640 15/44 [=========>....................] - ETA: 7s - loss: 32.9481 16/44 [=========>....................] - 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Epoch 86/100 1/44 [..............................] - ETA: 10s - loss: 32.8300 2/44 [>.............................] - ETA: 10s - loss: 43.7814 3/44 [=>............................] - ETA: 10s - loss: 45.8691 4/44 [=>............................] - ETA: 10s - loss: 44.8025 5/44 [==>...........................] - ETA: 9s - loss: 47.2495 6/44 [===>..........................] - ETA: 9s - loss: 48.5514 7/44 [===>..........................] - ETA: 9s - loss: 51.8226 8/44 [====>.........................] - ETA: 9s - loss: 54.6161 9/44 [=====>........................] - ETA: 8s - loss: 56.8047 10/44 [=====>........................] - ETA: 8s - loss: 58.7332 11/44 [======>.......................] - ETA: 8s - loss: 55.3063 12/44 [=======>......................] - ETA: 8s - loss: 52.7062 13/44 [=======>......................] - ETA: 7s - loss: 51.3639 14/44 [========>.....................] - ETA: 7s - loss: 50.4540 15/44 [=========>....................] - ETA: 7s - loss: 51.0267 16/44 [=========>....................] - 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ETA: 1s - loss: 48.8532 39/44 [=========================>....] - ETA: 1s - loss: 48.4738 40/44 [==========================>...] - ETA: 1s - loss: 49.0027 41/44 [==========================>...] - ETA: 0s - loss: 49.9833 42/44 [===========================>..] - ETA: 0s - loss: 49.5289 43/44 [============================>.] - ETA: 0s - loss: 49.3619 44/44 [==============================] - 15s 351ms/step - loss: 49.2007 - val_loss: 52.7239 Epoch 00088: ReduceLROnPlateau reducing learning rate to 9.999999939225292e-10. Epoch 00088: early stopping