Anchors are [[ 3. 3.] [ 6. 6.] [ 12. 12.] [ 16. 16.] [ 32. 32.] [ 64. 64.] [128. 128.] [320. 320.] [416. 416.]] Create YOLOv3 model with 9 anchors and 1 classes. Train on 177 samples, val on 86 samples, with batch size 4. IS CUDA POINTING TO THE RIGHT VERSION???????? Epoch 1/50 1/44 [..............................] - ETA: 5:05 - loss: 8624.9424 2/44 [>.............................] - ETA: 2:34 - loss: 9002.5771 3/44 [=>............................] - ETA: 1:44 - loss: 8538.9362 4/44 [=>............................] - ETA: 1:19 - loss: 7787.3816 5/44 [==>...........................] - ETA: 1:03 - loss: 7063.0928 6/44 [===>..........................] - ETA: 53s - loss: 6421.3712 7/44 [===>..........................] - ETA: 46s - loss: 5841.8625 8/44 [====>.........................] - ETA: 40s - loss: 5349.6416 9/44 [=====>........................] - ETA: 35s - loss: 4950.2618 10/44 [=====>........................] - ETA: 32s - loss: 4597.7292 11/44 [======>.......................] - ETA: 29s - loss: 4299.7561 12/44 [=======>......................] - ETA: 26s - loss: 4039.4380 13/44 [=======>......................] - ETA: 24s - loss: 3808.8038 14/44 [========>.....................] - ETA: 22s - loss: 3611.0727 15/44 [=========>....................] - ETA: 20s - loss: 3426.2069 16/44 [=========>....................] - ETA: 19s - loss: 3259.6919 17/44 [==========>...................] - ETA: 18s - loss: 3115.3509 18/44 [===========>..................] - ETA: 16s - loss: 2979.6946 19/44 [===========>..................] - ETA: 15s - loss: 2855.3680 20/44 [============>.................] - ETA: 14s - loss: 2742.5870 21/44 [=============>................] - ETA: 13s - loss: 2640.3842 22/44 [==============>...............] - ETA: 12s - loss: 2548.8891 23/44 [==============>...............] - ETA: 11s - loss: 2459.8759 24/44 [===============>..............] - ETA: 11s - loss: 2381.2506 25/44 [================>.............] - ETA: 10s - loss: 2304.2975 26/44 [================>.............] - ETA: 9s - loss: 2234.6218 27/44 [=================>............] - ETA: 8s - loss: 2168.7936 28/44 [==================>...........] - ETA: 8s - loss: 2105.6992 29/44 [==================>...........] - ETA: 7s - loss: 2049.1280 30/44 [===================>..........] - ETA: 6s - loss: 1993.6839 31/44 [====================>.........] - ETA: 6s - loss: 1940.6802 32/44 [====================>.........] - ETA: 5s - loss: 1891.9592 33/44 [=====================>........] - ETA: 5s - loss: 1845.8229 34/44 [======================>.......] - ETA: 4s - loss: 1801.5565 35/44 [======================>.......] - ETA: 4s - loss: 1761.1335 36/44 [=======================>......] - ETA: 3s - loss: 1720.9988 37/44 [========================>.....] - ETA: 3s - loss: 1684.1967 38/44 [========================>.....] - ETA: 2s - loss: 1649.0625 39/44 [=========================>....] - ETA: 2s - loss: 1615.0651 40/44 [==========================>...] - ETA: 1s - loss: 1583.4496 41/44 [==========================>...] - ETA: 1s - loss: 1551.9980 42/44 [===========================>..] - ETA: 0s - loss: 1521.1486 43/44 [============================>.] - ETA: 0s - loss: 1492.1851 44/44 [==============================] - 23s 529ms/step - loss: 1464.3216 - val_loss: 2424.4307 Epoch 2/50 1/44 [..............................] - ETA: 11s - loss: 273.7554 2/44 [>.............................] - ETA: 11s - loss: 267.1635 3/44 [=>............................] - ETA: 10s - loss: 260.5103 4/44 [=>............................] - ETA: 10s - loss: 249.1834 5/44 [==>...........................] - ETA: 10s - loss: 244.3674 6/44 [===>..........................] - ETA: 10s - loss: 243.7832 7/44 [===>..........................] - ETA: 9s - loss: 241.9090 8/44 [====>.........................] - ETA: 9s - loss: 241.8114 9/44 [=====>........................] - ETA: 9s - loss: 240.6342 10/44 [=====>........................] - ETA: 9s - loss: 239.7958 11/44 [======>.......................] - ETA: 8s - loss: 236.2213 12/44 [=======>......................] - ETA: 8s - loss: 233.0549 13/44 [=======>......................] - ETA: 8s - loss: 229.3982 14/44 [========>.....................] - ETA: 7s - loss: 229.5651 15/44 [=========>....................] - ETA: 7s - loss: 227.2341 16/44 [=========>....................] - ETA: 7s - loss: 224.2341 17/44 [==========>...................] - ETA: 7s - loss: 221.7857 18/44 [===========>..................] - ETA: 6s - loss: 220.2230 19/44 [===========>..................] - ETA: 6s - loss: 218.2366 20/44 [============>.................] - ETA: 6s - loss: 216.1275 21/44 [=============>................] - ETA: 6s - loss: 214.2826 22/44 [==============>...............] - ETA: 5s - loss: 212.9324 23/44 [==============>...............] - ETA: 5s - loss: 211.6372 24/44 [===============>..............] - ETA: 5s - loss: 209.8767 25/44 [================>.............] - ETA: 5s - loss: 207.5402 26/44 [================>.............] - ETA: 4s - loss: 205.1278 27/44 [=================>............] - ETA: 4s - loss: 203.3801 28/44 [==================>...........] - ETA: 4s - loss: 201.6130 29/44 [==================>...........] - ETA: 3s - loss: 201.2964 30/44 [===================>..........] - ETA: 3s - loss: 199.4277 31/44 [====================>.........] - ETA: 3s - loss: 199.1179 32/44 [====================>.........] - ETA: 3s - loss: 197.2955 33/44 [=====================>........] - ETA: 2s - loss: 196.8728 34/44 [======================>.......] - ETA: 2s - loss: 195.9828 35/44 [======================>.......] - ETA: 2s - loss: 194.4088 36/44 [=======================>......] - ETA: 2s - loss: 192.8830 37/44 [========================>.....] - ETA: 1s - loss: 191.1484 38/44 [========================>.....] - ETA: 1s - loss: 189.6007 39/44 [=========================>....] - ETA: 1s - loss: 188.5306 40/44 [==========================>...] - ETA: 1s - loss: 187.2457 41/44 [==========================>...] - ETA: 0s - loss: 186.2053 42/44 [===========================>..] - ETA: 0s - loss: 184.8944 43/44 [============================>.] - ETA: 0s - loss: 183.4967 44/44 [==============================] - 16s 374ms/step - loss: 182.3034 - val_loss: 188.0401 Epoch 3/50 1/44 [..............................] - ETA: 11s - loss: 132.0542 2/44 [>.............................] - ETA: 11s - loss: 124.3451 3/44 [=>............................] - ETA: 11s - loss: 128.4924 4/44 [=>............................] - ETA: 10s - loss: 127.2401 5/44 [==>...........................] - ETA: 10s - loss: 126.5920 6/44 [===>..........................] - ETA: 10s - loss: 128.9321 7/44 [===>..........................] - ETA: 9s - loss: 127.6906 8/44 [====>.........................] - ETA: 9s - loss: 125.2031 9/44 [=====>........................] - ETA: 9s - loss: 125.8369 10/44 [=====>........................] - ETA: 9s - loss: 126.2083 11/44 [======>.......................] - ETA: 8s - loss: 126.5338 12/44 [=======>......................] - ETA: 8s - loss: 125.8315 13/44 [=======>......................] - ETA: 8s - loss: 124.3986 14/44 [========>.....................] - ETA: 8s - loss: 125.1119 15/44 [=========>....................] - ETA: 7s - loss: 125.4247 16/44 [=========>....................] - ETA: 7s - loss: 125.9551 17/44 [==========>...................] - ETA: 7s - loss: 124.5652 18/44 [===========>..................] - ETA: 7s - loss: 123.6359 19/44 [===========>..................] - 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loss: 115.9484 35/44 [======================>.......] - ETA: 2s - loss: 115.3143 36/44 [=======================>......] - ETA: 2s - loss: 114.8975 37/44 [========================>.....] - ETA: 1s - loss: 114.7375 38/44 [========================>.....] - ETA: 1s - loss: 114.5366 39/44 [=========================>....] - ETA: 1s - loss: 114.1140 40/44 [==========================>...] - ETA: 1s - loss: 113.7929 41/44 [==========================>...] - ETA: 0s - loss: 113.3217 42/44 [===========================>..] - ETA: 0s - loss: 112.8821 43/44 [============================>.] - ETA: 0s - loss: 112.4703 44/44 [==============================] - 16s 372ms/step - loss: 112.2010 - val_loss: 131.3839 Epoch 4/50 1/44 [..............................] - ETA: 11s - loss: 92.3283 2/44 [>.............................] - ETA: 11s - loss: 88.1506 3/44 [=>............................] - ETA: 10s - loss: 87.9676 4/44 [=>............................] - ETA: 10s - loss: 91.3292 5/44 [==>...........................] - 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ETA: 5s - loss: 90.4640 22/44 [==============>...............] - ETA: 5s - loss: 89.5109 23/44 [==============>...............] - ETA: 5s - loss: 89.0696 24/44 [===============>..............] - ETA: 5s - loss: 89.2925 25/44 [================>.............] - ETA: 4s - loss: 88.8995 26/44 [================>.............] - ETA: 4s - loss: 88.7393 27/44 [=================>............] - ETA: 4s - loss: 88.6579 28/44 [==================>...........] - ETA: 4s - loss: 88.1114 29/44 [==================>...........] - ETA: 3s - loss: 88.5716 30/44 [===================>..........] - ETA: 3s - loss: 88.0828 31/44 [====================>.........] - ETA: 3s - loss: 87.7609 32/44 [====================>.........] - ETA: 3s - loss: 88.2398 33/44 [=====================>........] - ETA: 2s - loss: 88.1560 34/44 [======================>.......] - ETA: 2s - loss: 88.0752 35/44 [======================>.......] - ETA: 2s - loss: 87.9449 36/44 [=======================>......] - ETA: 2s - loss: 88.3349 37/44 [========================>.....] - ETA: 1s - loss: 88.1927 38/44 [========================>.....] - ETA: 1s - loss: 107.7206 39/44 [=========================>....] - ETA: 1s - loss: 106.8296 40/44 [==========================>...] - ETA: 1s - loss: 106.7453 41/44 [==========================>...] - ETA: 0s - loss: 106.8572 42/44 [===========================>..] - ETA: 0s - loss: 106.9408 43/44 [============================>.] - ETA: 0s - loss: 106.6004 44/44 [==============================] - 16s 360ms/step - loss: 106.3735 - val_loss: 7712.4928 Epoch 5/50 1/44 [..............................] - ETA: 10s - loss: 77.6606 2/44 [>.............................] - ETA: 10s - loss: 74.5276 3/44 [=>............................] - ETA: 10s - loss: 86.9348 4/44 [=>............................] - ETA: 10s - loss: 85.0858 5/44 [==>...........................] - ETA: 9s - loss: 85.8823 6/44 [===>..........................] - ETA: 9s - loss: 84.0631 7/44 [===>..........................] - ETA: 9s - loss: 88.2358 8/44 [====>.........................] - 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ETA: 5s - loss: 95.6852 25/44 [================>.............] - ETA: 4s - loss: 95.8784 26/44 [================>.............] - ETA: 4s - loss: 95.1474 27/44 [=================>............] - ETA: 4s - loss: 94.8798 28/44 [==================>...........] - ETA: 4s - loss: 93.7352 29/44 [==================>...........] - ETA: 3s - loss: 101.8053 30/44 [===================>..........] - ETA: 3s - loss: 100.4290 31/44 [====================>.........] - ETA: 3s - loss: 99.3032 32/44 [====================>.........] - ETA: 3s - loss: 98.2185 33/44 [=====================>........] - ETA: 2s - loss: 97.9433 34/44 [======================>.......] - ETA: 2s - loss: 97.4984 35/44 [======================>.......] - ETA: 2s - loss: 97.2296 36/44 [=======================>......] - ETA: 2s - loss: 96.9837 37/44 [========================>.....] - ETA: 1s - loss: 96.2997 38/44 [========================>.....] - ETA: 1s - loss: 96.3549 39/44 [=========================>....] - ETA: 1s - loss: 95.9477 40/44 [==========================>...] - ETA: 1s - loss: 95.1947 41/44 [==========================>...] - ETA: 0s - loss: 94.8108 42/44 [===========================>..] - ETA: 0s - loss: 94.0848 43/44 [============================>.] - ETA: 0s - loss: 93.3009 44/44 [==============================] - 16s 363ms/step - loss: 92.6913 - val_loss: 239.4610 Epoch 6/50 1/44 [..............................] - ETA: 10s - loss: 56.2504 2/44 [>.............................] - ETA: 10s - loss: 65.6477 3/44 [=>............................] - ETA: 10s - loss: 69.5339 4/44 [=>............................] - ETA: 10s - loss: 70.8825 5/44 [==>...........................] - ETA: 9s - loss: 69.0451 6/44 [===>..........................] - ETA: 9s - loss: 74.2490 7/44 [===>..........................] - ETA: 9s - loss: 74.4944 8/44 [====>.........................] - ETA: 9s - loss: 74.6656 9/44 [=====>........................] - ETA: 8s - loss: 76.2291 10/44 [=====>........................] - ETA: 8s - loss: 74.6400 11/44 [======>.......................] - 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ETA: 4s - loss: 81.8340 28/44 [==================>...........] - ETA: 4s - loss: 81.7891 29/44 [==================>...........] - ETA: 3s - loss: 81.6498 30/44 [===================>..........] - ETA: 3s - loss: 80.7767 31/44 [====================>.........] - ETA: 3s - loss: 79.8461 32/44 [====================>.........] - ETA: 3s - loss: 79.9098 33/44 [=====================>........] - ETA: 2s - loss: 80.1576 34/44 [======================>.......] - ETA: 2s - loss: 80.1943 35/44 [======================>.......] - ETA: 2s - loss: 79.7013 36/44 [=======================>......] - ETA: 2s - loss: 78.9611 37/44 [========================>.....] - ETA: 1s - loss: 78.6417 38/44 [========================>.....] - ETA: 1s - loss: 78.3690 39/44 [=========================>....] - ETA: 1s - loss: 78.0445 40/44 [==========================>...] - ETA: 1s - loss: 77.8864 41/44 [==========================>...] - ETA: 0s - loss: 77.7288 42/44 [===========================>..] - ETA: 0s - loss: 77.3558 43/44 [============================>.] - ETA: 0s - loss: 76.8218 44/44 [==============================] - 16s 361ms/step - loss: 76.4073 - val_loss: 69.9150 Epoch 7/50 1/44 [..............................] - ETA: 11s - loss: 82.1946 2/44 [>.............................] - ETA: 10s - loss: 77.2650 3/44 [=>............................] - ETA: 10s - loss: 71.7634 4/44 [=>............................] - ETA: 10s - loss: 76.4887 5/44 [==>...........................] - ETA: 9s - loss: 74.1418 6/44 [===>..........................] - ETA: 9s - loss: 71.4054 7/44 [===>..........................] - ETA: 9s - loss: 69.1688 8/44 [====>.........................] - ETA: 9s - loss: 67.6149 9/44 [=====>........................] - ETA: 8s - loss: 65.6422 10/44 [=====>........................] - ETA: 8s - loss: 65.6214 11/44 [======>.......................] - ETA: 8s - loss: 65.7407 12/44 [=======>......................] - ETA: 8s - loss: 66.8251 13/44 [=======>......................] - ETA: 7s - loss: 65.8139 14/44 [========>.....................] - 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ETA: 3s - loss: 60.5862 31/44 [====================>.........] - ETA: 3s - loss: 60.2526 32/44 [====================>.........] - ETA: 3s - loss: 61.0725 33/44 [=====================>........] - ETA: 2s - loss: 60.4855 34/44 [======================>.......] - ETA: 2s - loss: 60.6880 35/44 [======================>.......] - ETA: 2s - loss: 60.4315 36/44 [=======================>......] - ETA: 2s - loss: 60.4935 37/44 [========================>.....] - ETA: 1s - loss: 60.7088 38/44 [========================>.....] - ETA: 1s - loss: 61.1129 39/44 [=========================>....] - ETA: 1s - loss: 61.7387 40/44 [==========================>...] - ETA: 1s - loss: 61.9013 41/44 [==========================>...] - ETA: 0s - loss: 61.7762 42/44 [===========================>..] - ETA: 0s - loss: 62.0004 43/44 [============================>.] - ETA: 0s - loss: 62.1083 44/44 [==============================] - 16s 358ms/step - loss: 61.9125 - val_loss: 59.0346 Epoch 8/50 1/44 [..............................] - ETA: 10s - loss: 53.6453 2/44 [>.............................] - ETA: 10s - loss: 52.5980 3/44 [=>............................] - ETA: 10s - loss: 47.7686 4/44 [=>............................] - ETA: 10s - loss: 48.7489 5/44 [==>...........................] - ETA: 9s - loss: 48.4880 6/44 [===>..........................] - ETA: 9s - loss: 50.3191 7/44 [===>..........................] - ETA: 9s - loss: 54.5251 8/44 [====>.........................] - ETA: 9s - loss: 52.6719 9/44 [=====>........................] - ETA: 8s - loss: 55.4462 10/44 [=====>........................] - ETA: 8s - loss: 55.1557 11/44 [======>.......................] - ETA: 8s - loss: 55.5879 12/44 [=======>......................] - ETA: 8s - loss: 54.9113 13/44 [=======>......................] - ETA: 7s - loss: 54.1517 14/44 [========>.....................] - ETA: 7s - loss: 54.4358 15/44 [=========>....................] - ETA: 7s - loss: 53.9686 16/44 [=========>....................] - ETA: 7s - loss: 53.5818 17/44 [==========>...................] - 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ETA: 0s - loss: 48.1096 43/44 [============================>.] - ETA: 0s - loss: 48.7629 44/44 [==============================] - 16s 360ms/step - loss: 49.0825 - val_loss: 47.8773 Epoch 12/50 1/44 [..............................] - ETA: 11s - loss: 46.2797 2/44 [>.............................] - ETA: 10s - loss: 45.0660 3/44 [=>............................] - ETA: 10s - loss: 45.9574 4/44 [=>............................] - ETA: 10s - loss: 44.2858 5/44 [==>...........................] - ETA: 9s - loss: 43.2813 6/44 [===>..........................] - ETA: 9s - loss: 41.5934 7/44 [===>..........................] - ETA: 9s - loss: 44.5907 8/44 [====>.........................] - ETA: 9s - loss: 43.7072 9/44 [=====>........................] - ETA: 8s - loss: 42.9221 10/44 [=====>........................] - ETA: 8s - loss: 44.5868 11/44 [======>.......................] - ETA: 8s - loss: 44.5161 12/44 [=======>......................] - ETA: 8s - loss: 43.8564 13/44 [=======>......................] - 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val_loss: 45.2062 Epoch 13/50 1/44 [..............................] - ETA: 11s - loss: 54.3806 2/44 [>.............................] - ETA: 10s - loss: 54.0127 3/44 [=>............................] - ETA: 10s - loss: 49.9911 4/44 [=>............................] - ETA: 10s - loss: 60.4173 5/44 [==>...........................] - ETA: 9s - loss: 60.4951 6/44 [===>..........................] - ETA: 9s - loss: 59.2020 7/44 [===>..........................] - ETA: 9s - loss: 59.1096 8/44 [====>.........................] - ETA: 9s - loss: 56.9098 9/44 [=====>........................] - ETA: 8s - loss: 55.0550 10/44 [=====>........................] - ETA: 8s - loss: 54.8414 11/44 [======>.......................] - ETA: 8s - loss: 53.5156 12/44 [=======>......................] - ETA: 8s - loss: 53.0675 13/44 [=======>......................] - ETA: 7s - loss: 52.6065 14/44 [========>.....................] - ETA: 7s - loss: 52.1820 15/44 [=========>....................] - ETA: 7s - loss: 52.8644 16/44 [=========>....................] - 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16s 361ms/step - loss: 44.1592 - val_loss: 38.9415 Epoch 18/50 1/44 [..............................] - ETA: 11s - loss: 31.5596 2/44 [>.............................] - ETA: 10s - loss: 30.5678 3/44 [=>............................] - ETA: 10s - loss: 32.6196 4/44 [=>............................] - ETA: 10s - loss: 32.1636 5/44 [==>...........................] - ETA: 9s - loss: 32.0637 6/44 [===>..........................] - ETA: 9s - loss: 31.4859 7/44 [===>..........................] - ETA: 9s - loss: 31.3118 8/44 [====>.........................] - ETA: 9s - loss: 33.2227 9/44 [=====>........................] - ETA: 8s - loss: 32.9652 10/44 [=====>........................] - ETA: 8s - loss: 34.1017 11/44 [======>.......................] - ETA: 8s - loss: 35.3523 12/44 [=======>......................] - ETA: 8s - loss: 37.2637 13/44 [=======>......................] - ETA: 7s - loss: 36.4638 14/44 [========>.....................] - ETA: 7s - loss: 37.0223 15/44 [=========>....................] - 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ETA: 0s - loss: 40.5149 44/44 [==============================] - 16s 358ms/step - loss: 40.1629 - val_loss: 38.3134 Epoch 23/50 1/44 [..............................] - ETA: 11s - loss: 36.9363 2/44 [>.............................] - ETA: 10s - loss: 43.5112 3/44 [=>............................] - ETA: 10s - loss: 44.7745 4/44 [=>............................] - ETA: 10s - loss: 45.8713 5/44 [==>...........................] - ETA: 9s - loss: 41.8362 6/44 [===>..........................] - ETA: 9s - loss: 40.4826 7/44 [===>..........................] - ETA: 9s - loss: 39.3378 8/44 [====>.........................] - ETA: 9s - loss: 40.3802 9/44 [=====>........................] - ETA: 8s - loss: 39.7159 10/44 [=====>........................] - ETA: 8s - loss: 38.0865 11/44 [======>.......................] - ETA: 8s - loss: 37.0392 12/44 [=======>......................] - ETA: 8s - loss: 37.4685 13/44 [=======>......................] - ETA: 7s - loss: 36.6529 14/44 [========>.....................] - 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ETA: 10s - loss: 34.7392 2/44 [>.............................] - ETA: 10s - loss: 34.6687 3/44 [=>............................] - ETA: 10s - loss: 35.8341 4/44 [=>............................] - ETA: 10s - loss: 36.4525 5/44 [==>...........................] - ETA: 9s - loss: 37.4235 6/44 [===>..........................] - ETA: 9s - loss: 38.7832 7/44 [===>..........................] - ETA: 9s - loss: 38.1009 8/44 [====>.........................] - ETA: 9s - loss: 38.9113 9/44 [=====>........................] - ETA: 8s - loss: 39.1006 10/44 [=====>........................] - ETA: 8s - loss: 40.2763 11/44 [======>.......................] - ETA: 8s - loss: 39.0635 12/44 [=======>......................] - ETA: 8s - loss: 38.9509 13/44 [=======>......................] - ETA: 7s - loss: 38.0544 14/44 [========>.....................] - ETA: 7s - loss: 38.0941 15/44 [=========>....................] - ETA: 7s - loss: 37.9670 16/44 [=========>....................] - ETA: 7s - loss: 38.1802 17/44 [==========>...................] - 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ETA: 0s - loss: 36.1903 43/44 [============================>.] - ETA: 0s - loss: 36.3267 44/44 [==============================] - 16s 361ms/step - loss: 36.7494 - val_loss: 33.2321 Epoch 28/50 1/44 [..............................] - ETA: 11s - loss: 36.3831 2/44 [>.............................] - ETA: 10s - loss: 41.0566 3/44 [=>............................] - ETA: 10s - loss: 38.9726 4/44 [=>............................] - ETA: 10s - loss: 38.8300 5/44 [==>...........................] - ETA: 10s - loss: 37.9804 6/44 [===>..........................] - ETA: 9s - loss: 38.7902 7/44 [===>..........................] - ETA: 9s - loss: 40.1620 8/44 [====>.........................] - ETA: 9s - loss: 39.8873 9/44 [=====>........................] - ETA: 8s - loss: 38.8283 10/44 [=====>........................] - ETA: 8s - loss: 38.5064 11/44 [======>.......................] - ETA: 8s - loss: 38.8540 12/44 [=======>......................] - ETA: 8s - loss: 39.2303 13/44 [=======>......................] - 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val_loss: 35.6702 Epoch 29/50 1/44 [..............................] - ETA: 11s - loss: 41.8907 2/44 [>.............................] - ETA: 11s - loss: 41.6826 3/44 [=>............................] - ETA: 10s - loss: 36.2983 4/44 [=>............................] - ETA: 10s - loss: 33.9824 5/44 [==>...........................] - ETA: 10s - loss: 30.9947 6/44 [===>..........................] - ETA: 9s - loss: 36.6011 7/44 [===>..........................] - ETA: 9s - loss: 36.8633 8/44 [====>.........................] - ETA: 9s - loss: 35.9667 9/44 [=====>........................] - ETA: 9s - loss: 34.1412 10/44 [=====>........................] - ETA: 8s - loss: 33.9355 11/44 [======>.......................] - ETA: 8s - loss: 35.4067 12/44 [=======>......................] - ETA: 8s - loss: 35.0626 13/44 [=======>......................] - ETA: 7s - loss: 35.4626 14/44 [========>.....................] - ETA: 7s - loss: 35.7904 15/44 [=========>....................] - ETA: 7s - loss: 36.2101 16/44 [=========>....................] - 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ETA: 10s - loss: 41.8439 4/44 [=>............................] - ETA: 10s - loss: 44.5484 5/44 [==>...........................] - ETA: 9s - loss: 40.5601 6/44 [===>..........................] - ETA: 9s - loss: 38.3542 7/44 [===>..........................] - ETA: 9s - loss: 38.6599 8/44 [====>.........................] - ETA: 9s - loss: 37.7231 9/44 [=====>........................] - ETA: 8s - loss: 38.9566 10/44 [=====>........................] - ETA: 8s - loss: 38.3513 11/44 [======>.......................] - ETA: 8s - loss: 41.1539 12/44 [=======>......................] - ETA: 8s - loss: 41.5768 13/44 [=======>......................] - ETA: 7s - loss: 40.5628 14/44 [========>.....................] - ETA: 7s - loss: 39.6731 15/44 [=========>....................] - ETA: 7s - loss: 39.6547 16/44 [=========>....................] - ETA: 7s - loss: 39.6320 17/44 [==========>...................] - ETA: 6s - loss: 40.0847 18/44 [===========>..................] - ETA: 6s - loss: 39.5553 19/44 [===========>..................] - 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16s 361ms/step - loss: 37.5720 - val_loss: 45.9891 Epoch 34/50 1/44 [..............................] - ETA: 11s - loss: 27.7613 2/44 [>.............................] - ETA: 10s - loss: 32.0906 3/44 [=>............................] - ETA: 10s - loss: 38.6269 4/44 [=>............................] - ETA: 10s - loss: 38.8064 5/44 [==>...........................] - ETA: 10s - loss: 40.4990 6/44 [===>..........................] - ETA: 9s - loss: 39.8181 7/44 [===>..........................] - ETA: 9s - loss: 39.5299 8/44 [====>.........................] - ETA: 9s - loss: 40.0248 9/44 [=====>........................] - ETA: 9s - loss: 38.9716 10/44 [=====>........................] - ETA: 8s - loss: 39.2179 11/44 [======>.......................] - ETA: 8s - loss: 40.6754 12/44 [=======>......................] - ETA: 8s - loss: 40.9521 13/44 [=======>......................] - ETA: 7s - loss: 40.7523 14/44 [========>.....................] - ETA: 7s - loss: 40.2079 15/44 [=========>....................] - 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ETA: 0s - loss: 34.6244 44/44 [==============================] - 16s 360ms/step - loss: 34.5127 - val_loss: 35.3424 Epoch 39/50 1/44 [..............................] - ETA: 10s - loss: 44.3213 2/44 [>.............................] - ETA: 10s - loss: 34.2582 3/44 [=>............................] - ETA: 10s - loss: 36.9265 4/44 [=>............................] - ETA: 10s - loss: 37.0846 5/44 [==>...........................] - ETA: 9s - loss: 34.4090 6/44 [===>..........................] - ETA: 9s - loss: 33.7852 7/44 [===>..........................] - ETA: 9s - loss: 33.4881 8/44 [====>.........................] - ETA: 9s - loss: 34.0494 9/44 [=====>........................] - ETA: 8s - loss: 34.7839 10/44 [=====>........................] - ETA: 8s - loss: 34.6648 11/44 [======>.......................] - ETA: 8s - loss: 34.0693 12/44 [=======>......................] - ETA: 8s - loss: 33.3838 13/44 [=======>......................] - ETA: 7s - loss: 35.1834 14/44 [========>.....................] - 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ETA: 0s - loss: 30.9120 43/44 [============================>.] - ETA: 0s - loss: 31.4030 44/44 [==============================] - 16s 361ms/step - loss: 31.5450 - val_loss: 32.7136 Epoch 44/50 1/44 [..............................] - ETA: 11s - loss: 45.3051 2/44 [>.............................] - ETA: 10s - loss: 40.0817 3/44 [=>............................] - ETA: 10s - loss: 39.7509 4/44 [=>............................] - ETA: 10s - loss: 41.1983 5/44 [==>...........................] - ETA: 10s - loss: 38.9790 6/44 [===>..........................] - ETA: 9s - loss: 36.6005 7/44 [===>..........................] - ETA: 9s - loss: 36.2524 8/44 [====>.........................] - ETA: 9s - loss: 36.9171 9/44 [=====>........................] - ETA: 8s - loss: 36.4639 10/44 [=====>........................] - ETA: 8s - loss: 37.6140 11/44 [======>.......................] - ETA: 8s - loss: 38.7752 12/44 [=======>......................] - ETA: 8s - loss: 37.7494 13/44 [=======>......................] - 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val_loss: 32.7667 Epoch 45/50 1/44 [..............................] - ETA: 11s - loss: 18.0561 2/44 [>.............................] - ETA: 10s - loss: 22.0388 3/44 [=>............................] - ETA: 10s - loss: 24.2412 4/44 [=>............................] - ETA: 10s - loss: 25.5668 5/44 [==>...........................] - ETA: 9s - loss: 25.8632 6/44 [===>..........................] - ETA: 9s - loss: 28.7488 7/44 [===>..........................] - ETA: 9s - loss: 29.3286 8/44 [====>.........................] - ETA: 9s - loss: 28.8694 9/44 [=====>........................] - ETA: 9s - loss: 29.1525 10/44 [=====>........................] - ETA: 8s - loss: 29.6169 11/44 [======>.......................] - ETA: 8s - loss: 29.9763 12/44 [=======>......................] - ETA: 8s - loss: 29.4618 13/44 [=======>......................] - ETA: 7s - loss: 30.6677 14/44 [========>.....................] - ETA: 7s - loss: 30.3729 15/44 [=========>....................] - ETA: 7s - loss: 31.3191 16/44 [=========>....................] - 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ETA: 2s - loss: 33.5195 36/44 [=======================>......] - ETA: 2s - loss: 33.2976 37/44 [========================>.....] - ETA: 1s - loss: 33.9198 38/44 [========================>.....] - ETA: 1s - loss: 33.8405 39/44 [=========================>....] - ETA: 1s - loss: 33.8884 40/44 [==========================>...] - ETA: 1s - loss: 33.6734 41/44 [==========================>...] - ETA: 0s - loss: 33.5500 42/44 [===========================>..] - ETA: 0s - loss: 33.4963 43/44 [============================>.] - ETA: 0s - loss: 33.2480 44/44 [==============================] - 16s 362ms/step - loss: 33.5546 - val_loss: 32.3443 Epoch 47/50 1/44 [..............................] - ETA: 11s - loss: 36.6470 2/44 [>.............................] - ETA: 10s - loss: 38.8716 3/44 [=>............................] - ETA: 10s - loss: 38.5388 4/44 [=>............................] - ETA: 10s - loss: 39.0819 5/44 [==>...........................] - ETA: 10s - loss: 35.3404 6/44 [===>..........................] - 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ETA: 1s - loss: 32.3622 39/44 [=========================>....] - ETA: 1s - loss: 32.0086 40/44 [==========================>...] - ETA: 1s - loss: 32.1802 41/44 [==========================>...] - ETA: 0s - loss: 32.2311 42/44 [===========================>..] - ETA: 0s - loss: 32.1593 43/44 [============================>.] - ETA: 0s - loss: 32.2893 44/44 [==============================] - 16s 361ms/step - loss: 32.2673 - val_loss: 31.0202 Epoch 48/50 1/44 [..............................] - ETA: 11s - loss: 35.8537 2/44 [>.............................] - ETA: 10s - loss: 32.4650 3/44 [=>............................] - ETA: 10s - loss: 30.2344 4/44 [=>............................] - ETA: 10s - loss: 31.0100 5/44 [==>...........................] - ETA: 10s - loss: 30.1830 6/44 [===>..........................] - ETA: 9s - loss: 30.8202 7/44 [===>..........................] - ETA: 9s - loss: 29.4994 8/44 [====>.........................] - ETA: 9s - loss: 32.1018 9/44 [=====>........................] - 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ETA: 0s - loss: 33.3269 42/44 [===========================>..] - ETA: 0s - loss: 33.1693 43/44 [============================>.] - ETA: 0s - loss: 33.3358 44/44 [==============================] - 16s 361ms/step - loss: 33.2159 - val_loss: 35.5681 Epoch 49/50 1/44 [..............................] - ETA: 10s - loss: 20.7775 2/44 [>.............................] - ETA: 10s - loss: 20.5699 3/44 [=>............................] - ETA: 10s - loss: 21.1753 4/44 [=>............................] - ETA: 10s - loss: 24.3202 5/44 [==>...........................] - ETA: 10s - loss: 25.8431 6/44 [===>..........................] - ETA: 9s - loss: 25.8269 7/44 [===>..........................] - ETA: 9s - loss: 28.5361 8/44 [====>.........................] - ETA: 9s - loss: 30.4847 9/44 [=====>........................] - ETA: 9s - loss: 30.4967 10/44 [=====>........................] - ETA: 8s - loss: 30.0818 11/44 [======>.......................] - ETA: 8s - loss: 29.4800 12/44 [=======>......................] - 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16s 362ms/step - loss: 32.5795 - val_loss: 32.3746 Epoch 50/50 1/44 [..............................] - ETA: 10s - loss: 29.5527 2/44 [>.............................] - ETA: 10s - loss: 28.4992 3/44 [=>............................] - ETA: 10s - loss: 26.9552 4/44 [=>............................] - ETA: 10s - loss: 27.9115 5/44 [==>...........................] - ETA: 9s - loss: 26.8712 6/44 [===>..........................] - ETA: 9s - loss: 27.1354 7/44 [===>..........................] - ETA: 9s - loss: 30.0932 8/44 [====>.........................] - ETA: 9s - loss: 30.6713 9/44 [=====>........................] - ETA: 9s - loss: 31.4279 10/44 [=====>........................] - ETA: 8s - loss: 31.2302 11/44 [======>.......................] - ETA: 8s - loss: 31.0622 12/44 [=======>......................] - ETA: 8s - loss: 30.5713 13/44 [=======>......................] - ETA: 7s - loss: 30.9273 14/44 [========>.....................] - ETA: 7s - loss: 31.8182 15/44 [=========>....................] - ETA: 7s - loss: 32.3383 16/44 [=========>....................] - ETA: 7s - loss: 31.7955 17/44 [==========>...................] - ETA: 6s - loss: 31.6103 18/44 [===========>..................] - ETA: 6s - loss: 31.2779 19/44 [===========>..................] - ETA: 6s - loss: 31.4747 20/44 [============>.................] - ETA: 6s - loss: 31.0515 21/44 [=============>................] - ETA: 5s - loss: 30.6173 22/44 [==============>...............] - ETA: 5s - loss: 31.1144 23/44 [==============>...............] - ETA: 5s - loss: 31.0282 24/44 [===============>..............] - ETA: 5s - loss: 31.5013 25/44 [================>.............] - ETA: 4s - loss: 31.7090 26/44 [================>.............] - ETA: 4s - loss: 31.6892 27/44 [=================>............] - ETA: 4s - loss: 31.3014 28/44 [==================>...........] - ETA: 4s - loss: 31.1596 29/44 [==================>...........] - ETA: 3s - loss: 31.3872 30/44 [===================>..........] - ETA: 3s - loss: 31.3597 31/44 [====================>.........] - ETA: 3s - loss: 31.8826 32/44 [====================>.........] - ETA: 3s - loss: 32.1502 33/44 [=====================>........] - ETA: 2s - loss: 32.5446 34/44 [======================>.......] - ETA: 2s - loss: 32.1688 35/44 [======================>.......] - ETA: 2s - loss: 31.7916 36/44 [=======================>......] - ETA: 2s - loss: 31.7184 37/44 [========================>.....] - ETA: 1s - loss: 32.3722 38/44 [========================>.....] - ETA: 1s - loss: 32.3381 39/44 [=========================>....] - ETA: 1s - loss: 32.6606 40/44 [==========================>...] - ETA: 1s - loss: 32.7210 41/44 [==========================>...] - ETA: 0s - loss: 32.6499 42/44 [===========================>..] - ETA: 0s - loss: 32.6338 43/44 [============================>.] - ETA: 0s - loss: 32.5759 44/44 [==============================] - 16s 360ms/step - loss: 32.7762 - val_loss: 30.3685 Unfreeze all of the layers. Train on 177 samples, val on 86 samples, with batch size 4. IS CUDA POINTING TO THE RIGHT VERSION???????? Epoch 51/100 1/44 [..............................] - ETA: 4:15 - loss: 44.5656 2/44 [>.............................] - ETA: 2:10 - loss: 32.1674 3/44 [=>............................] - ETA: 1:28 - loss: 34.8109 4/44 [=>............................] - ETA: 1:07 - loss: 31.3897 5/44 [==>...........................] - ETA: 54s - loss: 34.0974 6/44 [===>..........................] - ETA: 45s - loss: 32.5242 7/44 [===>..........................] - ETA: 39s - loss: 36.9928 8/44 [====>.........................] - ETA: 34s - loss: 36.2456 9/44 [=====>........................] - ETA: 31s - loss: 35.6980 10/44 [=====>........................] - ETA: 28s - loss: 35.2328 11/44 [======>.......................] - ETA: 25s - loss: 34.1553 12/44 [=======>......................] - ETA: 23s - loss: 33.7501 13/44 [=======>......................] - ETA: 21s - loss: 35.6195 14/44 [========>.....................] - ETA: 19s - loss: 34.6573 15/44 [=========>....................] - ETA: 18s - loss: 35.9041 16/44 [=========>....................] - ETA: 17s - loss: 36.3609 17/44 [==========>...................] - ETA: 15s - loss: 36.4741 18/44 [===========>..................] - ETA: 14s - loss: 36.2522 19/44 [===========>..................] - ETA: 13s - loss: 35.9964 20/44 [============>.................] - ETA: 12s - loss: 35.8714 21/44 [=============>................] - ETA: 12s - loss: 35.1768 22/44 [==============>...............] - ETA: 11s - loss: 35.2118 23/44 [==============>...............] - ETA: 10s - loss: 34.5753 24/44 [===============>..............] - ETA: 9s - loss: 34.6133 25/44 [================>.............] - ETA: 9s - loss: 34.9556 26/44 [================>.............] - ETA: 8s - loss: 35.0389 27/44 [=================>............] - ETA: 7s - loss: 34.8466 28/44 [==================>...........] - ETA: 7s - loss: 34.3067 29/44 [==================>...........] - ETA: 6s - loss: 34.0810 30/44 [===================>..........] - ETA: 6s - loss: 34.3220 31/44 [====================>.........] - ETA: 5s - loss: 34.4103 32/44 [====================>.........] - ETA: 5s - loss: 33.8620 33/44 [=====================>........] - ETA: 4s - loss: 33.4146 34/44 [======================>.......] - ETA: 4s - loss: 33.9797 35/44 [======================>.......] - ETA: 3s - loss: 33.5024 36/44 [=======================>......] - ETA: 3s - loss: 33.3864 37/44 [========================>.....] - ETA: 2s - loss: 33.7920 38/44 [========================>.....] - ETA: 2s - loss: 33.6464 39/44 [=========================>....] - ETA: 2s - loss: 33.7027 40/44 [==========================>...] - ETA: 1s - loss: 33.7861 41/44 [==========================>...] - ETA: 1s - loss: 33.5686 42/44 [===========================>..] - ETA: 0s - loss: 33.5972 43/44 [============================>.] - ETA: 0s - loss: 33.4884 44/44 [==============================] - 22s 492ms/step - loss: 33.4899 - val_loss: 30.0197 Epoch 52/100 1/44 [..............................] - ETA: 10s - loss: 28.4442 2/44 [>.............................] - ETA: 10s - loss: 24.4691 3/44 [=>............................] - ETA: 10s - loss: 25.6379 4/44 [=>............................] - ETA: 10s - loss: 27.9579 5/44 [==>...........................] - ETA: 9s - loss: 27.3558 6/44 [===>..........................] - ETA: 9s - loss: 26.8279 7/44 [===>..........................] - ETA: 9s - loss: 27.4743 8/44 [====>.........................] - ETA: 9s - loss: 29.6253 9/44 [=====>........................] - ETA: 8s - loss: 29.3143 10/44 [=====>........................] - ETA: 8s - loss: 30.7391 11/44 [======>.......................] - ETA: 8s - loss: 30.1650 12/44 [=======>......................] - ETA: 8s - loss: 29.9134 13/44 [=======>......................] - ETA: 7s - loss: 30.9815 14/44 [========>.....................] - ETA: 7s - loss: 31.0523 15/44 [=========>....................] - ETA: 7s - loss: 31.4055 16/44 [=========>....................] - ETA: 7s - loss: 31.1221 17/44 [==========>...................] - ETA: 6s - loss: 30.5443 18/44 [===========>..................] - ETA: 6s - loss: 30.2201 19/44 [===========>..................] - ETA: 6s - loss: 31.0001 20/44 [============>.................] - ETA: 6s - loss: 31.0744 21/44 [=============>................] - ETA: 5s - loss: 30.9683 22/44 [==============>...............] - ETA: 5s - loss: 31.7896 23/44 [==============>...............] - ETA: 5s - loss: 31.6187 24/44 [===============>..............] - ETA: 5s - loss: 31.6788 25/44 [================>.............] - ETA: 4s - loss: 31.3673 26/44 [================>.............] - ETA: 4s - loss: 31.2839 27/44 [=================>............] - ETA: 4s - loss: 31.1836 28/44 [==================>...........] - ETA: 4s - loss: 31.3585 29/44 [==================>...........] - ETA: 3s - loss: 31.2953 30/44 [===================>..........] - ETA: 3s - loss: 31.0599 31/44 [====================>.........] - ETA: 3s - loss: 30.9249 32/44 [====================>.........] - ETA: 3s - loss: 30.6125 33/44 [=====================>........] - ETA: 2s - loss: 31.2467 34/44 [======================>.......] - ETA: 2s - loss: 31.1733 35/44 [======================>.......] - ETA: 2s - loss: 31.0375 36/44 [=======================>......] - ETA: 2s - loss: 30.7824 37/44 [========================>.....] - ETA: 1s - loss: 30.4977 38/44 [========================>.....] - ETA: 1s - loss: 30.3940 39/44 [=========================>....] - ETA: 1s - loss: 30.5953 40/44 [==========================>...] - ETA: 1s - loss: 30.3531 41/44 [==========================>...] - ETA: 0s - loss: 30.2873 42/44 [===========================>..] - ETA: 0s - loss: 30.1540 43/44 [============================>.] - ETA: 0s - loss: 30.5269 44/44 [==============================] - 16s 362ms/step - loss: 30.3562 - val_loss: 30.2423 Epoch 53/100 1/44 [..............................] - ETA: 10s - loss: 29.6539 2/44 [>.............................] - ETA: 10s - loss: 27.5660 3/44 [=>............................] - ETA: 10s - loss: 24.6522 4/44 [=>............................] - ETA: 10s - loss: 23.8730 5/44 [==>...........................] - ETA: 9s - loss: 27.0556 6/44 [===>..........................] - 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16s 359ms/step - loss: 29.9815 - val_loss: 27.6373 Epoch 56/100 1/44 [..............................] - ETA: 10s - loss: 21.6279 2/44 [>.............................] - ETA: 10s - loss: 22.9881 3/44 [=>............................] - ETA: 10s - loss: 26.2171 4/44 [=>............................] - ETA: 10s - loss: 25.2112 5/44 [==>...........................] - ETA: 9s - loss: 24.6579 6/44 [===>..........................] - ETA: 9s - loss: 25.9793 7/44 [===>..........................] - ETA: 9s - loss: 24.9098 8/44 [====>.........................] - ETA: 9s - loss: 26.0038 9/44 [=====>........................] - ETA: 8s - loss: 27.3287 10/44 [=====>........................] - ETA: 8s - loss: 29.4635 11/44 [======>.......................] - ETA: 8s - loss: 29.5222 12/44 [=======>......................] - ETA: 8s - loss: 29.9052 13/44 [=======>......................] - ETA: 7s - loss: 29.3595 14/44 [========>.....................] - ETA: 7s - loss: 28.8788 15/44 [=========>....................] - 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ETA: 0s - loss: 28.1752 44/44 [==============================] - 16s 361ms/step - loss: 28.1173 - val_loss: 28.7738 Epoch 61/100 1/44 [..............................] - ETA: 11s - loss: 55.2296 2/44 [>.............................] - ETA: 10s - loss: 42.3738 3/44 [=>............................] - ETA: 10s - loss: 37.0038 4/44 [=>............................] - ETA: 10s - loss: 35.2700 5/44 [==>...........................] - ETA: 10s - loss: 33.7021 6/44 [===>..........................] - ETA: 9s - loss: 32.3424 7/44 [===>..........................] - ETA: 9s - loss: 32.5070 8/44 [====>.........................] - ETA: 9s - loss: 31.9389 9/44 [=====>........................] - ETA: 8s - loss: 32.2235 10/44 [=====>........................] - ETA: 8s - loss: 31.5978 11/44 [======>.......................] - ETA: 8s - loss: 32.6467 12/44 [=======>......................] - ETA: 8s - loss: 31.7166 13/44 [=======>......................] - ETA: 7s - loss: 31.5158 14/44 [========>.....................] - 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Epoch 62/100 1/44 [..............................] - ETA: 11s - loss: 47.1634 2/44 [>.............................] - ETA: 10s - loss: 41.6635 3/44 [=>............................] - ETA: 10s - loss: 35.2785 4/44 [=>............................] - ETA: 10s - loss: 33.8397 5/44 [==>...........................] - ETA: 10s - loss: 33.1225 6/44 [===>..........................] - ETA: 9s - loss: 31.6805 7/44 [===>..........................] - ETA: 9s - loss: 31.6424 8/44 [====>.........................] - ETA: 9s - loss: 32.6999 9/44 [=====>........................] - ETA: 9s - loss: 32.0181 10/44 [=====>........................] - ETA: 8s - loss: 31.8875 11/44 [======>.......................] - ETA: 8s - loss: 31.1043 12/44 [=======>......................] - ETA: 8s - loss: 31.6887 13/44 [=======>......................] - ETA: 7s - loss: 30.9015 14/44 [========>.....................] - ETA: 7s - loss: 30.7699 15/44 [=========>....................] - ETA: 7s - loss: 29.6472 16/44 [=========>....................] - 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16s 361ms/step - loss: 27.6538 - val_loss: 27.8517 Epoch 67/100 1/44 [..............................] - ETA: 10s - loss: 25.6455 2/44 [>.............................] - ETA: 10s - loss: 25.7974 3/44 [=>............................] - ETA: 10s - loss: 22.0328 4/44 [=>............................] - ETA: 10s - loss: 26.5021 5/44 [==>...........................] - ETA: 10s - loss: 24.7755 6/44 [===>..........................] - ETA: 9s - loss: 25.9410 7/44 [===>..........................] - ETA: 9s - loss: 25.0696 8/44 [====>.........................] - ETA: 9s - loss: 25.1410 9/44 [=====>........................] - ETA: 8s - loss: 24.4828 10/44 [=====>........................] - ETA: 8s - loss: 24.8081 11/44 [======>.......................] - ETA: 8s - loss: 25.2649 12/44 [=======>......................] - ETA: 8s - loss: 26.5941 13/44 [=======>......................] - ETA: 7s - loss: 26.4147 14/44 [========>.....................] - ETA: 7s - loss: 26.2844 15/44 [=========>....................] - 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ETA: 1s - loss: 28.6430 38/44 [========================>.....] - ETA: 1s - loss: 28.3154 39/44 [=========================>....] - ETA: 1s - loss: 28.0608 40/44 [==========================>...] - ETA: 1s - loss: 28.0280 41/44 [==========================>...] - ETA: 0s - loss: 27.8497 42/44 [===========================>..] - ETA: 0s - loss: 27.7029 43/44 [============================>.] - ETA: 0s - loss: 27.7969 44/44 [==============================] - 16s 360ms/step - loss: 27.6265 - val_loss: 25.7706 Epoch 00069: ReduceLROnPlateau reducing learning rate to 9.999999747378752e-07. Epoch 70/100 1/44 [..............................] - ETA: 11s - loss: 29.3296 2/44 [>.............................] - ETA: 10s - loss: 28.4679 3/44 [=>............................] - ETA: 10s - loss: 26.0016 4/44 [=>............................] - ETA: 10s - loss: 27.5922 5/44 [==>...........................] - ETA: 10s - loss: 29.2713 6/44 [===>..........................] - ETA: 9s - loss: 27.4038 7/44 [===>..........................] - ETA: 9s - loss: 31.1619 8/44 [====>.........................] - ETA: 9s - loss: 30.4240 9/44 [=====>........................] - ETA: 8s - loss: 30.6960 10/44 [=====>........................] - ETA: 8s - loss: 31.0475 11/44 [======>.......................] - ETA: 8s - loss: 30.1780 12/44 [=======>......................] - ETA: 8s - loss: 28.9778 13/44 [=======>......................] - ETA: 7s - loss: 28.9999 14/44 [========>.....................] - ETA: 7s - loss: 28.0450 15/44 [=========>....................] - ETA: 7s - loss: 28.2440 16/44 [=========>....................] - 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ETA: 10s - loss: 29.8571 4/44 [=>............................] - ETA: 10s - loss: 33.1976 5/44 [==>...........................] - ETA: 10s - loss: 32.5814 6/44 [===>..........................] - ETA: 9s - loss: 30.8207 7/44 [===>..........................] - ETA: 9s - loss: 29.2034 8/44 [====>.........................] - ETA: 9s - loss: 28.1699 9/44 [=====>........................] - ETA: 9s - loss: 27.0730 10/44 [=====>........................] - ETA: 8s - loss: 26.7422 11/44 [======>.......................] - ETA: 8s - loss: 27.2668 12/44 [=======>......................] - ETA: 8s - loss: 26.4026 13/44 [=======>......................] - ETA: 7s - loss: 26.1268 14/44 [========>.....................] - ETA: 7s - loss: 26.5119 15/44 [=========>....................] - ETA: 7s - loss: 27.2013 16/44 [=========>....................] - ETA: 7s - loss: 26.9776 17/44 [==========>...................] - ETA: 6s - loss: 26.5506 18/44 [===========>..................] - ETA: 6s - loss: 26.6894 19/44 [===========>..................] - 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ETA: 2s - loss: 28.1296 36/44 [=======================>......] - ETA: 2s - loss: 28.0018 37/44 [========================>.....] - ETA: 1s - loss: 28.0120 38/44 [========================>.....] - ETA: 1s - loss: 28.2053 39/44 [=========================>....] - ETA: 1s - loss: 28.2330 40/44 [==========================>...] - ETA: 1s - loss: 28.2224 41/44 [==========================>...] - ETA: 0s - loss: 28.1273 42/44 [===========================>..] - ETA: 0s - loss: 28.1698 43/44 [============================>.] - ETA: 0s - loss: 27.9997 44/44 [==============================] - 16s 363ms/step - loss: 28.2043 - val_loss: 26.1223 Epoch 72/100 1/44 [..............................] - ETA: 10s - loss: 32.3500 2/44 [>.............................] - ETA: 10s - loss: 28.1423 3/44 [=>............................] - ETA: 10s - loss: 25.3789 4/44 [=>............................] - ETA: 10s - loss: 25.0699 5/44 [==>...........................] - ETA: 10s - loss: 27.3119 6/44 [===>..........................] - 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ETA: 1s - loss: 27.9530 39/44 [=========================>....] - ETA: 1s - loss: 27.7206 40/44 [==========================>...] - ETA: 1s - loss: 27.4839 41/44 [==========================>...] - ETA: 0s - loss: 27.3096 42/44 [===========================>..] - ETA: 0s - loss: 27.0305 43/44 [============================>.] - ETA: 0s - loss: 26.9811 44/44 [==============================] - 16s 362ms/step - loss: 27.0911 - val_loss: 25.3440 Epoch 00072: ReduceLROnPlateau reducing learning rate to 9.999999974752428e-08. Epoch 73/100 1/44 [..............................] - ETA: 11s - loss: 25.8472 2/44 [>.............................] - ETA: 10s - loss: 22.6007 3/44 [=>............................] - ETA: 10s - loss: 30.9146 4/44 [=>............................] - ETA: 10s - loss: 29.4885 5/44 [==>...........................] - ETA: 10s - loss: 26.6900 6/44 [===>..........................] - ETA: 9s - loss: 27.4925 7/44 [===>..........................] - ETA: 9s - loss: 29.2879 8/44 [====>.........................] - ETA: 9s - loss: 27.9071 9/44 [=====>........................] - ETA: 9s - loss: 27.4877 10/44 [=====>........................] - ETA: 8s - loss: 28.5644 11/44 [======>.......................] - ETA: 8s - loss: 28.1145 12/44 [=======>......................] - ETA: 8s - loss: 27.1875 13/44 [=======>......................] - ETA: 7s - loss: 26.7533 14/44 [========>.....................] - ETA: 7s - loss: 26.9058 15/44 [=========>....................] - ETA: 7s - loss: 27.7214 16/44 [=========>....................] - 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ETA: 10s - loss: 28.6456 4/44 [=>............................] - ETA: 10s - loss: 30.8040 5/44 [==>...........................] - ETA: 10s - loss: 29.3283 6/44 [===>..........................] - ETA: 9s - loss: 28.5401 7/44 [===>..........................] - ETA: 9s - loss: 26.3639 8/44 [====>.........................] - ETA: 9s - loss: 26.6756 9/44 [=====>........................] - ETA: 8s - loss: 28.9069 10/44 [=====>........................] - ETA: 8s - loss: 28.8165 11/44 [======>.......................] - ETA: 8s - loss: 27.4277 12/44 [=======>......................] - ETA: 8s - loss: 28.2990 13/44 [=======>......................] - ETA: 7s - loss: 27.9968 14/44 [========>.....................] - ETA: 7s - loss: 28.0880 15/44 [=========>....................] - ETA: 7s - loss: 27.8823 16/44 [=========>....................] - ETA: 7s - loss: 27.7848 17/44 [==========>...................] - ETA: 6s - loss: 28.3864 18/44 [===========>..................] - ETA: 6s - loss: 27.9063 19/44 [===========>..................] - 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ETA: 2s - loss: 27.2820 36/44 [=======================>......] - ETA: 2s - loss: 27.3827 37/44 [========================>.....] - ETA: 1s - loss: 27.2650 38/44 [========================>.....] - ETA: 1s - loss: 27.3264 39/44 [=========================>....] - ETA: 1s - loss: 27.3508 40/44 [==========================>...] - ETA: 1s - loss: 27.2884 41/44 [==========================>...] - ETA: 0s - loss: 27.7138 42/44 [===========================>..] - ETA: 0s - loss: 27.8387 43/44 [============================>.] - ETA: 0s - loss: 27.9451 44/44 [==============================] - 16s 360ms/step - loss: 27.8708 - val_loss: 26.8100 Epoch 75/100 1/44 [..............................] - ETA: 10s - loss: 36.6227 2/44 [>.............................] - ETA: 10s - loss: 29.8795 3/44 [=>............................] - ETA: 10s - loss: 28.9464 4/44 [=>............................] - ETA: 10s - loss: 30.8081 5/44 [==>...........................] - ETA: 9s - loss: 27.7361 6/44 [===>..........................] - 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ETA: 1s - loss: 28.1367 39/44 [=========================>....] - ETA: 1s - loss: 28.0822 40/44 [==========================>...] - ETA: 1s - loss: 28.2890 41/44 [==========================>...] - ETA: 0s - loss: 28.2518 42/44 [===========================>..] - ETA: 0s - loss: 28.1444 43/44 [============================>.] - ETA: 0s - loss: 28.1466 44/44 [==============================] - 16s 360ms/step - loss: 28.0780 - val_loss: 26.1429 Epoch 00075: ReduceLROnPlateau reducing learning rate to 1.0000000116860975e-08. Epoch 00075: early stopping