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all_results.txt
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Y002 gs://ak-us-train/models/11_16_2021_03h54m11s/all_model_epoch_94
50/50 [==============================] - 20s 382ms/step - loss: 1.2960 - accuracy: 0.6853 - top-5-accuracy: 0.8830
50/50 [==============================] - 19s 353ms/step - loss: 1.2965 - accuracy: 0.6853 - top-5-accuracy: 0.8826
50/50 [==============================] - 19s 346ms/step - loss: 1.2939 - accuracy: 0.6854 - top-5-accuracy: 0.8835
50/50 [==============================] - 20s 365ms/step - loss: 1.2980 - accuracy: 0.6848 - top-5-accuracy: 0.8828
50/50 [==============================] - 19s 346ms/step - loss: 1.2985 - accuracy: 0.6847 - top-5-accuracy: 0.8829
50/50 [==============================] - 19s 344ms/step - loss: 1.2965 - accuracy: 0.6850 - top-5-accuracy: 0.8831
50/50 [==============================] - 19s 353ms/step - loss: 1.2962 - accuracy: 0.6852 - top-5-accuracy: 0.8832
50/50 [==============================] - 18s 340ms/step - loss: 1.2956 - accuracy: 0.6853 - top-5-accuracy: 0.8832
50/50 [==============================] - 19s 357ms/step - loss: 1.2960 - accuracy: 0.6849 - top-5-accuracy: 0.8834
50/50 [==============================] - 19s 346ms/step - loss: 1.2960 - accuracy: 0.6855 - top-5-accuracy: 0.8830
Avg loss: 1.2963393568992614
Avg acc: 0.6851581931114197
Avg top5: 0.8830722391605377
Y004 gs://ak-us-train/models/12_10_2021_09h36m01s/all_model_epoch_96
50/50 [==============================] - 16s 296ms/step - loss: 1.1262 - accuracy: 0.7215 - top-5-accuracy: 0.9044
50/50 [==============================] - 14s 248ms/step - loss: 1.1292 - accuracy: 0.7210 - top-5-accuracy: 0.9041
50/50 [==============================] - 13s 246ms/step - loss: 1.1273 - accuracy: 0.7210 - top-5-accuracy: 0.9042
50/50 [==============================] - 15s 276ms/step - loss: 1.1269 - accuracy: 0.7209 - top-5-accuracy: 0.9043
50/50 [==============================] - 14s 258ms/step - loss: 1.1281 - accuracy: 0.7208 - top-5-accuracy: 0.9038
50/50 [==============================] - 14s 256ms/step - loss: 1.1252 - accuracy: 0.7210 - top-5-accuracy: 0.9044
50/50 [==============================] - 14s 259ms/step - loss: 1.1263 - accuracy: 0.7210 - top-5-accuracy: 0.9043
50/50 [==============================] - 15s 267ms/step - loss: 1.1256 - accuracy: 0.7213 - top-5-accuracy: 0.9045
50/50 [==============================] - 14s 252ms/step - loss: 1.1268 - accuracy: 0.7212 - top-5-accuracy: 0.9043
50/50 [==============================] - 14s 249ms/step - loss: 1.1253 - accuracy: 0.7213 - top-5-accuracy: 0.9046
Avg loss: 1.1266858577728271
Avg acc: 0.7210995972156524
Avg top5: 0.9042870879173279
Y006 gs://ak-us-train/models/12_05_2021_13h26m36s/all_model_epoch_94
50/50 [==============================] - 19s 351ms/step - loss: 1.1932 - accuracy: 0.7353 - top-5-accuracy: 0.9152
50/50 [==============================] - 18s 327ms/step - loss: 1.1916 - accuracy: 0.7358 - top-5-accuracy: 0.9153
50/50 [==============================] - 18s 334ms/step - loss: 1.1927 - accuracy: 0.7354 - top-5-accuracy: 0.9153
50/50 [==============================] - 19s 349ms/step - loss: 1.1936 - accuracy: 0.7352 - top-5-accuracy: 0.9150
50/50 [==============================] - 17s 323ms/step - loss: 1.1941 - accuracy: 0.7350 - top-5-accuracy: 0.9152
50/50 [==============================] - 20s 384ms/step - loss: 1.1943 - accuracy: 0.7348 - top-5-accuracy: 0.9151
50/50 [==============================] - 19s 363ms/step - loss: 1.1942 - accuracy: 0.7351 - top-5-accuracy: 0.9151
50/50 [==============================] - 19s 357ms/step - loss: 1.1930 - accuracy: 0.7352 - top-5-accuracy: 0.9153
50/50 [==============================] - 20s 371ms/step - loss: 1.1937 - accuracy: 0.7348 - top-5-accuracy: 0.9152
50/50 [==============================] - 19s 347ms/step - loss: 1.1923 - accuracy: 0.7353 - top-5-accuracy: 0.9155
Avg loss: 1.1932721734046936
Avg acc: 0.7351992011070252
Avg top5: 0.9152265429496765
Y008 gs://ak-us-train/models/12_01_2021_07h24m52s/all_model_epoch_94
50/50 [==============================] - 20s 369ms/step - loss: 1.1316 - accuracy: 0.7451 - top-5-accuracy: 0.9203
50/50 [==============================] - 18s 332ms/step - loss: 1.1331 - accuracy: 0.7450 - top-5-accuracy: 0.9203
50/50 [==============================] - 18s 335ms/step - loss: 1.1332 - accuracy: 0.7448 - top-5-accuracy: 0.9202
50/50 [==============================] - 18s 329ms/step - loss: 1.1332 - accuracy: 0.7448 - top-5-accuracy: 0.9204
50/50 [==============================] - 19s 350ms/step - loss: 1.1323 - accuracy: 0.7448 - top-5-accuracy: 0.9203
50/50 [==============================] - 19s 348ms/step - loss: 1.1343 - accuracy: 0.7445 - top-5-accuracy: 0.9200
50/50 [==============================] - 18s 340ms/step - loss: 1.1329 - accuracy: 0.7453 - top-5-accuracy: 0.9201
50/50 [==============================] - 18s 326ms/step - loss: 1.1333 - accuracy: 0.7447 - top-5-accuracy: 0.9202
50/50 [==============================] - 23s 442ms/step - loss: 1.1325 - accuracy: 0.7449 - top-5-accuracy: 0.9204
50/50 [==============================] - 21s 387ms/step - loss: 1.1343 - accuracy: 0.7444 - top-5-accuracy: 0.9201
Avg loss: 1.1330766320228576
Avg acc: 0.7448261439800262
Avg top5: 0.9202011466026306
Y016 gs://ak-us-train/models/11_28_2021_10h11m52s/all_model_epoch_94
50/50 [==============================] - 21s 393ms/step - loss: 0.9563 - accuracy: 0.7692 - top-5-accuracy: 0.9335
50/50 [==============================] - 20s 372ms/step - loss: 0.9552 - accuracy: 0.7694 - top-5-accuracy: 0.9334
50/50 [==============================] - 19s 357ms/step - loss: 0.9561 - accuracy: 0.7693 - top-5-accuracy: 0.9334
50/50 [==============================] - 19s 361ms/step - loss: 0.9539 - accuracy: 0.7694 - top-5-accuracy: 0.9337
50/50 [==============================] - 19s 360ms/step - loss: 0.9553 - accuracy: 0.7696 - top-5-accuracy: 0.9333
50/50 [==============================] - 19s 360ms/step - loss: 0.9560 - accuracy: 0.7690 - top-5-accuracy: 0.9333
50/50 [==============================] - 20s 378ms/step - loss: 0.9544 - accuracy: 0.7698 - top-5-accuracy: 0.9335
50/50 [==============================] - 20s 365ms/step - loss: 0.9550 - accuracy: 0.7699 - top-5-accuracy: 0.9335
50/50 [==============================] - 20s 352ms/step - loss: 0.9547 - accuracy: 0.7698 - top-5-accuracy: 0.9335
50/50 [==============================] - 20s 363ms/step - loss: 0.9549 - accuracy: 0.7697 - top-5-accuracy: 0.9335
Avg loss: 0.9551907896995544
Avg acc: 0.7695077955722809
Avg top5: 0.9334511578083038
Y032 gs://ak-us-train/models/11_27_2021_03h48m42s/all_model_epoch_94
50/50 [==============================] - 21s 380ms/step - loss: 0.8689 - accuracy: 0.7804 - top-5-accuracy: 0.9407
50/50 [==============================] - 19s 356ms/step - loss: 0.8689 - accuracy: 0.7805 - top-5-accuracy: 0.9406
50/50 [==============================] - 19s 348ms/step - loss: 0.8677 - accuracy: 0.7804 - top-5-accuracy: 0.9407
50/50 [==============================] - 19s 349ms/step - loss: 0.8672 - accuracy: 0.7806 - top-5-accuracy: 0.9408
50/50 [==============================] - 21s 381ms/step - loss: 0.8682 - accuracy: 0.7808 - top-5-accuracy: 0.9409
50/50 [==============================] - 20s 360ms/step - loss: 0.8674 - accuracy: 0.7807 - top-5-accuracy: 0.9409
50/50 [==============================] - 20s 368ms/step - loss: 0.8698 - accuracy: 0.7804 - top-5-accuracy: 0.9407
50/50 [==============================] - 19s 363ms/step - loss: 0.8699 - accuracy: 0.7798 - top-5-accuracy: 0.9406
50/50 [==============================] - 19s 355ms/step - loss: 0.8700 - accuracy: 0.7804 - top-5-accuracy: 0.9407
50/50 [==============================] - 20s 353ms/step - loss: 0.8682 - accuracy: 0.7808 - top-5-accuracy: 0.9409
Avg loss: 0.868620240688324
Avg acc: 0.7804921686649322
Avg top5: 0.9407616972923278
Y040 gs://ak-us-train/models/11_26_2021_11h30m09s/all_model_epoch_95
50/50 [==============================] - 17s 323ms/step - loss: 0.8666 - accuracy: 0.7821 - top-5-accuracy: 0.9420
50/50 [==============================] - 14s 249ms/step - loss: 0.8653 - accuracy: 0.7827 - top-5-accuracy: 0.9423
50/50 [==============================] - 15s 257ms/step - loss: 0.8678 - accuracy: 0.7818 - top-5-accuracy: 0.9422
50/50 [==============================] - 13s 240ms/step - loss: 0.8661 - accuracy: 0.7819 - top-5-accuracy: 0.9422
50/50 [==============================] - 14s 245ms/step - loss: 0.8653 - accuracy: 0.7823 - top-5-accuracy: 0.9423
50/50 [==============================] - 14s 253ms/step - loss: 0.8670 - accuracy: 0.7820 - top-5-accuracy: 0.9422
50/50 [==============================] - 14s 251ms/step - loss: 0.8662 - accuracy: 0.7820 - top-5-accuracy: 0.9422
50/50 [==============================] - 14s 260ms/step - loss: 0.8666 - accuracy: 0.7819 - top-5-accuracy: 0.9423
50/50 [==============================] - 14s 256ms/step - loss: 0.8671 - accuracy: 0.7817 - top-5-accuracy: 0.9421
50/50 [==============================] - 14s 243ms/step - loss: 0.8650 - accuracy: 0.7823 - top-5-accuracy: 0.9425
Avg loss: 0.8662986278533935
Avg acc: 0.7820644319057465
Avg top5: 0.942242157459259
Y064 gs://ak-us-train/models/11_26_2021_03h36m02s/all_model_epoch_95
50/50 [==============================] - 21s 386ms/step - loss: 0.8637 - accuracy: 0.7898 - top-5-accuracy: 0.9440
50/50 [==============================] - 13s 246ms/step - loss: 0.8642 - accuracy: 0.7900 - top-5-accuracy: 0.9441
50/50 [==============================] - 13s 244ms/step - loss: 0.8657 - accuracy: 0.7890 - top-5-accuracy: 0.9438
50/50 [==============================] - 13s 242ms/step - loss: 0.8651 - accuracy: 0.7893 - top-5-accuracy: 0.9439
50/50 [==============================] - 14s 246ms/step - loss: 0.8663 - accuracy: 0.7890 - top-5-accuracy: 0.9438
50/50 [==============================] - 14s 245ms/step - loss: 0.8649 - accuracy: 0.7896 - top-5-accuracy: 0.9439
50/50 [==============================] - 14s 256ms/step - loss: 0.8653 - accuracy: 0.7895 - top-5-accuracy: 0.9439
50/50 [==============================] - 14s 251ms/step - loss: 0.8653 - accuracy: 0.7894 - top-5-accuracy: 0.9437
50/50 [==============================] - 13s 243ms/step - loss: 0.8641 - accuracy: 0.7896 - top-5-accuracy: 0.9439
50/50 [==============================] - 14s 249ms/step - loss: 0.8627 - accuracy: 0.7899 - top-5-accuracy: 0.9442
Avg loss: 0.8647173583507538
Avg acc: 0.7895234167575836
Avg top5: 0.9439218521118165
Y080 gs://ak-us-train/models/11_24_2021_09h10m48s/all_model_epoch_96
50/50 [==============================] - 21s 392ms/step - loss: 0.8309 - accuracy: 0.7911 - top-5-accuracy: 0.9482
50/50 [==============================] - 20s 373ms/step - loss: 0.8307 - accuracy: 0.7911 - top-5-accuracy: 0.9481
50/50 [==============================] - 19s 357ms/step - loss: 0.8308 - accuracy: 0.7911 - top-5-accuracy: 0.9481
50/50 [==============================] - 20s 372ms/step - loss: 0.8308 - accuracy: 0.7912 - top-5-accuracy: 0.9481
50/50 [==============================] - 19s 352ms/step - loss: 0.8306 - accuracy: 0.7913 - top-5-accuracy: 0.9482
50/50 [==============================] - 19s 350ms/step - loss: 0.8310 - accuracy: 0.7908 - top-5-accuracy: 0.9481
50/50 [==============================] - 20s 364ms/step - loss: 0.8330 - accuracy: 0.7906 - top-5-accuracy: 0.9478
50/50 [==============================] - 19s 352ms/step - loss: 0.8294 - accuracy: 0.7914 - top-5-accuracy: 0.9483
50/50 [==============================] - 20s 366ms/step - loss: 0.8312 - accuracy: 0.7913 - top-5-accuracy: 0.9480
50/50 [==============================] - 19s 358ms/step - loss: 0.8299 - accuracy: 0.7912 - top-5-accuracy: 0.9482
Avg loss: 0.8308293581008911
Avg acc: 0.7911093652248382
Avg top5: 0.9481054425239563
Y120 gs://ak-us-train/models/11_22_2021_08h43m05s/all_model_epoch_96
50/50 [==============================] - 17s 319ms/step - loss: 0.8469 - accuracy: 0.7946 - top-5-accuracy: 0.9498
50/50 [==============================] - 15s 265ms/step - loss: 0.8457 - accuracy: 0.7949 - top-5-accuracy: 0.9501
50/50 [==============================] - 14s 240ms/step - loss: 0.8476 - accuracy: 0.7942 - top-5-accuracy: 0.9497
50/50 [==============================] - 14s 256ms/step - loss: 0.8472 - accuracy: 0.7943 - top-5-accuracy: 0.9498
50/50 [==============================] - 14s 253ms/step - loss: 0.8481 - accuracy: 0.7947 - top-5-accuracy: 0.9497
50/50 [==============================] - 14s 254ms/step - loss: 0.8470 - accuracy: 0.7945 - top-5-accuracy: 0.9497
50/50 [==============================] - 14s 248ms/step - loss: 0.8460 - accuracy: 0.7948 - top-5-accuracy: 0.9499
50/50 [==============================] - 14s 256ms/step - loss: 0.8462 - accuracy: 0.7946 - top-5-accuracy: 0.9500
50/50 [==============================] - 13s 240ms/step - loss: 0.8460 - accuracy: 0.7944 - top-5-accuracy: 0.9500
50/50 [==============================] - 14s 250ms/step - loss: 0.8473 - accuracy: 0.7948 - top-5-accuracy: 0.9497
Avg loss: 0.8468001067638398
Avg acc: 0.7945839703083039
Avg top5: 0.9498359084129333
Y160 gs://ak-us-train/models/11_23_2021_13h33m06s/all_model_epoch_95
50/50 [==============================] - 21s 382ms/step - loss: 0.8313 - accuracy: 0.7975 - top-5-accuracy: 0.9495
50/50 [==============================] - 19s 354ms/step - loss: 0.8305 - accuracy: 0.7972 - top-5-accuracy: 0.9497
50/50 [==============================] - 19s 339ms/step - loss: 0.8336 - accuracy: 0.7968 - top-5-accuracy: 0.9495
50/50 [==============================] - 19s 349ms/step - loss: 0.8317 - accuracy: 0.7972 - top-5-accuracy: 0.9494
50/50 [==============================] - 19s 353ms/step - loss: 0.8308 - accuracy: 0.7972 - top-5-accuracy: 0.9497
50/50 [==============================] - 19s 347ms/step - loss: 0.8309 - accuracy: 0.7972 - top-5-accuracy: 0.9496
50/50 [==============================] - 19s 350ms/step - loss: 0.8322 - accuracy: 0.7969 - top-5-accuracy: 0.9496
50/50 [==============================] - 19s 351ms/step - loss: 0.8312 - accuracy: 0.7972 - top-5-accuracy: 0.9496
50/50 [==============================] - 19s 347ms/step - loss: 0.8317 - accuracy: 0.7973 - top-5-accuracy: 0.9495
50/50 [==============================] - 20s 351ms/step - loss: 0.8332 - accuracy: 0.7967 - top-5-accuracy: 0.9492
Avg loss: 0.8317071259021759
Avg acc: 0.7971191287040711
Avg top5: 0.9495370864868165
Y320 gs://ak-us-train/models/11_26_2021_03h14m49s/all_model_epoch_96
50/50 [==============================] - 19s 360ms/step - loss: 0.8285 - accuracy: 0.8012 - top-5-accuracy: 0.9512
50/50 [==============================] - 18s 325ms/step - loss: 0.8272 - accuracy: 0.8016 - top-5-accuracy: 0.9515
50/50 [==============================] - 18s 319ms/step - loss: 0.8276 - accuracy: 0.8014 - top-5-accuracy: 0.9514
50/50 [==============================] - 18s 317ms/step - loss: 0.8290 - accuracy: 0.8010 - top-5-accuracy: 0.9511
50/50 [==============================] - 17s 313ms/step - loss: 0.8276 - accuracy: 0.8016 - top-5-accuracy: 0.9513
50/50 [==============================] - 17s 315ms/step - loss: 0.8276 - accuracy: 0.8015 - top-5-accuracy: 0.9513
50/50 [==============================] - 17s 313ms/step - loss: 0.8290 - accuracy: 0.8007 - top-5-accuracy: 0.9513
50/50 [==============================] - 18s 326ms/step - loss: 0.8300 - accuracy: 0.8011 - top-5-accuracy: 0.9512
50/50 [==============================] - 17s 316ms/step - loss: 0.8289 - accuracy: 0.8013 - top-5-accuracy: 0.9513
50/50 [==============================] - 17s 316ms/step - loss: 0.8287 - accuracy: 0.8014 - top-5-accuracy: 0.9513
Avg loss: 0.8283997893333435
Avg acc: 0.8012831807136536
Avg top5: 0.9512773215770721
##############################################################################################################################
X002 gs://ak-us-train/models/11_11_2021_10h51m15s/all_model_epoch_95
50/50 [==============================] - 20s 365ms/step - loss: 1.3419 - accuracy: 0.6731 - top-5-accuracy: 0.8767
50/50 [==============================] - 19s 355ms/step - loss: 1.3414 - accuracy: 0.6732 - top-5-accuracy: 0.8769
50/50 [==============================] - 19s 350ms/step - loss: 1.3400 - accuracy: 0.6734 - top-5-accuracy: 0.8771
50/50 [==============================] - 19s 348ms/step - loss: 1.3418 - accuracy: 0.6726 - top-5-accuracy: 0.8771
50/50 [==============================] - 18s 343ms/step - loss: 1.3402 - accuracy: 0.6734 - top-5-accuracy: 0.8772
50/50 [==============================] - 19s 349ms/step - loss: 1.3426 - accuracy: 0.6727 - top-5-accuracy: 0.8769
50/50 [==============================] - 20s 361ms/step - loss: 1.3419 - accuracy: 0.6727 - top-5-accuracy: 0.8769
50/50 [==============================] - 19s 346ms/step - loss: 1.3405 - accuracy: 0.6732 - top-5-accuracy: 0.8771
50/50 [==============================] - 19s 352ms/step - loss: 1.3404 - accuracy: 0.6735 - top-5-accuracy: 0.8772
50/50 [==============================] - 19s 342ms/step - loss: 1.3430 - accuracy: 0.6726 - top-5-accuracy: 0.8765
Avg loss: 1.3413720607757569
Avg acc: 0.6730468571186066
Avg top5: 0.8769394278526306
X004 gs://ak-us-train/models/10_26_2021_08h41m16s/all_model_epoch_96
50/50 [==============================] - 29s 410ms/step - loss: 1.1611 - accuracy: 0.7125 - top-5-accuracy: 0.9012
50/50 [==============================] - 19s 344ms/step - loss: 1.1641 - accuracy: 0.7119 - top-5-accuracy: 0.9009
50/50 [==============================] - 20s 369ms/step - loss: 1.1631 - accuracy: 0.7122 - top-5-accuracy: 0.9008
50/50 [==============================] - 18s 338ms/step - loss: 1.1628 - accuracy: 0.7121 - top-5-accuracy: 0.9009
50/50 [==============================] - 18s 344ms/step - loss: 1.1648 - accuracy: 0.7122 - top-5-accuracy: 0.9007
50/50 [==============================] - 20s 369ms/step - loss: 1.1642 - accuracy: 0.7122 - top-5-accuracy: 0.9008
50/50 [==============================] - 20s 369ms/step - loss: 1.1638 - accuracy: 0.7120 - top-5-accuracy: 0.9009
50/50 [==============================] - 20s 364ms/step - loss: 1.1633 - accuracy: 0.7121 - top-5-accuracy: 0.9010
50/50 [==============================] - 20s 372ms/step - loss: 1.1631 - accuracy: 0.7126 - top-5-accuracy: 0.9009
50/50 [==============================] - 20s 368ms/step - loss: 1.1618 - accuracy: 0.7125 - top-5-accuracy: 0.9011
Avg loss: 1.1632102847099304
Avg acc: 0.7122441291809082
Avg top5: 0.9009179532527923
X006 gs://ak-us-train/models/11_17_2021_08h02m55s/all_model_epoch_98
50/50 [==============================] - 22s 413ms/step - loss: 1.1335 - accuracy: 0.7248 - top-5-accuracy: 0.9097
50/50 [==============================] - 18s 341ms/step - loss: 1.1334 - accuracy: 0.7247 - top-5-accuracy: 0.9097
50/50 [==============================] - 19s 350ms/step - loss: 1.1370 - accuracy: 0.7241 - top-5-accuracy: 0.9091
50/50 [==============================] - 20s 354ms/step - loss: 1.1363 - accuracy: 0.7243 - top-5-accuracy: 0.9089
50/50 [==============================] - 20s 363ms/step - loss: 1.1360 - accuracy: 0.7241 - top-5-accuracy: 0.9091
50/50 [==============================] - 19s 357ms/step - loss: 1.1347 - accuracy: 0.7244 - top-5-accuracy: 0.9092
50/50 [==============================] - 19s 361ms/step - loss: 1.1363 - accuracy: 0.7245 - top-5-accuracy: 0.9089
50/50 [==============================] - 19s 353ms/step - loss: 1.1355 - accuracy: 0.7242 - top-5-accuracy: 0.9092
50/50 [==============================] - 19s 349ms/step - loss: 1.1334 - accuracy: 0.7250 - top-5-accuracy: 0.9095
50/50 [==============================] - 19s 351ms/step - loss: 1.1351 - accuracy: 0.7243 - top-5-accuracy: 0.9094
Avg loss: 1.13511780500412
Avg acc: 0.7244453012943268
Avg top5: 0.9092597484588623
X008 gs://ak-us-train/models/10_26_2021_08h46m10s/all_model_epoch_97
50/50 [==============================] - 31s 462ms/step - loss: 1.0752 - accuracy: 0.7346 - top-5-accuracy: 0.9143
50/50 [==============================] - 19s 352ms/step - loss: 1.0750 - accuracy: 0.7344 - top-5-accuracy: 0.9145
50/50 [==============================] - 19s 357ms/step - loss: 1.0744 - accuracy: 0.7347 - top-5-accuracy: 0.9143
50/50 [==============================] - 20s 361ms/step - loss: 1.0722 - accuracy: 0.7351 - top-5-accuracy: 0.9148
50/50 [==============================] - 20s 368ms/step - loss: 1.0742 - accuracy: 0.7342 - top-5-accuracy: 0.9147
50/50 [==============================] - 19s 363ms/step - loss: 1.0755 - accuracy: 0.7344 - top-5-accuracy: 0.9143
50/50 [==============================] - 20s 370ms/step - loss: 1.0738 - accuracy: 0.7345 - top-5-accuracy: 0.9147
50/50 [==============================] - 20s 370ms/step - loss: 1.0760 - accuracy: 0.7343 - top-5-accuracy: 0.9143
50/50 [==============================] - 20s 361ms/step - loss: 1.0748 - accuracy: 0.7347 - top-5-accuracy: 0.9146
50/50 [==============================] - 19s 359ms/step - loss: 1.0762 - accuracy: 0.7342 - top-5-accuracy: 0.9143
Avg loss: 1.0747286915779113
Avg acc: 0.7345253765583039
Avg top5: 0.9144628584384918
X016 gs://ak-us-train/models/10_28_2021_12h59m13s/all_model_epoch_94
75.55
X032 gs://ak-us-train/models/10_28_2021_17h54m03s/all_model_epoch_96
50/50 [==============================] - 25s 274ms/step - loss: 0.9769 - accuracy: 0.7709 - top-5-accuracy: 0.9348
50/50 [==============================] - 13s 233ms/step - loss: 0.9766 - accuracy: 0.7708 - top-5-accuracy: 0.9347
50/50 [==============================] - 14s 250ms/step - loss: 0.9752 - accuracy: 0.7713 - top-5-accuracy: 0.9349
50/50 [==============================] - 13s 244ms/step - loss: 0.9776 - accuracy: 0.7706 - top-5-accuracy: 0.9348
50/50 [==============================] - 13s 236ms/step - loss: 0.9780 - accuracy: 0.7708 - top-5-accuracy: 0.9347
50/50 [==============================] - 13s 233ms/step - loss: 0.9772 - accuracy: 0.7711 - top-5-accuracy: 0.9347
50/50 [==============================] - 13s 233ms/step - loss: 0.9761 - accuracy: 0.7710 - top-5-accuracy: 0.9348
50/50 [==============================] - 13s 237ms/step - loss: 0.9769 - accuracy: 0.7710 - top-5-accuracy: 0.9347
50/50 [==============================] - 13s 236ms/step - loss: 0.9775 - accuracy: 0.7709 - top-5-accuracy: 0.9347
50/50 [==============================] - 13s 242ms/step - loss: 0.9772 - accuracy: 0.7708 - top-5-accuracy: 0.9347
Avg loss: 0.976917964220047
Avg acc: 0.7709238111972809
Avg top5: 0.934763640165329
X040 gs://ak-us-train/models/10_30_2021_09h13m50s/all_model_epoch_94
50/50 [==============================] - 29s 387ms/step - loss: 0.8817 - accuracy: 0.7785 - top-5-accuracy: 0.9384
50/50 [==============================] - 13s 239ms/step - loss: 0.8834 - accuracy: 0.7785 - top-5-accuracy: 0.9383
50/50 [==============================] - 14s 249ms/step - loss: 0.8814 - accuracy: 0.7789 - top-5-accuracy: 0.9384
50/50 [==============================] - 14s 253ms/step - loss: 0.8824 - accuracy: 0.7786 - top-5-accuracy: 0.9384
50/50 [==============================] - 14s 243ms/step - loss: 0.8818 - accuracy: 0.7788 - top-5-accuracy: 0.9385
50/50 [==============================] - 13s 245ms/step - loss: 0.8815 - accuracy: 0.7784 - top-5-accuracy: 0.9385
50/50 [==============================] - 14s 245ms/step - loss: 0.8812 - accuracy: 0.7788 - top-5-accuracy: 0.9385
50/50 [==============================] - 14s 250ms/step - loss: 0.8794 - accuracy: 0.7794 - top-5-accuracy: 0.9386
50/50 [==============================] - 13s 240ms/step - loss: 0.8824 - accuracy: 0.7785 - top-5-accuracy: 0.9384
50/50 [==============================] - 14s 249ms/step - loss: 0.8816 - accuracy: 0.7789 - top-5-accuracy: 0.9385
Avg loss: 0.8816604018211365
Avg acc: 0.7787245869636535
Avg top5: 0.9384413897991181
X064 gs://ak-us-train/models/11_05_2021_05h00m49s/all_model_epoch_97
50/50 [==============================] - 18s 339ms/step - loss: 0.9090 - accuracy: 0.7818 - top-5-accuracy: 0.9422
50/50 [==============================] - 13s 235ms/step - loss: 0.9067 - accuracy: 0.7820 - top-5-accuracy: 0.9425
50/50 [==============================] - 14s 245ms/step - loss: 0.9056 - accuracy: 0.7827 - top-5-accuracy: 0.9425
50/50 [==============================] - 13s 235ms/step - loss: 0.9070 - accuracy: 0.7821 - top-5-accuracy: 0.9425
50/50 [==============================] - 13s 230ms/step - loss: 0.9057 - accuracy: 0.7826 - top-5-accuracy: 0.9427
50/50 [==============================] - 14s 247ms/step - loss: 0.9062 - accuracy: 0.7825 - top-5-accuracy: 0.9426
50/50 [==============================] - 13s 241ms/step - loss: 0.9085 - accuracy: 0.7817 - top-5-accuracy: 0.9423
50/50 [==============================] - 15s 257ms/step - loss: 0.9070 - accuracy: 0.7824 - top-5-accuracy: 0.9424
50/50 [==============================] - 13s 241ms/step - loss: 0.9051 - accuracy: 0.7830 - top-5-accuracy: 0.9428
50/50 [==============================] - 13s 233ms/step - loss: 0.9068 - accuracy: 0.7822 - top-5-accuracy: 0.9425
Avg loss: 0.906760174036026
Avg acc: 0.7822968602180481
Avg top5: 0.9424843609333038
X080 gs://ak-us-train/models/11_08_2021_13h07m18s/all_model_epoch_94
09-Nov-21 05:08:27 INFO : Model loaded
50/50 [==============================] - 20s 379ms/step - loss: 0.8940 - accuracy: 0.7841 - top-5-accuracy: 0.9428
50/50 [==============================] - 19s 352ms/step - loss: 0.8948 - accuracy: 0.7841 - top-5-accuracy: 0.9427
50/50 [==============================] - 20s 369ms/step - loss: 0.8945 - accuracy: 0.7845 - top-5-accuracy: 0.9425
50/50 [==============================] - 19s 342ms/step - loss: 0.8939 - accuracy: 0.7846 - top-5-accuracy: 0.9426
50/50 [==============================] - 19s 363ms/step - loss: 0.8960 - accuracy: 0.7841 - top-5-accuracy: 0.9424
50/50 [==============================] - 19s 353ms/step - loss: 0.8934 - accuracy: 0.7845 - top-5-accuracy: 0.9428
50/50 [==============================] - 19s 341ms/step - loss: 0.8957 - accuracy: 0.7838 - top-5-accuracy: 0.9424
50/50 [==============================] - 19s 343ms/step - loss: 0.8954 - accuracy: 0.7841 - top-5-accuracy: 0.9424
50/50 [==============================] - 19s 352ms/step - loss: 0.8945 - accuracy: 0.7839 - top-5-accuracy: 0.9425
50/50 [==============================] - 19s 345ms/step - loss: 0.8948 - accuracy: 0.7842 - top-5-accuracy: 0.9427
Avg loss: 0.8947060763835907
Avg acc: 0.7841894388198852
Avg top5: 0.942583966255188
X120 gs://ak-us-train/models/11_08_2021_08h31m23s/all_model_epoch_97
50/50 [==============================] - 17s 306ms/step - loss: 0.8613 - accuracy: 0.7907 - top-5-accuracy: 0.9469
50/50 [==============================] - 14s 247ms/step - loss: 0.8611 - accuracy: 0.7904 - top-5-accuracy: 0.9470
50/50 [==============================] - 14s 257ms/step - loss: 0.8603 - accuracy: 0.7911 - top-5-accuracy: 0.9470
50/50 [==============================] - 14s 248ms/step - loss: 0.8625 - accuracy: 0.7904 - top-5-accuracy: 0.9469
50/50 [==============================] - 14s 247ms/step - loss: 0.8608 - accuracy: 0.7908 - top-5-accuracy: 0.9470
50/50 [==============================] - 14s 238ms/step - loss: 0.8596 - accuracy: 0.7913 - top-5-accuracy: 0.9470
50/50 [==============================] - 14s 256ms/step - loss: 0.8608 - accuracy: 0.7909 - top-5-accuracy: 0.9468
50/50 [==============================] - 14s 249ms/step - loss: 0.8595 - accuracy: 0.7911 - top-5-accuracy: 0.9470
50/50 [==============================] - 16s 282ms/step - loss: 0.8599 - accuracy: 0.7911 - top-5-accuracy: 0.9471
50/50 [==============================] - 14s 247ms/step - loss: 0.8592 - accuracy: 0.7914 - top-5-accuracy: 0.9473
Avg loss: 0.860485178232193
Avg acc: 0.7909257590770722
Avg top5: 0.947013646364212
X160 gs://ak-us-train/models/11_10_2021_11h05m01s/all_model_epoch_96
50/50 [==============================] - 21s 391ms/step - loss: 0.8469 - accuracy: 0.7954 - top-5-accuracy: 0.9492
50/50 [==============================] - 21s 379ms/step - loss: 0.8475 - accuracy: 0.7955 - top-5-accuracy: 0.9491
50/50 [==============================] - 21s 385ms/step - loss: 0.8467 - accuracy: 0.7957 - top-5-accuracy: 0.9491
50/50 [==============================] - 21s 381ms/step - loss: 0.8471 - accuracy: 0.7954 - top-5-accuracy: 0.9494
50/50 [==============================] - 21s 390ms/step - loss: 0.8464 - accuracy: 0.7955 - top-5-accuracy: 0.9493
50/50 [==============================] - 20s 382ms/step - loss: 0.8473 - accuracy: 0.7950 - top-5-accuracy: 0.9491
50/50 [==============================] - 20s 380ms/step - loss: 0.8471 - accuracy: 0.7953 - top-5-accuracy: 0.9490
50/50 [==============================] - 20s 379ms/step - loss: 0.8484 - accuracy: 0.7953 - top-5-accuracy: 0.9490
50/50 [==============================] - 21s 380ms/step - loss: 0.8480 - accuracy: 0.7949 - top-5-accuracy: 0.9491
50/50 [==============================] - 20s 376ms/step - loss: 0.8460 - accuracy: 0.7955 - top-5-accuracy: 0.9493
Avg loss: 0.8471420645713806
Avg acc: 0.7953554511070251
Avg top5: 0.9491425514221191
X320 gs://ak-us-train/models/11_09_2021_13h39m30s/all_model_epoch_97
50/50 [==============================] - 18s 336ms/step - loss: 0.8173 - accuracy: 0.8038 - top-5-accuracy: 0.9523
50/50 [==============================] - 18s 337ms/step - loss: 0.8176 - accuracy: 0.8038 - top-5-accuracy: 0.9522
50/50 [==============================] - 18s 336ms/step - loss: 0.8173 - accuracy: 0.8035 - top-5-accuracy: 0.9521
50/50 [==============================] - 18s 339ms/step - loss: 0.8192 - accuracy: 0.8033 - top-5-accuracy: 0.9520
50/50 [==============================] - 18s 339ms/step - loss: 0.8185 - accuracy: 0.8034 - top-5-accuracy: 0.9522
50/50 [==============================] - 18s 337ms/step - loss: 0.8191 - accuracy: 0.8035 - top-5-accuracy: 0.9521
50/50 [==============================] - 19s 343ms/step - loss: 0.8181 - accuracy: 0.8035 - top-5-accuracy: 0.9520
50/50 [==============================] - 18s 335ms/step - loss: 0.8184 - accuracy: 0.8035 - top-5-accuracy: 0.9522
50/50 [==============================] - 18s 336ms/step - loss: 0.8171 - accuracy: 0.8036 - top-5-accuracy: 0.9523
50/50 [==============================] - 18s 337ms/step - loss: 0.8170 - accuracy: 0.8038 - top-5-accuracy: 0.9522
Avg loss: 0.8179612636566163
Avg acc: 0.8035644352436065
Avg top5: 0.9521542727947235