main.log

2019-04-02 12:34:12.383845: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2019-04-02 12:34:12.876199: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 1999990000 Hz
2019-04-02 12:34:12.894490: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x564ad440f370 executing computations on platform Host. Devices:
2019-04-02 12:34:12.894522: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): <undefined>, <undefined>
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorlayer/layers/recurrent.py:1107: LSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.
Instructions for updating:
This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorlayer/layers/recurrent.py:1146: MultiRNNCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.
Instructions for updating:
This class is equivalent as tf.keras.layers.StackedRNNCells, and will be replaced by that in Tensorflow 2.0.
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorlayer/layers/recurrent.py:1181: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version.
Instructions for updating:
Please use `keras.layers.RNN(cell)`, which is equivalent to this API
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorflow/python/ops/rnn.py:626: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py:1259: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.
Instructions for updating:
Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.
WARNING:tensorflow:From /home/muskrat/.local/lib/python3.6/site-packages/tensorlayer/cost.py:462: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.

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Epoch[1/15]:   8%|▊         | 234/2852 [12:28<2:12:39,  3.04s/it]
Epoch[1/15]:   8%|▊         | 235/2852 [12:31<2:14:54,  3.09s/it]
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Epoch[1/15]:   9%|▊         | 246/2852 [13:07<2:21:58,  3.27s/it]
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Epoch[1/15]:   9%|▉         | 252/2852 [13:26<2:17:26,  3.17s/it]
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Epoch[1/15]:   9%|▉         | 254/2852 [13:32<2:16:56,  3.16s/it]
Epoch[1/15]:   9%|▉         | 255/2852 [13:35<2:17:42,  3.18s/it]
Epoch[1/15]:   9%|▉         | 256/2852 [13:38<2:18:24,  3.20s/it]
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Epoch[1/15]:  13%|█▎        | 384/2852 [20:20<2:11:58,  3.21s/it]
Epoch[1/15]:  13%|█▎        | 385/2852 [20:23<2:10:13,  3.17s/it]
Epoch[1/15]:  14%|█▎        | 386/2852 [20:26<2:10:25,  3.17s/it]
Epoch[1/15]:  14%|█▎        | 387/2852 [20:29<2:11:21,  3.20s/it]
Epoch[1/15]:  14%|█▎        | 388/2852 [20:32<2:10:08,  3.17s/it]
Epoch[1/15]:  14%|█▎        | 389/2852 [20:35<2:08:22,  3.13s/it]
Epoch[1/15]:  14%|█▎        | 390/2852 [20:38<2:06:17,  3.08s/it]
Epoch[1/15]:  14%|█▎        | 391/2852 [20:41<2:08:04,  3.12s/it]
Epoch[1/15]:  14%|█▎        | 392/2852 [20:45<2:09:08,  3.15s/it]
Epoch[1/15]:  14%|█▍        | 393/2852 [20:48<2:07:38,  3.11s/it]
Epoch[1/15]:  14%|█▍        | 394/2852 [20:51<2:08:27,  3.14s/it]
Epoch[1/15]:  14%|█▍        | 395/2852 [20:54<2:07:48,  3.12s/it]
Epoch[1/15]:  14%|█▍        | 396/2852 [20:57<2:08:26,  3.14s/it]
Epoch[1/15]:  14%|█▍        | 397/2852 [21:00<2:05:55,  3.08s/it]
Epoch[1/15]:  14%|█▍        | 398/2852 [21:03<2:06:30,  3.09s/it]
Epoch[1/15]:  14%|█▍        | 399/2852 [21:06<2:08:02,  3.13s/it]
Epoch[1/15]:  14%|█▍        | 400/2852 [21:10<2:08:10,  3.14s/it]
Epoch[1/15]:  14%|█▍        | 401/2852 [21:13<2:06:15,  3.09s/it]
Epoch[1/15]:  14%|█▍        | 402/2852 [21:16<2:07:42,  3.13s/it]
Epoch[1/15]:  14%|█▍        | 403/2852 [21:19<2:08:36,  3.15s/it]
Epoch[1/15]:  14%|█▍        | 404/2852 [21:22<2:09:20,  3.17s/it]
Epoch[1/15]:  14%|█▍        | 405/2852 [21:25<2:07:35,  3.13s/it]
Epoch[1/15]:  14%|█▍        | 406/2852 [21:28<2:09:10,  3.17s/it]
Epoch[1/15]:  14%|█▍        | 407/2852 [21:32<2:09:31,  3.18s/it]
Epoch[1/15]:  14%|█▍        | 408/2852 [21:35<2:07:18,  3.13s/it]
Epoch[1/15]:  14%|█▍        | 409/2852 [21:38<2:07:24,  3.13s/it]
Epoch[1/15]:  14%|█▍        | 410/2852 [21:41<2:06:36,  3.11s/it]
Epoch[1/15]:  14%|█▍        | 411/2852 [21:44<2:08:26,  3.16s/it]
Epoch[1/15]:  14%|█▍        | 412/2852 [21:47<2:09:48,  3.19s/it]
Epoch[1/15]:  14%|█▍        | 413/2852 [21:50<2:07:58,  3.15s/it]
Epoch[1/15]:  15%|█▍        | 414/2852 [21:54<2:07:49,  3.15s/it]
Epoch[1/15]:  15%|█▍        | 415/2852 [21:57<2:06:19,  3.11s/it]
Epoch[1/15]:  15%|█▍        | 416/2852 [22:00<2:09:56,  3.20s/it]
Epoch[1/15]:  15%|█▍        | 417/2852 [22:03<2:11:15,  3.23s/it]
Epoch[1/15]:  15%|█▍        | 418/2852 [22:06<2:10:15,  3.21s/it]
Epoch[1/15]:  15%|█▍        | 419/2852 [22:10<2:13:53,  3.30s/it]
Epoch[1/15]:  15%|█▍        | 420/2852 [22:13<2:15:05,  3.33s/it]
Epoch[1/15]:  15%|█▍        | 421/2852 [22:17<2:15:52,  3.35s/it]
Epoch[1/15]:  15%|█▍        | 422/2852 [22:20<2:16:01,  3.36s/it]
Epoch[1/15]:  15%|█▍        | 423/2852 [22:23<2:12:48,  3.28s/it]
Epoch[1/15]:  15%|█▍        | 424/2852 [22:27<2:13:40,  3.30s/it]
Epoch[1/15]:  15%|█▍        | 425/2852 [22:30<2:14:36,  3.33s/it]
Epoch[1/15]:  15%|█▍        | 426/2852 [22:33<2:10:43,  3.23s/it]
Epoch[1/15]:  15%|█▍        | 427/2852 [22:36<2:11:48,  3.26s/it]
Epoch[1/15]:  15%|█▌        | 428/2852 [22:40<2:12:20,  3.28s/it]
Epoch[1/15]:  15%|█▌        | 429/2852 [22:43<2:12:23,  3.28s/it]
Epoch[1/15]:  15%|█▌        | 430/2852 [22:46<2:12:12,  3.28s/it]
Epoch[1/15]:  15%|█▌        | 431/2852 [22:49<2:10:10,  3.23s/it]
Epoch[1/15]:  15%|█▌        | 432/2852 [22:52<2:08:34,  3.19s/it]
Epoch[1/15]:  15%|█▌        | 433/2852 [22:56<2:08:38,  3.19s/it]
Epoch[1/15]:  15%|█▌        | 434/2852 [22:59<2:09:09,  3.20s/it]
Epoch[1/15]:  15%|█▌        | 435/2852 [23:02<2:08:21,  3.19s/it]
Epoch[1/15]:  15%|█▌        | 436/2852 [23:05<2:08:16,  3.19s/it]
Epoch[1/15]:  15%|█▌        | 437/2852 [23:08<2:04:44,  3.10s/it]
Epoch[1/15]:  15%|█▌        | 438/2852 [23:11<2:02:36,  3.05s/it]
Epoch[1/15]:  15%|█▌        | 439/2852 [23:14<2:01:13,  3.01s/it]
Epoch[1/15]:  15%|█▌        | 440/2852 [23:17<2:02:09,  3.04s/it]
Epoch[1/15]:  15%|█▌        | 441/2852 [23:20<2:03:51,  3.08s/it]
Epoch[1/15]:  15%|█▌        | 442/2852 [23:23<2:03:21,  3.07s/it]
Epoch[1/15]:  16%|█▌        | 443/2852 [23:26<2:01:52,  3.04s/it]
Epoch[1/15]:  16%|█▌        | 444/2852 [23:29<2:02:04,  3.04s/it]
Epoch[1/15]:  16%|█▌        | 445/2852 [23:32<2:00:35,  3.01s/it]
Epoch[1/15]:  16%|█▌        | 446/2852 [23:35<2:00:28,  3.00s/it]
Epoch[1/15]:  16%|█▌        | 447/2852 [23:38<2:01:28,  3.03s/it]
Epoch[1/15]:  16%|█▌        | 448/2852 [23:42<2:03:35,  3.08s/it]
Epoch[1/15]:  16%|█▌        | 449/2852 [23:45<2:04:13,  3.10s/it]
Epoch[1/15]:  16%|█▌        | 450/2852 [23:48<2:02:17,  3.05s/it]
Epoch[1/15]:  16%|█▌        | 451/2852 [23:51<2:00:43,  3.02s/it]
Epoch[1/15]:  16%|█▌        | 452/2852 [23:54<2:02:48,  3.07s/it]
Epoch[1/15]:  16%|█▌        | 453/2852 [23:57<2:02:19,  3.06s/it]
Epoch[1/15]:  16%|█▌        | 454/2852 [24:00<2:02:43,  3.07s/it]
Epoch[1/15]:  16%|█▌        | 455/2852 [24:03<2:02:17,  3.06s/it]
Epoch[1/15]:  16%|█▌        | 456/2852 [24:06<2:04:01,  3.11s/it]
Epoch[1/15]:  16%|█▌        | 457/2852 [24:09<2:03:17,  3.09s/it]
Epoch[1/15]:  16%|█▌        | 458/2852 [24:12<2:04:16,  3.11s/it]
Epoch[1/15]:  16%|█▌        | 459/2852 [24:16<2:05:03,  3.14s/it]
Epoch[1/15]:  16%|█▌        | 460/2852 [24:19<2:06:03,  3.16s/it]
Epoch[1/15]:  16%|█▌        | 461/2852 [24:22<2:02:11,  3.07s/it]
Epoch[1/15]:  16%|█▌        | 462/2852 [24:25<2:02:56,  3.09s/it]
Epoch[1/15]:  16%|█▌        | 463/2852 [24:28<2:03:19,  3.10s/it]
Epoch[1/15]:  16%|█▋        | 464/2852 [24:31<2:03:46,  3.11s/it]
Epoch[1/15]:  16%|█▋        | 465/2852 [24:34<2:04:49,  3.14s/it]
Epoch[1/15]:  16%|█▋        | 466/2852 [24:37<2:05:10,  3.15s/it]
Epoch[1/15]:  16%|█▋        | 467/2852 [24:40<2:04:52,  3.14s/it]
Epoch[1/15]:  16%|█▋        | 468/2852 [24:44<2:05:59,  3.17s/it]
Epoch[1/15]:  16%|█▋        | 469/2852 [24:47<2:05:20,  3.16s/it]
Epoch[1/15]:  16%|█▋        | 470/2852 [24:50<2:04:03,  3.13s/it]
Epoch[1/15]:  17%|█▋        | 471/2852 [24:53<2:03:12,  3.10s/it]
Epoch[1/15]:  17%|█▋        | 472/2852 [24:56<2:02:51,  3.10s/it]
Epoch[1/15]:  17%|█▋        | 473/2852 [24:59<2:03:50,  3.12s/it]
Epoch[1/15]:  17%|█▋        | 474/2852 [25:02<2:03:50,  3.12s/it]
Epoch[1/15]:  17%|█▋        | 475/2852 [25:06<2:04:25,  3.14s/it]
Epoch[1/15]:  17%|█▋        | 476/2852 [25:08<2:01:54,  3.08s/it]
Epoch[1/15]:  17%|█▋        | 477/2852 [25:12<2:02:10,  3.09s/it]
Epoch[1/15]:  17%|█▋        | 478/2852 [25:15<2:02:09,  3.09s/it]
Epoch[1/15]:  17%|█▋        | 479/2852 [25:17<1:59:19,  3.02s/it]
Epoch[1/15]:  17%|█▋        | 480/2852 [25:20<1:58:14,  2.99s/it]
Epoch[1/15]:  17%|█▋        | 481/2852 [25:24<2:00:19,  3.04s/it]
Epoch[1/15]:  17%|█▋        | 482/2852 [25:27<2:01:03,  3.06s/it]
Epoch[1/15]:  17%|█▋        | 483/2852 [25:30<2:00:09,  3.04s/it]
Epoch[1/15]:  17%|█▋        | 484/2852 [25:33<2:00:44,  3.06s/it]
Epoch[1/15]:  17%|█▋        | 485/2852 [25:36<2:02:15,  3.10s/it]
Epoch[1/15]:  17%|█▋        | 486/2852 [25:39<2:00:35,  3.06s/it]
Epoch[1/15]:  17%|█▋        | 487/2852 [25:42<2:01:14,  3.08s/it]
Epoch[1/15]:  17%|█▋        | 488/2852 [25:45<1:59:16,  3.03s/it]
Epoch[1/15]:  17%|█▋        | 489/2852 [25:48<1:59:32,  3.04s/it]
Epoch[1/15]:  17%|█▋        | 490/2852 [25:51<2:01:19,  3.08s/it]
Epoch[1/15]:  17%|█▋        | 491/2852 [25:54<2:03:04,  3.13s/it]
Epoch[1/15]:  17%|█▋        | 492/2852 [25:57<2:01:49,  3.10s/it]
Epoch[1/15]:  17%|█▋        | 493/2852 [26:00<1:54:09,  2.90s/it]
Epoch[1/15]:  17%|█▋        | 494/2852 [26:03<1:56:22,  2.96s/it]
Epoch[1/15]:  17%|█▋        | 495/2852 [26:06<1:58:00,  3.00s/it]
Epoch[1/15]:  17%|█▋        | 496/2852 [26:09<1:59:04,  3.03s/it]
Epoch[1/15]:  17%|█▋        | 497/2852 [26:12<2:00:40,  3.07s/it]
Epoch[1/15]:  17%|█▋        | 498/2852 [26:16<2:02:25,  3.12s/it]
Epoch[1/15]:  17%|█▋        | 499/2852 [26:18<1:58:07,  3.01s/it]
Epoch[1/15]:  18%|█▊        | 500/2852 [26:21<1:58:44,  3.03s/it]
Epoch[1/15]:  18%|█▊        | 501/2852 [26:25<2:00:15,  3.07s/it]
Epoch[1/15]:  18%|█▊        | 502/2852 [26:28<2:02:54,  3.14s/it]
Epoch[1/15]:  18%|█▊        | 503/2852 [26:31<2:04:23,  3.18s/it]
Epoch[1/15]:  18%|█▊        | 504/2852 [26:34<2:03:35,  3.16s/it]
Epoch[1/15]:  18%|█▊        | 505/2852 [26:37<2:03:46,  3.16s/it]
Epoch[1/15]:  18%|█▊        | 506/2852 [26:40<2:01:33,  3.11s/it]
Epoch[1/15]:  18%|█▊        | 507/2852 [26:44<2:02:42,  3.14s/it]
Epoch[1/15]:  18%|█▊        | 508/2852 [26:47<2:02:54,  3.15s/it]
Epoch[1/15]:  18%|█▊        | 509/2852 [26:50<2:03:28,  3.16s/it]
Epoch[1/15]:  18%|█▊        | 510/2852 [26:53<2:02:51,  3.15s/it]
Epoch[1/15]:  18%|█▊        | 511/2852 [26:56<2:01:25,  3.11s/it]
Epoch[1/15]:  18%|█▊        | 512/2852 [26:59<2:01:58,  3.13s/it]
Epoch[1/15]:  18%|█▊        | 513/2852 [27:03<2:02:47,  3.15s/it]
Epoch[1/15]:  18%|█▊        | 514/2852 [27:06<2:04:25,  3.19s/it]
Epoch[1/15]:  18%|█▊        | 515/2852 [27:09<2:04:48,  3.20s/it]
Epoch[1/15]:  18%|█▊        | 516/2852 [27:12<2:03:48,  3.18s/it]
Epoch[1/15]:  18%|█▊        | 517/2852 [27:15<2:01:14,  3.12s/it]
Epoch[1/15]:  18%|█▊        | 518/2852 [27:18<2:01:07,  3.11s/it]
Epoch[1/15]:  18%|█▊        | 519/2852 [27:21<2:01:55,  3.14s/it]
Epoch[1/15]:  18%|█▊        | 520/2852 [27:24<1:59:23,  3.07s/it]
Epoch[1/15]:  18%|█▊        | 521/2852 [27:28<2:00:00,  3.09s/it]
Epoch[1/15]:  18%|█▊        | 522/2852 [27:30<1:58:19,  3.05s/it]
Epoch[1/15]:  18%|█▊        | 523/2852 [27:34<2:00:08,  3.10s/it]
Epoch[1/15]:  18%|█▊        | 524/2852 [27:37<1:59:12,  3.07s/it]
Epoch[1/15]:  18%|█▊        | 525/2852 [27:40<2:00:41,  3.11s/it]
Epoch[1/15]:  18%|█▊        | 526/2852 [27:43<1:59:13,  3.08s/it]
Epoch[1/15]:  18%|█▊        | 527/2852 [27:46<1:59:38,  3.09s/it]
Epoch[1/15]:  19%|█▊        | 528/2852 [27:49<1:58:54,  3.07s/it]
Epoch[1/15]:  19%|█▊        | 529/2852 [27:52<2:00:19,  3.11s/it]
Epoch[1/15]:  19%|█▊        | 530/2852 [27:55<2:00:30,  3.11s/it]
Epoch[1/15]:  19%|█▊        | 531/2852 [27:58<1:56:12,  3.00s/it]
Epoch[1/15]:  19%|█▊        | 532/2852 [28:01<1:58:25,  3.06s/it]
Epoch[1/15]:  19%|█▊        | 533/2852 [28:05<2:00:14,  3.11s/it]
Epoch[1/15]:  19%|█▊        | 534/2852 [28:07<1:58:30,  3.07s/it]
Epoch[1/15]:  19%|█▉        | 535/2852 [28:11<1:59:02,  3.08s/it]
Epoch[1/15]:  19%|█▉        | 536/2852 [28:14<1:58:06,  3.06s/it]
Epoch[1/15]:  19%|█▉        | 537/2852 [28:17<1:58:36,  3.07s/it]
Epoch[1/15]:  19%|█▉        | 538/2852 [28:20<1:59:03,  3.09s/it]
Epoch[1/15]:  19%|█▉        | 539/2852 [28:23<2:01:11,  3.14s/it]
Epoch[1/15]:  19%|█▉        | 540/2852 [28:26<2:01:43,  3.16s/it]
Epoch[1/15]:  19%|█▉        | 541/2852 [28:29<2:01:54,  3.16s/it]
Epoch[1/15]:  19%|█▉        | 542/2852 [28:33<2:04:05,  3.22s/it]
Epoch[1/15]:  19%|█▉        | 543/2852 [28:36<2:03:03,  3.20s/it]
Epoch[1/15]:  19%|█▉        | 544/2852 [28:39<2:03:08,  3.20s/it]
Epoch[1/15]:  19%|█▉        | 545/2852 [28:42<2:01:55,  3.17s/it]
Epoch[1/15]:  19%|█▉        | 546/2852 [28:46<2:02:32,  3.19s/it]
Epoch[1/15]:  19%|█▉        | 547/2852 [28:49<2:03:28,  3.21s/it]
Epoch[1/15]:  19%|█▉        | 548/2852 [28:52<2:01:34,  3.17s/it]
Epoch[1/15]:  19%|█▉        | 549/2852 [28:55<2:03:08,  3.21s/it]
Epoch[1/15]:  19%|█▉        | 550/2852 [28:58<2:02:21,  3.19s/it]
Epoch[1/15]:  19%|█▉        | 551/2852 [29:01<2:01:46,  3.18s/it]
Epoch[1/15]:  19%|█▉        | 552/2852 [29:05<2:02:33,  3.20s/it]
Epoch[1/15]:  19%|█▉        | 553/2852 [29:08<2:02:02,  3.19s/it]
Epoch[1/15]:  19%|█▉        | 554/2852 [29:11<1:58:42,  3.10s/it]
Epoch[1/15]:  19%|█▉        | 555/2852 [29:14<1:58:56,  3.11s/it]
Epoch[1/15]:  19%|█▉        | 556/2852 [29:17<1:59:45,  3.13s/it]
Epoch[1/15]:  20%|█▉        | 557/2852 [29:20<2:00:57,  3.16s/it]
Epoch[1/15]:  20%|█▉        | 558/2852 [29:23<2:00:21,  3.15s/it]
Epoch[1/15]:  20%|█▉        | 559/2852 [29:27<1:59:48,  3.14s/it]
Epoch[1/15]:  20%|█▉        | 560/2852 [29:30<2:01:03,  3.17s/it]
Epoch[1/15]:  20%|█▉        | 561/2852 [29:33<2:01:19,  3.18s/it]
Epoch[1/15]:  20%|█▉        | 562/2852 [29:36<2:00:13,  3.15s/it]
Epoch[1/15]:  20%|█▉        | 563/2852 [29:39<2:00:20,  3.15s/it]
Epoch[1/15]:  20%|█▉        | 564/2852 [29:42<1:57:17,  3.08s/it]
Epoch[1/15]:  20%|█▉        | 565/2852 [29:45<1:58:25,  3.11s/it]
Epoch[1/15]:  20%|█▉        | 566/2852 [29:49<1:59:56,  3.15s/it]
Epoch[1/15]:  20%|█▉        | 567/2852 [29:52<1:59:32,  3.14s/it]
Epoch[1/15]:  20%|█▉        | 568/2852 [29:55<1:58:19,  3.11s/it]
Epoch[1/15]:  20%|█▉        | 569/2852 [29:58<1:57:37,  3.09s/it]
Epoch[1/15]:  20%|█▉        | 570/2852 [30:01<1:58:25,  3.11s/it]
Epoch[1/15]:  20%|██        | 571/2852 [30:04<1:55:14,  3.03s/it]
Epoch[1/15]:  20%|██        | 572/2852 [30:07<1:55:08,  3.03s/it]
Epoch[1/15]:  20%|██        | 573/2852 [30:10<1:54:03,  3.00s/it]
Epoch[1/15]:  20%|██        | 574/2852 [30:13<1:54:41,  3.02s/it]
Epoch[1/15]:  20%|██        | 575/2852 [30:16<1:54:09,  3.01s/it]
Epoch[1/15]:  20%|██        | 576/2852 [30:19<1:56:01,  3.06s/it]
Epoch[1/15]:  20%|██        | 577/2852 [30:22<1:57:22,  3.10s/it]
Epoch[1/15]:  20%|██        | 578/2852 [30:25<1:57:16,  3.09s/it]
Epoch[1/15]:  20%|██        | 579/2852 [30:28<1:57:26,  3.10s/it]
Epoch[1/15]:  20%|██        | 580/2852 [30:31<1:57:45,  3.11s/it]
Epoch[1/15]:  20%|██        | 581/2852 [30:35<1:57:16,  3.10s/it]
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Epoch[1/15]:  66%|██████▌   | 1878/2852 [1:38:24<54:16,  3.34s/it]
Epoch[1/15]:  66%|██████▌   | 1879/2852 [1:38:27<53:37,  3.31s/it]
Epoch[1/15]:  66%|██████▌   | 1880/2852 [1:38:30<53:38,  3.31s/it]
Epoch[1/15]:  66%|██████▌   | 1881/2852 [1:38:34<54:19,  3.36s/it]
Epoch[1/15]:  66%|██████▌   | 1882/2852 [1:38:37<53:10,  3.29s/it]
Epoch[1/15]:  66%|██████▌   | 1883/2852 [1:38:40<51:29,  3.19s/it]
Epoch[1/15]:  66%|██████▌   | 1884/2852 [1:38:43<51:39,  3.20s/it]
Epoch[1/15]:  66%|██████▌   | 1885/2852 [1:38:46<51:52,  3.22s/it]
Epoch[1/15]:  66%|██████▌   | 1886/2852 [1:38:49<52:04,  3.23s/it]
Epoch[1/15]:  66%|██████▌   | 1887/2852 [1:38:53<52:09,  3.24s/it]
Epoch[1/15]:  66%|██████▌   | 1888/2852 [1:38:56<51:21,  3.20s/it]
Epoch[1/15]:  66%|██████▌   | 1889/2852 [1:38:59<51:02,  3.18s/it]
Epoch[1/15]:  66%|██████▋   | 1890/2852 [1:39:02<51:14,  3.20s/it]
Epoch[1/15]:  66%|██████▋   | 1891/2852 [1:39:05<48:25,  3.02s/it]
Epoch[1/15]:  66%|██████▋   | 1892/2852 [1:39:08<49:07,  3.07s/it]
Epoch[1/15]:  66%|██████▋   | 1893/2852 [1:39:11<49:06,  3.07s/it]
Epoch[1/15]:  66%|██████▋   | 1894/2852 [1:39:14<49:14,  3.08s/it]
Epoch[1/15]:  66%|██████▋   | 1895/2852 [1:39:17<48:43,  3.05s/it]
Epoch[1/15]:  66%|██████▋   | 1896/2852 [1:39:20<48:51,  3.07s/it]
Epoch[1/15]:  67%|██████▋   | 1897/2852 [1:39:23<48:17,  3.03s/it]
Epoch[1/15]:  67%|██████▋   | 1898/2852 [1:39:26<47:55,  3.01s/it]
Epoch[1/15]:  67%|██████▋   | 1899/2852 [1:39:29<48:18,  3.04s/it]
Epoch[1/15]:  67%|██████▋   | 1900/2852 [1:39:32<47:28,  2.99s/it]
Epoch[1/15]:  67%|██████▋   | 1901/2852 [1:39:35<47:37,  3.00s/it]
Epoch[1/15]:  67%|██████▋   | 1902/2852 [1:39:38<48:30,  3.06s/it]
Epoch[1/15]:  67%|██████▋   | 1903/2852 [1:39:41<48:19,  3.06s/it]
Epoch[1/15]:  67%|██████▋   | 1904/2852 [1:39:45<48:49,  3.09s/it]
Epoch[1/15]:  67%|██████▋   | 1905/2852 [1:39:48<48:46,  3.09s/it]
Epoch[1/15]:  67%|██████▋   | 1906/2852 [1:39:51<49:05,  3.11s/it]
Epoch[1/15]:  67%|██████▋   | 1907/2852 [1:39:54<48:33,  3.08s/it]
Epoch[1/15]:  67%|██████▋   | 1908/2852 [1:39:57<47:22,  3.01s/it]
Epoch[1/15]:  67%|██████▋   | 1909/2852 [1:40:00<48:18,  3.07s/it]
Epoch[1/15]:  67%|██████▋   | 1910/2852 [1:40:03<48:12,  3.07s/it]
Epoch[1/15]:  67%|██████▋   | 1911/2852 [1:40:06<47:03,  3.00s/it]
Epoch[1/15]:  67%|██████▋   | 1912/2852 [1:40:09<47:22,  3.02s/it]
Epoch[1/15]:  67%|██████▋   | 1913/2852 [1:40:12<47:33,  3.04s/it]
Epoch[1/15]:  67%|██████▋   | 1914/2852 [1:40:15<47:27,  3.04s/it]
Epoch[1/15]:  67%|██████▋   | 1915/2852 [1:40:18<47:28,  3.04s/it]
Epoch[1/15]:  67%|██████▋   | 1916/2852 [1:40:21<46:34,  2.99s/it]
Epoch[1/15]:  67%|██████▋   | 1917/2852 [1:40:24<46:57,  3.01s/it]
Epoch[1/15]:  67%|██████▋   | 1918/2852 [1:40:27<46:47,  3.01s/it]
Epoch[1/15]:  67%|██████▋   | 1919/2852 [1:40:30<47:08,  3.03s/it]
Epoch[1/15]:  67%|██████▋   | 1920/2852 [1:40:33<46:55,  3.02s/it]
Epoch[1/15]:  67%|██████▋   | 1921/2852 [1:40:36<47:42,  3.07s/it]
Epoch[1/15]:  67%|██████▋   | 1922/2852 [1:40:39<47:12,  3.05s/it]
Epoch[1/15]:  67%|██████▋   | 1923/2852 [1:40:42<47:38,  3.08s/it]
Epoch[1/15]:  67%|██████▋   | 1924/2852 [1:40:45<46:34,  3.01s/it]
Epoch[1/15]:  67%|██████▋   | 1925/2852 [1:40:48<45:28,  2.94s/it]
Epoch[1/15]:  68%|██████▊   | 1926/2852 [1:40:51<46:39,  3.02s/it]
Epoch[1/15]:  68%|██████▊   | 1927/2852 [1:40:54<47:37,  3.09s/it]
Epoch[1/15]:  68%|██████▊   | 1928/2852 [1:40:58<47:35,  3.09s/it]
Epoch[1/15]:  68%|██████▊   | 1929/2852 [1:41:01<47:56,  3.12s/it]
Epoch[1/15]:  68%|██████▊   | 1930/2852 [1:41:04<48:12,  3.14s/it]
Epoch[1/15]:  68%|██████▊   | 1931/2852 [1:41:07<47:28,  3.09s/it]
Epoch[1/15]:  68%|██████▊   | 1932/2852 [1:41:10<46:29,  3.03s/it]
Epoch[1/15]:  68%|██████▊   | 1933/2852 [1:41:13<45:56,  3.00s/it]
Epoch[1/15]:  68%|██████▊   | 1934/2852 [1:41:16<46:22,  3.03s/it]
Epoch[1/15]:  68%|██████▊   | 1935/2852 [1:41:19<46:53,  3.07s/it]
Epoch[1/15]:  68%|██████▊   | 1936/2852 [1:41:22<46:03,  3.02s/it]
Epoch[1/15]:  68%|██████▊   | 1937/2852 [1:41:25<46:54,  3.08s/it]
Epoch[1/15]:  68%|██████▊   | 1938/2852 [1:41:28<46:58,  3.08s/it]
Epoch[1/15]:  68%|██████▊   | 1939/2852 [1:41:31<47:22,  3.11s/it]
Epoch[1/15]:  68%|██████▊   | 1940/2852 [1:41:35<47:43,  3.14s/it]
Epoch[1/15]:  68%|██████▊   | 1941/2852 [1:41:37<46:49,  3.08s/it]
Epoch[1/15]:  68%|██████▊   | 1942/2852 [1:41:41<47:32,  3.13s/it]
Epoch[1/15]:  68%|██████▊   | 1943/2852 [1:41:44<46:57,  3.10s/it]
Epoch[1/15]:  68%|██████▊   | 1944/2852 [1:41:47<46:52,  3.10s/it]
Epoch[1/15]:  68%|██████▊   | 1945/2852 [1:41:50<47:10,  3.12s/it]
Epoch[1/15]:  68%|██████▊   | 1946/2852 [1:41:53<47:26,  3.14s/it]
Epoch[1/15]:  68%|██████▊   | 1947/2852 [1:41:56<46:01,  3.05s/it]
Epoch[1/15]:  68%|██████▊   | 1948/2852 [1:41:59<46:25,  3.08s/it]
Epoch[1/15]:  68%|██████▊   | 1949/2852 [1:42:02<46:14,  3.07s/it]
Epoch[1/15]:  68%|██████▊   | 1950/2852 [1:42:05<45:58,  3.06s/it]
Epoch[1/15]:  68%|██████▊   | 1951/2852 [1:42:09<46:49,  3.12s/it]
Epoch[1/15]:  68%|██████▊   | 1952/2852 [1:42:12<47:12,  3.15s/it]
Epoch[1/15]:  68%|██████▊   | 1953/2852 [1:42:15<47:37,  3.18s/it]
Epoch[1/15]:  69%|██████▊   | 1954/2852 [1:42:18<46:27,  3.10s/it]
Epoch[1/15]:  69%|██████▊   | 1955/2852 [1:42:21<45:50,  3.07s/it]
Epoch[1/15]:  69%|██████▊   | 1956/2852 [1:42:24<45:51,  3.07s/it]
Epoch[1/15]:  69%|██████▊   | 1957/2852 [1:42:27<46:46,  3.14s/it]
Epoch[1/15]:  69%|██████▊   | 1958/2852 [1:42:30<46:53,  3.15s/it]
Epoch[1/15]:  69%|██████▊   | 1959/2852 [1:42:34<47:26,  3.19s/it]
Epoch[1/15]:  69%|██████▊   | 1960/2852 [1:42:37<46:03,  3.10s/it]
Epoch[1/15]:  69%|██████▉   | 1961/2852 [1:42:40<46:39,  3.14s/it]
Epoch[1/15]:  69%|██████▉   | 1962/2852 [1:42:43<46:54,  3.16s/it]
Epoch[1/15]:  69%|██████▉   | 1963/2852 [1:42:46<47:32,  3.21s/it]
Epoch[1/15]:  69%|██████▉   | 1964/2852 [1:42:50<47:47,  3.23s/it]
Epoch[1/15]:  69%|██████▉   | 1965/2852 [1:42:53<47:08,  3.19s/it]
Epoch[1/15]:  69%|██████▉   | 1966/2852 [1:42:56<47:22,  3.21s/it]
Epoch[1/15]:  69%|██████▉   | 1967/2852 [1:42:59<47:44,  3.24s/it]
Epoch[1/15]:  69%|██████▉   | 1968/2852 [1:43:02<47:20,  3.21s/it]
Epoch[1/15]:  69%|██████▉   | 1969/2852 [1:43:06<46:55,  3.19s/it]
Epoch[1/15]:  69%|██████▉   | 1970/2852 [1:43:09<46:47,  3.18s/it]
Epoch[1/15]:  69%|██████▉   | 1971/2852 [1:43:12<46:15,  3.15s/it]
Epoch[1/15]:  69%|██████▉   | 1972/2852 [1:43:15<46:16,  3.16s/it]
Epoch[1/15]:  69%|██████▉   | 1973/2852 [1:43:18<45:57,  3.14s/it]
Epoch[1/15]:  69%|██████▉   | 1974/2852 [1:43:21<45:55,  3.14s/it]
Epoch[1/15]:  69%|██████▉   | 1975/2852 [1:43:24<44:49,  3.07s/it]
Epoch[1/15]:  69%|██████▉   | 1976/2852 [1:43:27<45:11,  3.10s/it]
Epoch[1/15]:  69%|██████▉   | 1977/2852 [1:43:30<44:38,  3.06s/it]
Epoch[1/15]:  69%|██████▉   | 1978/2852 [1:43:33<43:47,  3.01s/it]
Epoch[1/15]:  69%|██████▉   | 1979/2852 [1:43:36<43:28,  2.99s/it]
Epoch[1/15]:  69%|██████▉   | 1980/2852 [1:43:39<43:36,  3.00s/it]
Epoch[1/15]:  69%|██████▉   | 1981/2852 [1:43:42<43:45,  3.01s/it]
Epoch[1/15]:  69%|██████▉   | 1982/2852 [1:43:45<44:00,  3.04s/it]
Epoch[1/15]:  70%|██████▉   | 1983/2852 [1:43:48<44:21,  3.06s/it]
Epoch[1/15]:  70%|██████▉   | 1984/2852 [1:43:52<44:45,  3.09s/it]
Epoch[1/15]:  70%|██████▉   | 1985/2852 [1:43:54<43:50,  3.03s/it]
Epoch[1/15]:  70%|██████▉   | 1986/2852 [1:43:58<44:28,  3.08s/it]
Epoch[1/15]:  70%|██████▉   | 1987/2852 [1:44:01<44:32,  3.09s/it]
Epoch[1/15]:  70%|██████▉   | 1988/2852 [1:44:04<44:34,  3.10s/it]
Epoch[1/15]:  70%|██████▉   | 1989/2852 [1:44:07<44:23,  3.09s/it]
Epoch[1/15]:  70%|██████▉   | 1990/2852 [1:44:10<44:48,  3.12s/it]
Epoch[1/15]:  70%|██████▉   | 1991/2852 [1:44:13<44:41,  3.11s/it]
Epoch[1/15]:  70%|██████▉   | 1992/2852 [1:44:16<43:41,  3.05s/it]
Epoch[1/15]:  70%|██████▉   | 1993/2852 [1:44:19<44:06,  3.08s/it]
Epoch[1/15]:  70%|██████▉   | 1994/2852 [1:44:22<44:12,  3.09s/it]
Epoch[1/15]:  70%|██████▉   | 1995/2852 [1:44:25<43:26,  3.04s/it]
Epoch[1/15]:  70%|██████▉   | 1996/2852 [1:44:28<43:10,  3.03s/it]
Epoch[1/15]:  70%|███████   | 1997/2852 [1:44:31<43:05,  3.02s/it]
Epoch[1/15]:  70%|███████   | 1998/2852 [1:44:34<43:29,  3.06s/it]
Epoch[1/15]:  70%|███████   | 1999/2852 [1:44:37<42:43,  3.00s/it]
Epoch[1/15]:  70%|███████   | 2000/2852 [1:44:40<42:01,  2.96s/it]
Epoch[1/15]:  70%|███████   | 2001/2852 [1:44:43<42:49,  3.02s/it]
Epoch[1/15]:  70%|███████   | 2002/2852 [1:44:47<43:31,  3.07s/it]
Epoch[1/15]:  70%|███████   | 2003/2852 [1:44:50<44:18,  3.13s/it]
Epoch[1/15]:  70%|███████   | 2004/2852 [1:44:53<44:18,  3.13s/it]
Epoch[1/15]:  70%|███████   | 2005/2852 [1:44:56<44:48,  3.17s/it]
Epoch[1/15]:  70%|███████   | 2006/2852 [1:44:59<45:00,  3.19s/it]
Epoch[1/15]:  70%|███████   | 2007/2852 [1:45:03<45:17,  3.22s/it]
Epoch[1/15]:  70%|███████   | 2008/2852 [1:45:06<43:47,  3.11s/it]
Epoch[1/15]:  70%|███████   | 2009/2852 [1:45:09<43:58,  3.13s/it]
Epoch[1/15]:  70%|███████   | 2010/2852 [1:45:12<43:23,  3.09s/it]
Epoch[1/15]:  71%|███████   | 2011/2852 [1:45:15<43:25,  3.10s/it]
Epoch[1/15]:  71%|███████   | 2012/2852 [1:45:18<43:08,  3.08s/it]
Epoch[1/15]:  71%|███████   | 2013/2852 [1:45:21<42:47,  3.06s/it]
Epoch[1/15]:  71%|███████   | 2014/2852 [1:45:24<42:47,  3.06s/it]
Epoch[1/15]:  71%|███████   | 2015/2852 [1:45:27<43:21,  3.11s/it]
Epoch[1/15]:  71%|███████   | 2016/2852 [1:45:30<41:55,  3.01s/it]
Epoch[1/15]:  71%|███████   | 2017/2852 [1:45:33<42:45,  3.07s/it]
Epoch[1/15]:  71%|███████   | 2018/2852 [1:45:36<42:41,  3.07s/it]
Epoch[1/15]:  71%|███████   | 2019/2852 [1:45:39<42:54,  3.09s/it]
Epoch[1/15]:  71%|███████   | 2020/2852 [1:45:42<42:31,  3.07s/it]
Epoch[1/15]:  71%|███████   | 2021/2852 [1:45:45<42:13,  3.05s/it]
Epoch[1/15]:  71%|███████   | 2022/2852 [1:45:49<42:57,  3.11s/it]
Epoch[1/15]:  71%|███████   | 2023/2852 [1:45:52<42:12,  3.05s/it]
Epoch[1/15]:  71%|███████   | 2024/2852 [1:45:55<42:18,  3.07s/it]
Epoch[1/15]:  71%|███████   | 2025/2852 [1:45:58<42:08,  3.06s/it]
Epoch[1/15]:  71%|███████   | 2026/2852 [1:46:01<42:34,  3.09s/it]
Epoch[1/15]:  71%|███████   | 2027/2852 [1:46:04<42:57,  3.12s/it]
Epoch[1/15]:  71%|███████   | 2028/2852 [1:46:07<43:14,  3.15s/it]
Epoch[1/15]:  71%|███████   | 2029/2852 [1:46:11<43:26,  3.17s/it]
Epoch[1/15]:  71%|███████   | 2030/2852 [1:46:14<42:51,  3.13s/it]
Epoch[1/15]:  71%|███████   | 2031/2852 [1:46:17<41:55,  3.06s/it]
Epoch[1/15]:  71%|███████   | 2032/2852 [1:46:20<42:07,  3.08s/it]
Epoch[1/15]:  71%|███████▏  | 2033/2852 [1:46:23<42:24,  3.11s/it]
Epoch[1/15]:  71%|███████▏  | 2034/2852 [1:46:26<41:25,  3.04s/it]
Epoch[1/15]:  71%|███████▏  | 2035/2852 [1:46:29<40:50,  3.00s/it]
Epoch[1/15]:  71%|███████▏  | 2036/2852 [1:46:32<40:35,  2.99s/it]
Epoch[1/15]:  71%|███████▏  | 2037/2852 [1:46:35<41:06,  3.03s/it]
Epoch[1/15]:  71%|███████▏  | 2038/2852 [1:46:38<41:11,  3.04s/it]
Epoch[1/15]:  71%|███████▏  | 2039/2852 [1:46:41<41:22,  3.05s/it]
Epoch[1/15]:  72%|███████▏  | 2040/2852 [1:46:44<41:38,  3.08s/it]
Epoch[1/15]:  72%|███████▏  | 2041/2852 [1:46:47<39:59,  2.96s/it]
Epoch[1/15]:  72%|███████▏  | 2042/2852 [1:46:50<40:27,  3.00s/it]
Epoch[1/15]:  72%|███████▏  | 2043/2852 [1:46:53<40:19,  2.99s/it]
Epoch[1/15]:  72%|███████▏  | 2044/2852 [1:46:56<40:53,  3.04s/it]
Epoch[1/15]:  72%|███████▏  | 2045/2852 [1:46:59<40:54,  3.04s/it]
Epoch[1/15]:  72%|███████▏  | 2046/2852 [1:47:02<41:43,  3.11s/it]
Epoch[1/15]:  72%|███████▏  | 2047/2852 [1:47:05<42:10,  3.14s/it]
Epoch[1/15]:  72%|███████▏  | 2048/2852 [1:47:09<42:33,  3.18s/it]
Epoch[1/15]:  72%|███████▏  | 2049/2852 [1:47:12<42:40,  3.19s/it]
Epoch[1/15]:  72%|███████▏  | 2050/2852 [1:47:15<41:47,  3.13s/it]
Epoch[1/15]:  72%|███████▏  | 2051/2852 [1:47:18<42:12,  3.16s/it]
Epoch[1/15]:  72%|███████▏  | 2052/2852 [1:47:21<42:31,  3.19s/it]
Epoch[1/15]:  72%|███████▏  | 2053/2852 [1:47:24<41:47,  3.14s/it]
Epoch[1/15]:  72%|███████▏  | 2054/2852 [1:47:27<41:17,  3.10s/it]
Epoch[1/15]:  72%|███████▏  | 2055/2852 [1:47:30<41:02,  3.09s/it]
Epoch[1/15]:  72%|███████▏  | 2056/2852 [1:47:34<41:25,  3.12s/it]
Epoch[1/15]:  72%|███████▏  | 2057/2852 [1:47:37<41:51,  3.16s/it]
Epoch[1/15]:  72%|███████▏  | 2058/2852 [1:47:40<42:02,  3.18s/it]
Epoch[1/15]:  72%|███████▏  | 2059/2852 [1:47:43<41:07,  3.11s/it]
Epoch[1/15]:  72%|███████▏  | 2060/2852 [1:47:46<41:10,  3.12s/it]
Epoch[1/15]:  72%|███████▏  | 2061/2852 [1:47:49<41:14,  3.13s/it]
Epoch[1/15]:  72%|███████▏  | 2062/2852 [1:47:53<41:36,  3.16s/it]
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Epoch[2/15]:   6%|▋         | 180/2852 [09:25<2:18:31,  3.11s/it]
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Epoch[2/15]:   7%|▋         | 186/2852 [09:43<2:14:37,  3.03s/it]
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Epoch[2/15]:   7%|▋         | 204/2852 [10:39<2:21:16,  3.20s/it]
Epoch[2/15]:   7%|▋         | 205/2852 [10:42<2:21:22,  3.20s/it]
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Epoch[2/15]:   7%|▋         | 207/2852 [10:48<2:14:39,  3.05s/it]
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Epoch[2/15]:   7%|▋         | 209/2852 [10:55<2:18:28,  3.14s/it]
Epoch[2/15]:   7%|▋         | 210/2852 [10:58<2:19:31,  3.17s/it]
Epoch[2/15]:   7%|▋         | 211/2852 [11:01<2:19:15,  3.16s/it]
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Epoch[2/15]:   8%|▊         | 214/2852 [11:10<2:20:26,  3.19s/it]
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Epoch[2/15]:   8%|▊         | 237/2852 [12:22<2:15:09,  3.10s/it]
Epoch[2/15]:   8%|▊         | 238/2852 [12:25<2:16:52,  3.14s/it]
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Epoch[2/15]:   8%|▊         | 240/2852 [12:31<2:16:00,  3.12s/it]
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Epoch[2/15]:  12%|█▏        | 339/2852 [17:41<2:12:28,  3.16s/it]
Epoch[2/15]:  12%|█▏        | 340/2852 [17:44<2:12:53,  3.17s/it]
Epoch[2/15]:  12%|█▏        | 341/2852 [17:48<2:13:17,  3.19s/it]
Epoch[2/15]:  12%|█▏        | 342/2852 [17:51<2:11:31,  3.14s/it]
Epoch[2/15]:  12%|█▏        | 343/2852 [17:54<2:10:56,  3.13s/it]
Epoch[2/15]:  12%|█▏        | 344/2852 [17:57<2:11:09,  3.14s/it]
Epoch[2/15]:  12%|█▏        | 345/2852 [18:00<2:09:29,  3.10s/it]
Epoch[2/15]:  12%|█▏        | 346/2852 [18:03<2:09:14,  3.09s/it]
Epoch[2/15]:  12%|█▏        | 347/2852 [18:06<2:09:16,  3.10s/it]
Epoch[2/15]:  12%|█▏        | 348/2852 [18:09<2:10:51,  3.14s/it]
Epoch[2/15]:  12%|█▏        | 349/2852 [18:12<2:08:08,  3.07s/it]
Epoch[2/15]:  12%|█▏        | 350/2852 [18:15<2:06:41,  3.04s/it]
Epoch[2/15]:  12%|█▏        | 351/2852 [18:18<2:06:35,  3.04s/it]
Epoch[2/15]:  12%|█▏        | 352/2852 [18:21<2:07:36,  3.06s/it]
Epoch[2/15]:  12%|█▏        | 353/2852 [18:24<2:07:38,  3.06s/it]
Epoch[2/15]:  12%|█▏        | 354/2852 [18:28<2:08:41,  3.09s/it]
Epoch[2/15]:  12%|█▏        | 355/2852 [18:31<2:09:16,  3.11s/it]
Epoch[2/15]:  12%|█▏        | 356/2852 [18:34<2:09:02,  3.10s/it]
Epoch[2/15]:  13%|█▎        | 357/2852 [18:37<2:09:03,  3.10s/it]
Epoch[2/15]:  13%|█▎        | 358/2852 [18:40<2:10:35,  3.14s/it]
Epoch[2/15]:  13%|█▎        | 359/2852 [18:43<2:09:16,  3.11s/it]
Epoch[2/15]:  13%|█▎        | 360/2852 [18:46<2:09:24,  3.12s/it]
Epoch[2/15]:  13%|█▎        | 361/2852 [18:50<2:10:02,  3.13s/it]
Epoch[2/15]:  13%|█▎        | 362/2852 [18:53<2:10:48,  3.15s/it]
Epoch[2/15]:  13%|█▎        | 363/2852 [18:56<2:07:02,  3.06s/it]
Epoch[2/15]:  13%|█▎        | 364/2852 [18:59<2:06:38,  3.05s/it]
Epoch[2/15]:  13%|█▎        | 365/2852 [19:02<2:07:07,  3.07s/it]
Epoch[2/15]:  13%|█▎        | 366/2852 [19:05<2:05:48,  3.04s/it]
Epoch[2/15]:  13%|█▎        | 367/2852 [19:08<2:08:18,  3.10s/it]
Epoch[2/15]:  13%|█▎        | 368/2852 [19:11<2:07:21,  3.08s/it]
Epoch[2/15]:  13%|█▎        | 369/2852 [19:14<2:08:36,  3.11s/it]
Epoch[2/15]:  13%|█▎        | 370/2852 [19:17<2:09:04,  3.12s/it]
Epoch[2/15]:  13%|█▎        | 371/2852 [19:20<2:09:04,  3.12s/it]
Epoch[2/15]:  13%|█▎        | 372/2852 [19:24<2:08:57,  3.12s/it]
Epoch[2/15]:  13%|█▎        | 373/2852 [19:27<2:10:09,  3.15s/it]
Epoch[2/15]:  13%|█▎        | 374/2852 [19:30<2:11:06,  3.17s/it]
Epoch[2/15]:  13%|█▎        | 375/2852 [19:33<2:11:40,  3.19s/it]
Epoch[2/15]:  13%|█▎        | 376/2852 [19:36<2:07:08,  3.08s/it]
Epoch[2/15]:  13%|█▎        | 377/2852 [19:39<2:08:28,  3.11s/it]
Epoch[2/15]:  13%|█▎        | 378/2852 [19:42<2:10:01,  3.15s/it]
Epoch[2/15]:  13%|█▎        | 379/2852 [19:46<2:09:48,  3.15s/it]
Epoch[2/15]:  13%|█▎        | 380/2852 [19:49<2:09:39,  3.15s/it]
Epoch[2/15]:  13%|█▎        | 381/2852 [19:52<2:07:39,  3.10s/it]
Epoch[2/15]:  13%|█▎        | 382/2852 [19:55<2:06:57,  3.08s/it]
Epoch[2/15]:  13%|█▎        | 383/2852 [19:58<2:07:29,  3.10s/it]
Epoch[2/15]:  13%|█▎        | 384/2852 [20:01<2:05:23,  3.05s/it]
Epoch[2/15]:  13%|█▎        | 385/2852 [20:04<2:04:51,  3.04s/it]
Epoch[2/15]:  14%|█▎        | 386/2852 [20:07<2:06:26,  3.08s/it]
Epoch[2/15]:  14%|█▎        | 387/2852 [20:10<2:06:55,  3.09s/it]
Epoch[2/15]:  14%|█▎        | 388/2852 [20:13<2:06:54,  3.09s/it]
Epoch[2/15]:  14%|█▎        | 389/2852 [20:16<2:04:55,  3.04s/it]
Epoch[2/15]:  14%|█▎        | 390/2852 [20:19<2:06:18,  3.08s/it]
Epoch[2/15]:  14%|█▎        | 391/2852 [20:23<2:07:16,  3.10s/it]
Epoch[2/15]:  14%|█▎        | 392/2852 [20:26<2:06:20,  3.08s/it]
Epoch[2/15]:  14%|█▍        | 393/2852 [20:29<2:05:33,  3.06s/it]
Epoch[2/15]:  14%|█▍        | 394/2852 [20:32<2:05:00,  3.05s/it]
Epoch[2/15]:  14%|█▍        | 395/2852 [20:35<2:05:29,  3.06s/it]
Epoch[2/15]:  14%|█▍        | 396/2852 [20:38<2:06:05,  3.08s/it]
Epoch[2/15]:  14%|█▍        | 397/2852 [20:41<2:07:12,  3.11s/it]
Epoch[2/15]:  14%|█▍        | 398/2852 [20:44<2:04:27,  3.04s/it]
Epoch[2/15]:  14%|█▍        | 399/2852 [20:47<2:06:14,  3.09s/it]
Epoch[2/15]:  14%|█▍        | 400/2852 [20:50<2:04:23,  3.04s/it]
Epoch[2/15]:  14%|█▍        | 401/2852 [20:53<2:06:24,  3.09s/it]
Epoch[2/15]:  14%|█▍        | 402/2852 [20:56<2:07:32,  3.12s/it]
Epoch[2/15]:  14%|█▍        | 403/2852 [21:00<2:07:43,  3.13s/it]
Epoch[2/15]:  14%|█▍        | 404/2852 [21:03<2:09:00,  3.16s/it]
Epoch[2/15]:  14%|█▍        | 405/2852 [21:06<2:09:46,  3.18s/it]
Epoch[2/15]:  14%|█▍        | 406/2852 [21:09<2:08:09,  3.14s/it]
Epoch[2/15]:  14%|█▍        | 407/2852 [21:12<2:08:26,  3.15s/it]
Epoch[2/15]:  14%|█▍        | 408/2852 [21:15<2:08:43,  3.16s/it]
Epoch[2/15]:  14%|█▍        | 409/2852 [21:19<2:07:56,  3.14s/it]
Epoch[2/15]:  14%|█▍        | 410/2852 [21:21<2:05:26,  3.08s/it]
Epoch[2/15]:  14%|█▍        | 411/2852 [21:25<2:07:07,  3.12s/it]
Epoch[2/15]:  14%|█▍        | 412/2852 [21:28<2:08:44,  3.17s/it]
Epoch[2/15]:  14%|█▍        | 413/2852 [21:31<2:08:30,  3.16s/it]
Epoch[2/15]:  15%|█▍        | 414/2852 [21:34<2:08:47,  3.17s/it]
Epoch[2/15]:  15%|█▍        | 415/2852 [21:37<2:08:54,  3.17s/it]
Epoch[2/15]:  15%|█▍        | 416/2852 [21:41<2:09:24,  3.19s/it]
Epoch[2/15]:  15%|█▍        | 417/2852 [21:44<2:07:20,  3.14s/it]
Epoch[2/15]:  15%|█▍        | 418/2852 [21:47<2:04:28,  3.07s/it]
Epoch[2/15]:  15%|█▍        | 419/2852 [21:50<2:04:41,  3.08s/it]
Epoch[2/15]:  15%|█▍        | 420/2852 [21:53<2:04:54,  3.08s/it]
Epoch[2/15]:  15%|█▍        | 421/2852 [21:56<2:03:37,  3.05s/it]
Epoch[2/15]:  15%|█▍        | 422/2852 [21:59<2:01:34,  3.00s/it]
Epoch[2/15]:  15%|█▍        | 423/2852 [22:02<2:01:59,  3.01s/it]
Epoch[2/15]:  15%|█▍        | 424/2852 [22:05<2:01:08,  2.99s/it]
Epoch[2/15]:  15%|█▍        | 425/2852 [22:08<2:03:31,  3.05s/it]
Epoch[2/15]:  15%|█▍        | 426/2852 [22:11<2:03:08,  3.05s/it]
Epoch[2/15]:  15%|█▍        | 427/2852 [22:14<2:03:14,  3.05s/it]
Epoch[2/15]:  15%|█▌        | 428/2852 [22:17<2:05:04,  3.10s/it]
Epoch[2/15]:  15%|█▌        | 429/2852 [22:20<2:06:18,  3.13s/it]
Epoch[2/15]:  15%|█▌        | 430/2852 [22:23<2:06:27,  3.13s/it]
Epoch[2/15]:  15%|█▌        | 431/2852 [22:27<2:06:41,  3.14s/it]
Epoch[2/15]:  15%|█▌        | 432/2852 [22:30<2:08:25,  3.18s/it]
Epoch[2/15]:  15%|█▌        | 433/2852 [22:33<2:08:06,  3.18s/it]
Epoch[2/15]:  15%|█▌        | 434/2852 [22:36<2:07:50,  3.17s/it]
Epoch[2/15]:  15%|█▌        | 435/2852 [22:40<2:09:03,  3.20s/it]
Epoch[2/15]:  15%|█▌        | 436/2852 [22:43<2:08:26,  3.19s/it]
Epoch[2/15]:  15%|█▌        | 437/2852 [22:46<2:07:19,  3.16s/it]
Epoch[2/15]:  15%|█▌        | 438/2852 [22:49<2:06:40,  3.15s/it]
Epoch[2/15]:  15%|█▌        | 439/2852 [22:52<2:04:31,  3.10s/it]
Epoch[2/15]:  15%|█▌        | 440/2852 [22:55<2:04:41,  3.10s/it]
Epoch[2/15]:  15%|█▌        | 441/2852 [22:58<2:02:16,  3.04s/it]
Epoch[2/15]:  15%|█▌        | 442/2852 [23:01<2:04:07,  3.09s/it]
Epoch[2/15]:  16%|█▌        | 443/2852 [23:04<2:05:31,  3.13s/it]
Epoch[2/15]:  16%|█▌        | 444/2852 [23:08<2:07:09,  3.17s/it]
Epoch[2/15]:  16%|█▌        | 445/2852 [23:11<2:06:42,  3.16s/it]
Epoch[2/15]:  16%|█▌        | 446/2852 [23:14<2:04:30,  3.11s/it]
Epoch[2/15]:  16%|█▌        | 447/2852 [23:17<2:04:13,  3.10s/it]
Epoch[2/15]:  16%|█▌        | 448/2852 [23:20<2:02:27,  3.06s/it]
Epoch[2/15]:  16%|█▌        | 449/2852 [23:23<2:03:45,  3.09s/it]
Epoch[2/15]:  16%|█▌        | 450/2852 [23:26<2:05:48,  3.14s/it]
Epoch[2/15]:  16%|█▌        | 451/2852 [23:29<2:07:16,  3.18s/it]
Epoch[2/15]:  16%|█▌        | 452/2852 [23:33<2:06:14,  3.16s/it]
Epoch[2/15]:  16%|█▌        | 453/2852 [23:36<2:06:56,  3.17s/it]
Epoch[2/15]:  16%|█▌        | 454/2852 [23:39<2:04:38,  3.12s/it]
Epoch[2/15]:  16%|█▌        | 455/2852 [23:42<2:06:15,  3.16s/it]
Epoch[2/15]:  16%|█▌        | 456/2852 [23:45<2:06:34,  3.17s/it]
Epoch[2/15]:  16%|█▌        | 457/2852 [23:48<2:05:56,  3.16s/it]
Epoch[2/15]:  16%|█▌        | 458/2852 [23:52<2:07:16,  3.19s/it]
Epoch[2/15]:  16%|█▌        | 459/2852 [23:55<2:05:09,  3.14s/it]
Epoch[2/15]:  16%|█▌        | 460/2852 [23:58<2:04:51,  3.13s/it]
Epoch[2/15]:  16%|█▌        | 461/2852 [24:01<2:05:56,  3.16s/it]
Epoch[2/15]:  16%|█▌        | 462/2852 [24:04<2:05:28,  3.15s/it]
Epoch[2/15]:  16%|█▌        | 463/2852 [24:07<2:04:18,  3.12s/it]
Epoch[2/15]:  16%|█▋        | 464/2852 [24:10<2:05:52,  3.16s/it]
Epoch[2/15]:  16%|█▋        | 465/2852 [24:13<2:03:58,  3.12s/it]
Epoch[2/15]:  16%|█▋        | 466/2852 [24:17<2:04:43,  3.14s/it]
Epoch[2/15]:  16%|█▋        | 467/2852 [24:20<2:02:46,  3.09s/it]
Epoch[2/15]:  16%|█▋        | 468/2852 [24:23<2:03:06,  3.10s/it]
Epoch[2/15]:  16%|█▋        | 469/2852 [24:26<2:04:02,  3.12s/it]
Epoch[2/15]:  16%|█▋        | 470/2852 [24:29<2:04:56,  3.15s/it]
Epoch[2/15]:  17%|█▋        | 471/2852 [24:32<2:04:35,  3.14s/it]
Epoch[2/15]:  17%|█▋        | 472/2852 [24:35<2:04:09,  3.13s/it]
Epoch[2/15]:  17%|█▋        | 473/2852 [24:38<2:04:50,  3.15s/it]
Epoch[2/15]:  17%|█▋        | 474/2852 [24:41<2:03:20,  3.11s/it]
Epoch[2/15]:  17%|█▋        | 475/2852 [24:45<2:04:18,  3.14s/it]
Epoch[2/15]:  17%|█▋        | 476/2852 [24:48<2:00:40,  3.05s/it]
Epoch[2/15]:  17%|█▋        | 477/2852 [24:51<2:01:12,  3.06s/it]
Epoch[2/15]:  17%|█▋        | 478/2852 [24:54<2:01:49,  3.08s/it]
Epoch[2/15]:  17%|█▋        | 479/2852 [24:57<2:02:48,  3.11s/it]
Epoch[2/15]:  17%|█▋        | 480/2852 [25:00<2:03:05,  3.11s/it]
Epoch[2/15]:  17%|█▋        | 481/2852 [25:03<2:03:40,  3.13s/it]
Epoch[2/15]:  17%|█▋        | 482/2852 [25:06<2:01:05,  3.07s/it]
Epoch[2/15]:  17%|█▋        | 483/2852 [25:09<2:02:09,  3.09s/it]
Epoch[2/15]:  17%|█▋        | 484/2852 [25:12<2:01:26,  3.08s/it]
Epoch[2/15]:  17%|█▋        | 485/2852 [25:15<2:01:49,  3.09s/it]
Epoch[2/15]:  17%|█▋        | 486/2852 [25:19<2:02:24,  3.10s/it]
Epoch[2/15]:  17%|█▋        | 487/2852 [25:22<2:03:33,  3.13s/it]
Epoch[2/15]:  17%|█▋        | 488/2852 [25:25<2:04:33,  3.16s/it]
Epoch[2/15]:  17%|█▋        | 489/2852 [25:28<2:05:43,  3.19s/it]
Epoch[2/15]:  17%|█▋        | 490/2852 [25:31<2:05:49,  3.20s/it]
Epoch[2/15]:  17%|█▋        | 491/2852 [25:35<2:05:35,  3.19s/it]
Epoch[2/15]:  17%|█▋        | 492/2852 [25:38<2:05:54,  3.20s/it]
Epoch[2/15]:  17%|█▋        | 493/2852 [25:41<2:05:59,  3.20s/it]
Epoch[2/15]:  17%|█▋        | 494/2852 [25:44<2:03:55,  3.15s/it]
Epoch[2/15]:  17%|█▋        | 495/2852 [25:47<2:03:53,  3.15s/it]
Epoch[2/15]:  17%|█▋        | 496/2852 [25:50<2:04:29,  3.17s/it]
Epoch[2/15]:  17%|█▋        | 497/2852 [25:54<2:03:17,  3.14s/it]
Epoch[2/15]:  17%|█▋        | 498/2852 [25:57<2:03:36,  3.15s/it]
Epoch[2/15]:  17%|█▋        | 499/2852 [26:00<2:02:56,  3.13s/it]
Epoch[2/15]:  18%|█▊        | 500/2852 [26:03<2:03:37,  3.15s/it]
Epoch[2/15]:  18%|█▊        | 501/2852 [26:06<2:03:57,  3.16s/it]
Epoch[2/15]:  18%|█▊        | 502/2852 [26:10<2:05:42,  3.21s/it]
Epoch[2/15]:  18%|█▊        | 503/2852 [26:13<2:06:10,  3.22s/it]
Epoch[2/15]:  18%|█▊        | 504/2852 [26:16<2:06:10,  3.22s/it]
Epoch[2/15]:  18%|█▊        | 505/2852 [26:19<2:05:14,  3.20s/it]
Epoch[2/15]:  18%|█▊        | 506/2852 [26:22<2:04:12,  3.18s/it]
Epoch[2/15]:  18%|█▊        | 507/2852 [26:25<2:04:12,  3.18s/it]
Epoch[2/15]:  18%|█▊        | 508/2852 [26:29<2:04:13,  3.18s/it]
Epoch[2/15]:  18%|█▊        | 509/2852 [26:32<2:04:06,  3.18s/it]
Epoch[2/15]:  18%|█▊        | 510/2852 [26:35<2:02:53,  3.15s/it]
Epoch[2/15]:  18%|█▊        | 511/2852 [26:38<2:04:09,  3.18s/it]
Epoch[2/15]:  18%|█▊        | 512/2852 [26:41<2:02:20,  3.14s/it]
Epoch[2/15]:  18%|█▊        | 513/2852 [26:44<2:03:09,  3.16s/it]
Epoch[2/15]:  18%|█▊        | 514/2852 [26:47<2:02:04,  3.13s/it]
Epoch[2/15]:  18%|█▊        | 515/2852 [26:51<2:02:43,  3.15s/it]
Epoch[2/15]:  18%|█▊        | 516/2852 [26:54<2:00:46,  3.10s/it]
Epoch[2/15]:  18%|█▊        | 517/2852 [26:57<1:57:55,  3.03s/it]
Epoch[2/15]:  18%|█▊        | 518/2852 [27:00<2:00:27,  3.10s/it]
Epoch[2/15]:  18%|█▊        | 519/2852 [27:03<2:00:58,  3.11s/it]
Epoch[2/15]:  18%|█▊        | 520/2852 [27:06<2:01:00,  3.11s/it]
Epoch[2/15]:  18%|█▊        | 521/2852 [27:09<2:00:41,  3.11s/it]
Epoch[2/15]:  18%|█▊        | 522/2852 [27:12<2:02:08,  3.15s/it]
Epoch[2/15]:  18%|█▊        | 523/2852 [27:15<2:00:14,  3.10s/it]
Epoch[2/15]:  18%|█▊        | 524/2852 [27:18<2:00:21,  3.10s/it]
Epoch[2/15]:  18%|█▊        | 525/2852 [27:21<1:59:07,  3.07s/it]
Epoch[2/15]:  18%|█▊        | 526/2852 [27:25<2:02:04,  3.15s/it]
Epoch[2/15]:  18%|█▊        | 527/2852 [27:28<2:03:32,  3.19s/it]
Epoch[2/15]:  19%|█▊        | 528/2852 [27:31<2:04:21,  3.21s/it]
Epoch[2/15]:  19%|█▊        | 529/2852 [27:34<2:01:34,  3.14s/it]
Epoch[2/15]:  19%|█▊        | 530/2852 [27:38<2:02:41,  3.17s/it]
Epoch[2/15]:  19%|█▊        | 531/2852 [27:41<2:03:10,  3.18s/it]
Epoch[2/15]:  19%|█▊        | 532/2852 [27:44<2:02:29,  3.17s/it]
Epoch[2/15]:  19%|█▊        | 533/2852 [27:47<1:58:49,  3.07s/it]
Epoch[2/15]:  19%|█▊        | 534/2852 [27:50<1:59:10,  3.08s/it]
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Epoch[2/15]:  65%|██████▍   | 1847/2852 [1:36:16<52:34,  3.14s/it]
Epoch[2/15]:  65%|██████▍   | 1848/2852 [1:36:19<52:43,  3.15s/it]
Epoch[2/15]:  65%|██████▍   | 1849/2852 [1:36:23<52:52,  3.16s/it]
Epoch[2/15]:  65%|██████▍   | 1850/2852 [1:36:26<52:57,  3.17s/it]
Epoch[2/15]:  65%|██████▍   | 1851/2852 [1:36:29<52:49,  3.17s/it]
Epoch[2/15]:  65%|██████▍   | 1852/2852 [1:36:32<53:02,  3.18s/it]
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Epoch[2/15]:  65%|██████▌   | 1854/2852 [1:36:38<51:20,  3.09s/it]
Epoch[2/15]:  65%|██████▌   | 1855/2852 [1:36:41<51:00,  3.07s/it]
Epoch[2/15]:  65%|██████▌   | 1856/2852 [1:36:44<50:34,  3.05s/it]
Epoch[2/15]:  65%|██████▌   | 1857/2852 [1:36:47<51:17,  3.09s/it]
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Epoch[2/15]:  65%|██████▌   | 1859/2852 [1:36:54<51:11,  3.09s/it]
Epoch[2/15]:  65%|██████▌   | 1860/2852 [1:36:57<50:42,  3.07s/it]
Epoch[2/15]:  65%|██████▌   | 1861/2852 [1:37:00<51:28,  3.12s/it]
Epoch[2/15]:  65%|██████▌   | 1862/2852 [1:37:03<52:01,  3.15s/it]
Epoch[2/15]:  65%|██████▌   | 1863/2852 [1:37:06<52:14,  3.17s/it]
Epoch[2/15]:  65%|██████▌   | 1864/2852 [1:37:09<52:25,  3.18s/it]
Epoch[2/15]:  65%|██████▌   | 1865/2852 [1:37:13<52:31,  3.19s/it]
Epoch[2/15]:  65%|██████▌   | 1866/2852 [1:37:16<52:01,  3.17s/it]
Epoch[2/15]:  65%|██████▌   | 1867/2852 [1:37:19<51:41,  3.15s/it]
Epoch[2/15]:  65%|██████▌   | 1868/2852 [1:37:22<50:55,  3.11s/it]
Epoch[2/15]:  66%|██████▌   | 1869/2852 [1:37:25<51:14,  3.13s/it]
Epoch[2/15]:  66%|██████▌   | 1870/2852 [1:37:28<50:33,  3.09s/it]
Epoch[2/15]:  66%|██████▌   | 1871/2852 [1:37:31<50:04,  3.06s/it]
Epoch[2/15]:  66%|██████▌   | 1872/2852 [1:37:34<49:39,  3.04s/it]
Epoch[2/15]:  66%|██████▌   | 1873/2852 [1:37:37<50:28,  3.09s/it]
Epoch[2/15]:  66%|██████▌   | 1874/2852 [1:37:40<51:13,  3.14s/it]
Epoch[2/15]:  66%|██████▌   | 1875/2852 [1:37:44<51:16,  3.15s/it]
Epoch[2/15]:  66%|██████▌   | 1876/2852 [1:37:47<51:24,  3.16s/it]
Epoch[2/15]:  66%|██████▌   | 1877/2852 [1:37:50<51:49,  3.19s/it]
Epoch[2/15]:  66%|██████▌   | 1878/2852 [1:37:53<50:52,  3.13s/it]
Epoch[2/15]:  66%|██████▌   | 1879/2852 [1:37:56<51:31,  3.18s/it]
Epoch[2/15]:  66%|██████▌   | 1880/2852 [1:38:00<51:50,  3.20s/it]
Epoch[2/15]:  66%|██████▌   | 1881/2852 [1:38:03<51:43,  3.20s/it]
Epoch[2/15]:  66%|██████▌   | 1882/2852 [1:38:06<51:50,  3.21s/it]
Epoch[2/15]:  66%|██████▌   | 1883/2852 [1:38:09<51:29,  3.19s/it]
Epoch[2/15]:  66%|██████▌   | 1884/2852 [1:38:12<49:14,  3.05s/it]
Epoch[2/15]:  66%|██████▌   | 1885/2852 [1:38:15<50:04,  3.11s/it]
Epoch[2/15]:  66%|██████▌   | 1886/2852 [1:38:18<50:16,  3.12s/it]
Epoch[2/15]:  66%|██████▌   | 1887/2852 [1:38:22<51:00,  3.17s/it]
Epoch[2/15]:  66%|██████▌   | 1888/2852 [1:38:25<50:22,  3.14s/it]
Epoch[2/15]:  66%|██████▌   | 1889/2852 [1:38:28<50:50,  3.17s/it]
Epoch[2/15]:  66%|██████▋   | 1890/2852 [1:38:31<50:24,  3.14s/it]
Epoch[2/15]:  66%|██████▋   | 1891/2852 [1:38:34<50:35,  3.16s/it]
Epoch[2/15]:  66%|██████▋   | 1892/2852 [1:38:37<50:46,  3.17s/it]
Epoch[2/15]:  66%|██████▋   | 1893/2852 [1:38:40<49:59,  3.13s/it]
Epoch[2/15]:  66%|██████▋   | 1894/2852 [1:38:44<50:06,  3.14s/it]
Epoch[2/15]:  66%|██████▋   | 1895/2852 [1:38:47<50:08,  3.14s/it]
Epoch[2/15]:  66%|██████▋   | 1896/2852 [1:38:50<50:15,  3.15s/it]
Epoch[2/15]:  67%|██████▋   | 1897/2852 [1:38:53<50:20,  3.16s/it]
Epoch[2/15]:  67%|██████▋   | 1898/2852 [1:38:56<49:03,  3.09s/it]
Epoch[2/15]:  67%|██████▋   | 1899/2852 [1:38:59<49:40,  3.13s/it]
Epoch[2/15]:  67%|██████▋   | 1900/2852 [1:39:02<49:37,  3.13s/it]
Epoch[2/15]:  67%|██████▋   | 1901/2852 [1:39:05<48:53,  3.08s/it]
Epoch[2/15]:  67%|██████▋   | 1902/2852 [1:39:08<49:01,  3.10s/it]
Epoch[2/15]:  67%|██████▋   | 1903/2852 [1:39:11<48:28,  3.06s/it]
Epoch[2/15]:  67%|██████▋   | 1904/2852 [1:39:15<48:32,  3.07s/it]
Epoch[2/15]:  67%|██████▋   | 1905/2852 [1:39:17<47:54,  3.04s/it]
Epoch[2/15]:  67%|██████▋   | 1906/2852 [1:39:21<48:00,  3.05s/it]
Epoch[2/15]:  67%|██████▋   | 1907/2852 [1:39:24<48:39,  3.09s/it]
Epoch[2/15]:  67%|██████▋   | 1908/2852 [1:39:27<48:42,  3.10s/it]
Epoch[2/15]:  67%|██████▋   | 1909/2852 [1:39:30<48:54,  3.11s/it]
Epoch[2/15]:  67%|██████▋   | 1910/2852 [1:39:33<47:13,  3.01s/it]
Epoch[2/15]:  67%|██████▋   | 1911/2852 [1:39:36<47:26,  3.03s/it]
Epoch[2/15]:  67%|██████▋   | 1912/2852 [1:39:39<47:48,  3.05s/it]
Epoch[2/15]:  67%|██████▋   | 1913/2852 [1:39:42<47:49,  3.06s/it]
Epoch[2/15]:  67%|██████▋   | 1914/2852 [1:39:45<47:45,  3.05s/it]
Epoch[2/15]:  67%|██████▋   | 1915/2852 [1:39:48<46:13,  2.96s/it]
Epoch[2/15]:  67%|██████▋   | 1916/2852 [1:39:51<47:01,  3.01s/it]
Epoch[2/15]:  67%|██████▋   | 1917/2852 [1:39:54<47:55,  3.08s/it]
Epoch[2/15]:  67%|██████▋   | 1918/2852 [1:39:57<48:28,  3.11s/it]
Epoch[2/15]:  67%|██████▋   | 1919/2852 [1:40:00<48:04,  3.09s/it]
Epoch[2/15]:  67%|██████▋   | 1920/2852 [1:40:04<48:37,  3.13s/it]
Epoch[2/15]:  67%|██████▋   | 1921/2852 [1:40:07<48:48,  3.15s/it]
Epoch[2/15]:  67%|██████▋   | 1922/2852 [1:40:10<49:11,  3.17s/it]
Epoch[2/15]:  67%|██████▋   | 1923/2852 [1:40:13<49:09,  3.17s/it]
Epoch[2/15]:  67%|██████▋   | 1924/2852 [1:40:16<48:17,  3.12s/it]
Epoch[2/15]:  67%|██████▋   | 1925/2852 [1:40:19<48:39,  3.15s/it]
Epoch[2/15]:  68%|██████▊   | 1926/2852 [1:40:23<48:16,  3.13s/it]
Epoch[2/15]:  68%|██████▊   | 1927/2852 [1:40:25<46:33,  3.02s/it]
Epoch[2/15]:  68%|██████▊   | 1928/2852 [1:40:28<46:03,  2.99s/it]
Epoch[2/15]:  68%|██████▊   | 1929/2852 [1:40:31<46:04,  3.00s/it]
Epoch[2/15]:  68%|██████▊   | 1930/2852 [1:40:34<47:00,  3.06s/it]
Epoch[2/15]:  68%|██████▊   | 1931/2852 [1:40:38<47:34,  3.10s/it]
Epoch[2/15]:  68%|██████▊   | 1932/2852 [1:40:41<46:44,  3.05s/it]
Epoch[2/15]:  68%|██████▊   | 1933/2852 [1:40:44<47:08,  3.08s/it]
Epoch[2/15]:  68%|██████▊   | 1934/2852 [1:40:47<47:10,  3.08s/it]
Epoch[2/15]:  68%|██████▊   | 1935/2852 [1:40:50<47:22,  3.10s/it]
Epoch[2/15]:  68%|██████▊   | 1936/2852 [1:40:53<47:25,  3.11s/it]
Epoch[2/15]:  68%|██████▊   | 1937/2852 [1:40:56<46:54,  3.08s/it]
Epoch[2/15]:  68%|██████▊   | 1938/2852 [1:40:59<46:52,  3.08s/it]
Epoch[2/15]:  68%|██████▊   | 1939/2852 [1:41:02<46:55,  3.08s/it]
Epoch[2/15]:  68%|██████▊   | 1940/2852 [1:41:05<47:10,  3.10s/it]
Epoch[2/15]:  68%|██████▊   | 1941/2852 [1:41:08<46:26,  3.06s/it]
Epoch[2/15]:  68%|██████▊   | 1942/2852 [1:41:11<46:24,  3.06s/it]
Epoch[2/15]:  68%|██████▊   | 1943/2852 [1:41:15<46:35,  3.08s/it]
Epoch[2/15]:  68%|██████▊   | 1944/2852 [1:41:18<46:13,  3.05s/it]
Epoch[2/15]:  68%|██████▊   | 1945/2852 [1:41:21<46:04,  3.05s/it]
Epoch[2/15]:  68%|██████▊   | 1946/2852 [1:41:24<46:03,  3.05s/it]
Epoch[2/15]:  68%|██████▊   | 1947/2852 [1:41:27<46:50,  3.10s/it]
Epoch[2/15]:  68%|██████▊   | 1948/2852 [1:41:30<47:19,  3.14s/it]
Epoch[2/15]:  68%|██████▊   | 1949/2852 [1:41:33<47:25,  3.15s/it]
Epoch[2/15]:  68%|██████▊   | 1950/2852 [1:41:36<47:38,  3.17s/it]
Epoch[2/15]:  68%|██████▊   | 1951/2852 [1:41:40<47:40,  3.17s/it]
Epoch[2/15]:  68%|██████▊   | 1952/2852 [1:41:42<46:02,  3.07s/it]
Epoch[2/15]:  68%|██████▊   | 1953/2852 [1:41:46<46:08,  3.08s/it]
Epoch[2/15]:  69%|██████▊   | 1954/2852 [1:41:49<46:27,  3.10s/it]
Epoch[2/15]:  69%|██████▊   | 1955/2852 [1:41:52<46:12,  3.09s/it]
Epoch[2/15]:  69%|██████▊   | 1956/2852 [1:41:55<46:23,  3.11s/it]
Epoch[2/15]:  69%|██████▊   | 1957/2852 [1:41:58<46:03,  3.09s/it]
Epoch[2/15]:  69%|██████▊   | 1958/2852 [1:42:01<46:12,  3.10s/it]
Epoch[2/15]:  69%|██████▊   | 1959/2852 [1:42:04<46:47,  3.14s/it]
Epoch[2/15]:  69%|██████▊   | 1960/2852 [1:42:08<46:53,  3.15s/it]
Epoch[2/15]:  69%|██████▉   | 1961/2852 [1:42:10<44:38,  3.01s/it]
Epoch[2/15]:  69%|██████▉   | 1962/2852 [1:42:13<45:07,  3.04s/it]
Epoch[2/15]:  69%|██████▉   | 1963/2852 [1:42:16<43:42,  2.95s/it]
Epoch[2/15]:  69%|██████▉   | 1964/2852 [1:42:19<44:00,  2.97s/it]
Epoch[2/15]:  69%|██████▉   | 1965/2852 [1:42:22<44:45,  3.03s/it]
Epoch[2/15]:  69%|██████▉   | 1966/2852 [1:42:25<45:01,  3.05s/it]
Epoch[2/15]:  69%|██████▉   | 1967/2852 [1:42:28<45:20,  3.07s/it]
Epoch[2/15]:  69%|██████▉   | 1968/2852 [1:42:31<44:21,  3.01s/it]
Epoch[2/15]:  69%|██████▉   | 1969/2852 [1:42:34<43:50,  2.98s/it]
Epoch[2/15]:  69%|██████▉   | 1970/2852 [1:42:37<44:21,  3.02s/it]
Epoch[2/15]:  69%|██████▉   | 1971/2852 [1:42:40<44:15,  3.01s/it]
Epoch[2/15]:  69%|██████▉   | 1972/2852 [1:42:43<43:11,  2.94s/it]
Epoch[2/15]:  69%|██████▉   | 1973/2852 [1:42:46<43:26,  2.97s/it]
Epoch[2/15]:  69%|██████▉   | 1974/2852 [1:42:49<43:00,  2.94s/it]
Epoch[2/15]:  69%|██████▉   | 1975/2852 [1:42:52<44:12,  3.02s/it]
Epoch[2/15]:  69%|██████▉   | 1976/2852 [1:42:55<44:41,  3.06s/it]
Epoch[2/15]:  69%|██████▉   | 1977/2852 [1:42:59<45:01,  3.09s/it]
Epoch[2/15]:  69%|██████▉   | 1978/2852 [1:43:02<45:10,  3.10s/it]
Epoch[2/15]:  69%|██████▉   | 1979/2852 [1:43:05<43:56,  3.02s/it]
Epoch[2/15]:  69%|██████▉   | 1980/2852 [1:43:08<43:51,  3.02s/it]
Epoch[2/15]:  69%|██████▉   | 1981/2852 [1:43:11<44:14,  3.05s/it]
Epoch[2/15]:  69%|██████▉   | 1982/2852 [1:43:14<43:35,  3.01s/it]
Epoch[2/15]:  70%|██████▉   | 1983/2852 [1:43:17<43:54,  3.03s/it]
Epoch[2/15]:  70%|██████▉   | 1984/2852 [1:43:20<44:27,  3.07s/it]
Epoch[2/15]:  70%|██████▉   | 1985/2852 [1:43:23<44:43,  3.10s/it]
Epoch[2/15]:  70%|██████▉   | 1986/2852 [1:43:26<45:05,  3.12s/it]
Epoch[2/15]:  70%|██████▉   | 1987/2852 [1:43:29<44:35,  3.09s/it]
Epoch[2/15]:  70%|██████▉   | 1988/2852 [1:43:32<43:49,  3.04s/it]
Epoch[2/15]:  70%|██████▉   | 1989/2852 [1:43:35<42:58,  2.99s/it]
Epoch[2/15]:  70%|██████▉   | 1990/2852 [1:43:38<43:25,  3.02s/it]
Epoch[2/15]:  70%|██████▉   | 1991/2852 [1:43:41<44:17,  3.09s/it]
Epoch[2/15]:  70%|██████▉   | 1992/2852 [1:43:44<44:22,  3.10s/it]
Epoch[2/15]:  70%|██████▉   | 1993/2852 [1:43:48<44:39,  3.12s/it]
Epoch[2/15]:  70%|██████▉   | 1994/2852 [1:43:51<45:00,  3.15s/it]
Epoch[2/15]:  70%|██████▉   | 1995/2852 [1:43:54<45:00,  3.15s/it]
Epoch[2/15]:  70%|██████▉   | 1996/2852 [1:43:57<45:27,  3.19s/it]
Epoch[2/15]:  70%|███████   | 1997/2852 [1:44:01<45:53,  3.22s/it]
Epoch[2/15]:  70%|███████   | 1998/2852 [1:44:04<46:00,  3.23s/it]
Epoch[2/15]:  70%|███████   | 1999/2852 [1:44:07<46:09,  3.25s/it]
Epoch[2/15]:  70%|███████   | 2000/2852 [1:44:10<45:34,  3.21s/it]
Epoch[2/15]:  70%|███████   | 2001/2852 [1:44:13<45:53,  3.24s/it]
Epoch[2/15]:  70%|███████   | 2002/2852 [1:44:17<45:21,  3.20s/it]
Epoch[2/15]:  70%|███████   | 2003/2852 [1:44:20<44:58,  3.18s/it]
Epoch[2/15]:  70%|███████   | 2004/2852 [1:44:23<44:08,  3.12s/it]
Epoch[2/15]:  70%|███████   | 2005/2852 [1:44:26<43:32,  3.08s/it]
Epoch[2/15]:  70%|███████   | 2006/2852 [1:44:29<43:04,  3.06s/it]
Epoch[2/15]:  70%|███████   | 2007/2852 [1:44:32<44:03,  3.13s/it]
Epoch[2/15]:  70%|███████   | 2008/2852 [1:44:35<44:25,  3.16s/it]
Epoch[2/15]:  70%|███████   | 2009/2852 [1:44:38<44:12,  3.15s/it]
Epoch[2/15]:  70%|███████   | 2010/2852 [1:44:41<43:47,  3.12s/it]
Epoch[2/15]:  71%|███████   | 2011/2852 [1:44:45<44:11,  3.15s/it]
Epoch[2/15]:  71%|███████   | 2012/2852 [1:44:47<42:49,  3.06s/it]
Epoch[2/15]:  71%|███████   | 2013/2852 [1:44:51<43:19,  3.10s/it]
Epoch[2/15]:  71%|███████   | 2014/2852 [1:44:54<43:07,  3.09s/it]
Epoch[2/15]:  71%|███████   | 2015/2852 [1:44:57<43:04,  3.09s/it]
Epoch[2/15]:  71%|███████   | 2016/2852 [1:45:00<43:29,  3.12s/it]
Epoch[2/15]:  71%|███████   | 2017/2852 [1:45:03<42:36,  3.06s/it]
Epoch[2/15]:  71%|███████   | 2018/2852 [1:45:06<43:18,  3.12s/it]
Epoch[2/15]:  71%|███████   | 2019/2852 [1:45:09<42:47,  3.08s/it]
Epoch[2/15]:  71%|███████   | 2020/2852 [1:45:12<42:42,  3.08s/it]
Epoch[2/15]:  71%|███████   | 2021/2852 [1:45:15<42:35,  3.07s/it]
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Epoch[3/15]:   4%|▍         | 120/2852 [06:13<2:20:40,  3.09s/it]
Epoch[3/15]:   4%|▍         | 121/2852 [06:16<2:20:07,  3.08s/it]
Epoch[3/15]:   4%|▍         | 122/2852 [06:19<2:22:40,  3.14s/it]
Epoch[3/15]:   4%|▍         | 123/2852 [06:22<2:23:29,  3.15s/it]
Epoch[3/15]:   4%|▍         | 124/2852 [06:25<2:23:46,  3.16s/it]
Epoch[3/15]:   4%|▍         | 125/2852 [06:28<2:22:16,  3.13s/it]
Epoch[3/15]:   4%|▍         | 126/2852 [06:31<2:18:28,  3.05s/it]
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Epoch[3/15]:   4%|▍         | 128/2852 [06:38<2:22:10,  3.13s/it]
Epoch[3/15]:   5%|▍         | 129/2852 [06:41<2:23:16,  3.16s/it]
Epoch[3/15]:   5%|▍         | 130/2852 [06:44<2:23:23,  3.16s/it]
Epoch[3/15]:   5%|▍         | 131/2852 [06:47<2:24:01,  3.18s/it]
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Epoch[3/15]:   5%|▍         | 133/2852 [06:54<2:25:00,  3.20s/it]
Epoch[3/15]:   5%|▍         | 134/2852 [06:57<2:25:26,  3.21s/it]
Epoch[3/15]:   5%|▍         | 135/2852 [07:00<2:25:22,  3.21s/it]
Epoch[3/15]:   5%|▍         | 136/2852 [07:03<2:24:41,  3.20s/it]
Epoch[3/15]:   5%|▍         | 137/2852 [07:06<2:24:20,  3.19s/it]
Epoch[3/15]:   5%|▍         | 138/2852 [07:10<2:24:28,  3.19s/it]
Epoch[3/15]:   5%|▍         | 139/2852 [07:13<2:21:55,  3.14s/it]
Epoch[3/15]:   5%|▍         | 140/2852 [07:16<2:21:20,  3.13s/it]
Epoch[3/15]:   5%|▍         | 141/2852 [07:19<2:20:30,  3.11s/it]
Epoch[3/15]:   5%|▍         | 142/2852 [07:22<2:21:23,  3.13s/it]
Epoch[3/15]:   5%|▌         | 143/2852 [07:25<2:18:26,  3.07s/it]
Epoch[3/15]:   5%|▌         | 144/2852 [07:28<2:15:44,  3.01s/it]
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Epoch[3/15]:   5%|▌         | 148/2852 [07:40<2:15:28,  3.01s/it]
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Epoch[3/15]:   5%|▌         | 150/2852 [07:46<2:16:07,  3.02s/it]
Epoch[3/15]:   5%|▌         | 151/2852 [07:49<2:17:01,  3.04s/it]
Epoch[3/15]:   5%|▌         | 152/2852 [07:52<2:17:21,  3.05s/it]
Epoch[3/15]:   5%|▌         | 153/2852 [07:55<2:20:07,  3.12s/it]
Epoch[3/15]:   5%|▌         | 154/2852 [07:58<2:19:55,  3.11s/it]
Epoch[3/15]:   5%|▌         | 155/2852 [08:02<2:21:41,  3.15s/it]
Epoch[3/15]:   5%|▌         | 156/2852 [08:05<2:22:02,  3.16s/it]
Epoch[3/15]:   6%|▌         | 157/2852 [08:08<2:23:36,  3.20s/it]
Epoch[3/15]:   6%|▌         | 158/2852 [08:11<2:23:41,  3.20s/it]
Epoch[3/15]:   6%|▌         | 159/2852 [08:14<2:23:39,  3.20s/it]
Epoch[3/15]:   6%|▌         | 160/2852 [08:17<2:21:05,  3.14s/it]
Epoch[3/15]:   6%|▌         | 161/2852 [08:20<2:19:07,  3.10s/it]
Epoch[3/15]:   6%|▌         | 162/2852 [08:24<2:18:56,  3.10s/it]
Epoch[3/15]:   6%|▌         | 163/2852 [08:27<2:16:51,  3.05s/it]
Epoch[3/15]:   6%|▌         | 164/2852 [08:30<2:16:58,  3.06s/it]
Epoch[3/15]:   6%|▌         | 165/2852 [08:33<2:17:24,  3.07s/it]
Epoch[3/15]:   6%|▌         | 166/2852 [08:36<2:18:56,  3.10s/it]
Epoch[3/15]:   6%|▌         | 167/2852 [08:39<2:19:04,  3.11s/it]
Epoch[3/15]:   6%|▌         | 168/2852 [08:42<2:20:21,  3.14s/it]
Epoch[3/15]:   6%|▌         | 169/2852 [08:45<2:18:38,  3.10s/it]
Epoch[3/15]:   6%|▌         | 170/2852 [08:48<2:20:25,  3.14s/it]
Epoch[3/15]:   6%|▌         | 171/2852 [08:52<2:19:33,  3.12s/it]
Epoch[3/15]:   6%|▌         | 172/2852 [08:55<2:18:51,  3.11s/it]
Epoch[3/15]:   6%|▌         | 173/2852 [08:58<2:20:42,  3.15s/it]
Epoch[3/15]:   6%|▌         | 174/2852 [09:01<2:22:38,  3.20s/it]
Epoch[3/15]:   6%|▌         | 175/2852 [09:04<2:20:27,  3.15s/it]
Epoch[3/15]:   6%|▌         | 176/2852 [09:07<2:22:07,  3.19s/it]
Epoch[3/15]:   6%|▌         | 177/2852 [09:11<2:22:48,  3.20s/it]
Epoch[3/15]:   6%|▌         | 178/2852 [09:14<2:23:23,  3.22s/it]
Epoch[3/15]:   6%|▋         | 179/2852 [09:17<2:20:11,  3.15s/it]
Epoch[3/15]:   6%|▋         | 180/2852 [09:20<2:20:58,  3.17s/it]
Epoch[3/15]:   6%|▋         | 181/2852 [09:23<2:20:24,  3.15s/it]
Epoch[3/15]:   6%|▋         | 182/2852 [09:26<2:21:04,  3.17s/it]
Epoch[3/15]:   6%|▋         | 183/2852 [09:30<2:22:29,  3.20s/it]
Epoch[3/15]:   6%|▋         | 184/2852 [09:32<2:16:06,  3.06s/it]
Epoch[3/15]:   6%|▋         | 185/2852 [09:36<2:16:17,  3.07s/it]
Epoch[3/15]:   7%|▋         | 186/2852 [09:39<2:16:31,  3.07s/it]
Epoch[3/15]:   7%|▋         | 187/2852 [09:42<2:17:34,  3.10s/it]
Epoch[3/15]:   7%|▋         | 188/2852 [09:45<2:18:53,  3.13s/it]
Epoch[3/15]:   7%|▋         | 189/2852 [09:48<2:19:37,  3.15s/it]
Epoch[3/15]:   7%|▋         | 190/2852 [09:51<2:20:31,  3.17s/it]
Epoch[3/15]:   7%|▋         | 191/2852 [09:55<2:19:42,  3.15s/it]
Epoch[3/15]:   7%|▋         | 192/2852 [09:57<2:17:08,  3.09s/it]
Epoch[3/15]:   7%|▋         | 193/2852 [10:01<2:17:44,  3.11s/it]
Epoch[3/15]:   7%|▋         | 194/2852 [10:04<2:16:48,  3.09s/it]
Epoch[3/15]:   7%|▋         | 195/2852 [10:07<2:17:35,  3.11s/it]
Epoch[3/15]:   7%|▋         | 196/2852 [10:10<2:18:09,  3.12s/it]
Epoch[3/15]:   7%|▋         | 197/2852 [10:13<2:17:59,  3.12s/it]
Epoch[3/15]:   7%|▋         | 198/2852 [10:16<2:17:06,  3.10s/it]
Epoch[3/15]:   7%|▋         | 199/2852 [10:19<2:13:40,  3.02s/it]
Epoch[3/15]:   7%|▋         | 200/2852 [10:22<2:14:29,  3.04s/it]
Epoch[3/15]:   7%|▋         | 201/2852 [10:25<2:13:51,  3.03s/it]
Epoch[3/15]:   7%|▋         | 202/2852 [10:28<2:14:08,  3.04s/it]
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Epoch[3/15]:   7%|▋         | 204/2852 [10:34<2:16:09,  3.09s/it]
Epoch[3/15]:   7%|▋         | 205/2852 [10:37<2:15:39,  3.07s/it]
Epoch[3/15]:   7%|▋         | 206/2852 [10:41<2:16:33,  3.10s/it]
Epoch[3/15]:   7%|▋         | 207/2852 [10:44<2:16:51,  3.10s/it]
Epoch[3/15]:   7%|▋         | 208/2852 [10:47<2:16:31,  3.10s/it]
Epoch[3/15]:   7%|▋         | 209/2852 [10:50<2:18:00,  3.13s/it]
Epoch[3/15]:   7%|▋         | 210/2852 [10:53<2:18:37,  3.15s/it]
Epoch[3/15]:   7%|▋         | 211/2852 [10:56<2:16:36,  3.10s/it]
Epoch[3/15]:   7%|▋         | 212/2852 [10:59<2:17:54,  3.13s/it]
Epoch[3/15]:   7%|▋         | 213/2852 [11:02<2:17:21,  3.12s/it]
Epoch[3/15]:   8%|▊         | 214/2852 [11:06<2:16:26,  3.10s/it]
Epoch[3/15]:   8%|▊         | 215/2852 [11:09<2:17:28,  3.13s/it]
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Epoch[3/15]:   8%|▊         | 217/2852 [11:15<2:15:36,  3.09s/it]
Epoch[3/15]:   8%|▊         | 218/2852 [11:18<2:16:28,  3.11s/it]
Epoch[3/15]:   8%|▊         | 219/2852 [11:21<2:16:17,  3.11s/it]
Epoch[3/15]:   8%|▊         | 220/2852 [11:24<2:17:18,  3.13s/it]
Epoch[3/15]:   8%|▊         | 221/2852 [11:27<2:17:47,  3.14s/it]
Epoch[3/15]:   8%|▊         | 222/2852 [11:31<2:17:14,  3.13s/it]
Epoch[3/15]:   8%|▊         | 223/2852 [11:34<2:18:13,  3.15s/it]
Epoch[3/15]:   8%|▊         | 224/2852 [11:37<2:19:06,  3.18s/it]
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Epoch[3/15]:   8%|▊         | 235/2852 [12:11<2:09:18,  2.96s/it]
Epoch[3/15]:   8%|▊         | 236/2852 [12:14<2:08:18,  2.94s/it]
Epoch[3/15]:   8%|▊         | 237/2852 [12:16<2:05:40,  2.88s/it]
Epoch[3/15]:   8%|▊         | 238/2852 [12:19<2:08:53,  2.96s/it]
Epoch[3/15]:   8%|▊         | 239/2852 [12:23<2:09:51,  2.98s/it]
Epoch[3/15]:   8%|▊         | 240/2852 [12:25<2:08:30,  2.95s/it]
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Epoch[3/15]:   9%|▉         | 250/2852 [12:55<2:09:43,  2.99s/it]
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Epoch[3/15]:  10%|█         | 292/2852 [15:06<2:13:47,  3.14s/it]
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Epoch[3/15]:  10%|█         | 294/2852 [15:12<2:11:35,  3.09s/it]
Epoch[3/15]:  10%|█         | 295/2852 [15:16<2:13:09,  3.12s/it]
Epoch[3/15]:  10%|█         | 296/2852 [15:18<2:10:13,  3.06s/it]
Epoch[3/15]:  10%|█         | 297/2852 [15:22<2:11:50,  3.10s/it]
Epoch[3/15]:  10%|█         | 298/2852 [15:25<2:12:52,  3.12s/it]
Epoch[3/15]:  10%|█         | 299/2852 [15:28<2:14:07,  3.15s/it]
Epoch[3/15]:  11%|█         | 300/2852 [15:31<2:13:12,  3.13s/it]
Epoch[3/15]:  11%|█         | 301/2852 [15:34<2:10:49,  3.08s/it]
Epoch[3/15]:  11%|█         | 302/2852 [15:37<2:11:32,  3.10s/it]
Epoch[3/15]:  11%|█         | 303/2852 [15:40<2:10:42,  3.08s/it]
Epoch[3/15]:  11%|█         | 304/2852 [15:43<2:12:05,  3.11s/it]
Epoch[3/15]:  11%|█         | 305/2852 [15:47<2:13:53,  3.15s/it]
Epoch[3/15]:  11%|█         | 306/2852 [15:50<2:13:06,  3.14s/it]
Epoch[3/15]:  11%|█         | 307/2852 [15:53<2:13:19,  3.14s/it]
Epoch[3/15]:  11%|█         | 308/2852 [15:56<2:14:40,  3.18s/it]
Epoch[3/15]:  11%|█         | 309/2852 [15:59<2:15:05,  3.19s/it]
Epoch[3/15]:  11%|█         | 310/2852 [16:03<2:14:56,  3.19s/it]
Epoch[3/15]:  11%|█         | 311/2852 [16:06<2:16:36,  3.23s/it]
Epoch[3/15]:  11%|█         | 312/2852 [16:09<2:15:10,  3.19s/it]
Epoch[3/15]:  11%|█         | 313/2852 [16:12<2:16:22,  3.22s/it]
Epoch[3/15]:  11%|█         | 314/2852 [16:15<2:15:48,  3.21s/it]
Epoch[3/15]:  11%|█         | 315/2852 [16:19<2:14:42,  3.19s/it]
Epoch[3/15]:  11%|█         | 316/2852 [16:22<2:14:41,  3.19s/it]
Epoch[3/15]:  11%|█         | 317/2852 [16:25<2:14:54,  3.19s/it]
Epoch[3/15]:  11%|█         | 318/2852 [16:28<2:14:01,  3.17s/it]
Epoch[3/15]:  11%|█         | 319/2852 [16:31<2:13:03,  3.15s/it]
Epoch[3/15]:  11%|█         | 320/2852 [16:34<2:12:02,  3.13s/it]
Epoch[3/15]:  11%|█▏        | 321/2852 [16:37<2:12:25,  3.14s/it]
Epoch[3/15]:  11%|█▏        | 322/2852 [16:40<2:09:20,  3.07s/it]
Epoch[3/15]:  11%|█▏        | 323/2852 [16:43<2:09:25,  3.07s/it]
Epoch[3/15]:  11%|█▏        | 324/2852 [16:47<2:10:55,  3.11s/it]
Epoch[3/15]:  11%|█▏        | 325/2852 [16:50<2:11:08,  3.11s/it]
Epoch[3/15]:  11%|█▏        | 326/2852 [16:53<2:12:37,  3.15s/it]
Epoch[3/15]:  11%|█▏        | 327/2852 [16:56<2:09:28,  3.08s/it]
Epoch[3/15]:  12%|█▏        | 328/2852 [16:59<2:08:43,  3.06s/it]
Epoch[3/15]:  12%|█▏        | 329/2852 [17:02<2:12:08,  3.14s/it]
Epoch[3/15]:  12%|█▏        | 330/2852 [17:06<2:14:03,  3.19s/it]
Epoch[3/15]:  12%|█▏        | 331/2852 [17:09<2:16:27,  3.25s/it]
Epoch[3/15]:  12%|█▏        | 332/2852 [17:12<2:15:24,  3.22s/it]
Epoch[3/15]:  12%|█▏        | 333/2852 [17:15<2:16:29,  3.25s/it]
Epoch[3/15]:  12%|█▏        | 334/2852 [17:19<2:17:54,  3.29s/it]
Epoch[3/15]:  12%|█▏        | 335/2852 [17:22<2:18:27,  3.30s/it]
Epoch[3/15]:  12%|█▏        | 336/2852 [17:25<2:16:32,  3.26s/it]
Epoch[3/15]:  12%|█▏        | 337/2852 [17:28<2:11:34,  3.14s/it]
Epoch[3/15]:  12%|█▏        | 338/2852 [17:31<2:12:20,  3.16s/it]
Epoch[3/15]:  12%|█▏        | 339/2852 [17:34<2:12:01,  3.15s/it]
Epoch[3/15]:  12%|█▏        | 340/2852 [17:38<2:12:59,  3.18s/it]
Epoch[3/15]:  12%|█▏        | 341/2852 [17:41<2:12:58,  3.18s/it]
Epoch[3/15]:  12%|█▏        | 342/2852 [17:44<2:14:09,  3.21s/it]
Epoch[3/15]:  12%|█▏        | 343/2852 [17:47<2:11:56,  3.16s/it]
Epoch[3/15]:  12%|█▏        | 344/2852 [17:50<2:11:35,  3.15s/it]
Epoch[3/15]:  12%|█▏        | 345/2852 [17:53<2:07:36,  3.05s/it]
Epoch[3/15]:  12%|█▏        | 346/2852 [17:56<2:09:19,  3.10s/it]
Epoch[3/15]:  12%|█▏        | 347/2852 [18:00<2:10:56,  3.14s/it]
Epoch[3/15]:  12%|█▏        | 348/2852 [18:03<2:10:22,  3.12s/it]
Epoch[3/15]:  12%|█▏        | 349/2852 [18:06<2:10:42,  3.13s/it]
Epoch[3/15]:  12%|█▏        | 350/2852 [18:09<2:09:35,  3.11s/it]
Epoch[3/15]:  12%|█▏        | 351/2852 [18:12<2:10:35,  3.13s/it]
Epoch[3/15]:  12%|█▏        | 352/2852 [18:15<2:10:24,  3.13s/it]
Epoch[3/15]:  12%|█▏        | 353/2852 [18:18<2:10:20,  3.13s/it]
Epoch[3/15]:  12%|█▏        | 354/2852 [18:21<2:10:13,  3.13s/it]
Epoch[3/15]:  12%|█▏        | 355/2852 [18:25<2:09:44,  3.12s/it]
Epoch[3/15]:  12%|█▏        | 356/2852 [18:28<2:09:52,  3.12s/it]
Epoch[3/15]:  13%|█▎        | 357/2852 [18:31<2:09:29,  3.11s/it]
Epoch[3/15]:  13%|█▎        | 358/2852 [18:34<2:09:34,  3.12s/it]
Epoch[3/15]:  13%|█▎        | 359/2852 [18:37<2:09:29,  3.12s/it]
Epoch[3/15]:  13%|█▎        | 360/2852 [18:40<2:10:31,  3.14s/it]
Epoch[3/15]:  13%|█▎        | 361/2852 [18:43<2:11:58,  3.18s/it]
Epoch[3/15]:  13%|█▎        | 362/2852 [18:46<2:07:13,  3.07s/it]
Epoch[3/15]:  13%|█▎        | 363/2852 [18:49<2:08:31,  3.10s/it]
Epoch[3/15]:  13%|█▎        | 364/2852 [18:53<2:09:48,  3.13s/it]
Epoch[3/15]:  13%|█▎        | 365/2852 [18:56<2:10:09,  3.14s/it]
Epoch[3/15]:  13%|█▎        | 366/2852 [18:59<2:10:10,  3.14s/it]
Epoch[3/15]:  13%|█▎        | 367/2852 [19:02<2:07:11,  3.07s/it]
Epoch[3/15]:  13%|█▎        | 368/2852 [19:05<2:06:27,  3.05s/it]
Epoch[3/15]:  13%|█▎        | 369/2852 [19:08<2:07:40,  3.09s/it]
Epoch[3/15]:  13%|█▎        | 370/2852 [19:11<2:08:55,  3.12s/it]
Epoch[3/15]:  13%|█▎        | 371/2852 [19:14<2:09:58,  3.14s/it]
Epoch[3/15]:  13%|█▎        | 372/2852 [19:18<2:11:07,  3.17s/it]
Epoch[3/15]:  13%|█▎        | 373/2852 [19:21<2:10:10,  3.15s/it]
Epoch[3/15]:  13%|█▎        | 374/2852 [19:24<2:08:50,  3.12s/it]
Epoch[3/15]:  13%|█▎        | 375/2852 [19:27<2:10:03,  3.15s/it]
Epoch[3/15]:  13%|█▎        | 376/2852 [19:30<2:10:31,  3.16s/it]
Epoch[3/15]:  13%|█▎        | 377/2852 [19:33<2:10:58,  3.18s/it]
Epoch[3/15]:  13%|█▎        | 378/2852 [19:37<2:10:47,  3.17s/it]
Epoch[3/15]:  13%|█▎        | 379/2852 [19:40<2:09:04,  3.13s/it]
Epoch[3/15]:  13%|█▎        | 380/2852 [19:43<2:10:24,  3.17s/it]
Epoch[3/15]:  13%|█▎        | 381/2852 [19:46<2:09:35,  3.15s/it]
Epoch[3/15]:  13%|█▎        | 382/2852 [19:49<2:10:20,  3.17s/it]
Epoch[3/15]:  13%|█▎        | 383/2852 [19:53<2:12:36,  3.22s/it]
Epoch[3/15]:  13%|█▎        | 384/2852 [19:56<2:12:14,  3.22s/it]
Epoch[3/15]:  13%|█▎        | 385/2852 [19:59<2:13:28,  3.25s/it]
Epoch[3/15]:  14%|█▎        | 386/2852 [20:02<2:14:20,  3.27s/it]
Epoch[3/15]:  14%|█▎        | 387/2852 [20:06<2:12:42,  3.23s/it]
Epoch[3/15]:  14%|█▎        | 388/2852 [20:09<2:13:15,  3.24s/it]
Epoch[3/15]:  14%|█▎        | 389/2852 [20:12<2:09:54,  3.16s/it]
Epoch[3/15]:  14%|█▎        | 390/2852 [20:15<2:10:48,  3.19s/it]
Epoch[3/15]:  14%|█▎        | 391/2852 [20:18<2:12:05,  3.22s/it]
Epoch[3/15]:  14%|█▎        | 392/2852 [20:22<2:11:32,  3.21s/it]
Epoch[3/15]:  14%|█▍        | 393/2852 [20:25<2:09:13,  3.15s/it]
Epoch[3/15]:  14%|█▍        | 394/2852 [20:28<2:09:33,  3.16s/it]
Epoch[3/15]:  14%|█▍        | 395/2852 [20:31<2:09:09,  3.15s/it]
Epoch[3/15]:  14%|█▍        | 396/2852 [20:34<2:06:11,  3.08s/it]
Epoch[3/15]:  14%|█▍        | 397/2852 [20:37<2:02:53,  3.00s/it]
Epoch[3/15]:  14%|█▍        | 398/2852 [20:40<2:05:25,  3.07s/it]
Epoch[3/15]:  14%|█▍        | 399/2852 [20:43<2:06:58,  3.11s/it]
Epoch[3/15]:  14%|█▍        | 400/2852 [20:46<2:08:10,  3.14s/it]
Epoch[3/15]:  14%|█▍        | 401/2852 [20:49<2:07:57,  3.13s/it]
Epoch[3/15]:  14%|█▍        | 402/2852 [20:53<2:08:41,  3.15s/it]
Epoch[3/15]:  14%|█▍        | 403/2852 [20:56<2:09:17,  3.17s/it]
Epoch[3/15]:  14%|█▍        | 404/2852 [20:59<2:08:50,  3.16s/it]
Epoch[3/15]:  14%|█▍        | 405/2852 [21:02<2:09:21,  3.17s/it]
Epoch[3/15]:  14%|█▍        | 406/2852 [21:05<2:06:58,  3.11s/it]
Epoch[3/15]:  14%|█▍        | 407/2852 [21:08<2:07:42,  3.13s/it]
Epoch[3/15]:  14%|█▍        | 408/2852 [21:11<2:07:27,  3.13s/it]
Epoch[3/15]:  14%|█▍        | 409/2852 [21:14<2:07:04,  3.12s/it]
Epoch[3/15]:  14%|█▍        | 410/2852 [21:17<2:03:58,  3.05s/it]
Epoch[3/15]:  14%|█▍        | 411/2852 [21:20<2:03:48,  3.04s/it]
Epoch[3/15]:  14%|█▍        | 412/2852 [21:24<2:05:58,  3.10s/it]
Epoch[3/15]:  14%|█▍        | 413/2852 [21:27<2:07:30,  3.14s/it]
Epoch[3/15]:  15%|█▍        | 414/2852 [21:30<2:07:43,  3.14s/it]
Epoch[3/15]:  15%|█▍        | 415/2852 [21:33<2:08:26,  3.16s/it]
Epoch[3/15]:  15%|█▍        | 416/2852 [21:36<2:09:19,  3.19s/it]
Epoch[3/15]:  15%|█▍        | 417/2852 [21:39<2:07:50,  3.15s/it]
Epoch[3/15]:  15%|█▍        | 418/2852 [21:42<2:04:19,  3.06s/it]
Epoch[3/15]:  15%|█▍        | 419/2852 [21:45<2:04:54,  3.08s/it]
Epoch[3/15]:  15%|█▍        | 420/2852 [21:48<2:03:43,  3.05s/it]
Epoch[3/15]:  15%|█▍        | 421/2852 [21:52<2:03:33,  3.05s/it]
Epoch[3/15]:  15%|█▍        | 422/2852 [21:55<2:04:49,  3.08s/it]
Epoch[3/15]:  15%|█▍        | 423/2852 [21:58<2:05:27,  3.10s/it]
Epoch[3/15]:  15%|█▍        | 424/2852 [22:01<2:04:55,  3.09s/it]
Epoch[3/15]:  15%|█▍        | 425/2852 [22:04<2:05:50,  3.11s/it]
Epoch[3/15]:  15%|█▍        | 426/2852 [22:07<2:07:14,  3.15s/it]
Epoch[3/15]:  15%|█▍        | 427/2852 [22:10<2:06:31,  3.13s/it]
Epoch[3/15]:  15%|█▌        | 428/2852 [22:14<2:07:19,  3.15s/it]
Epoch[3/15]:  15%|█▌        | 429/2852 [22:17<2:05:56,  3.12s/it]
Epoch[3/15]:  15%|█▌        | 430/2852 [22:20<2:08:01,  3.17s/it]
Epoch[3/15]:  15%|█▌        | 431/2852 [22:23<2:09:41,  3.21s/it]
Epoch[3/15]:  15%|█▌        | 432/2852 [22:26<2:09:06,  3.20s/it]
Epoch[3/15]:  15%|█▌        | 433/2852 [22:30<2:09:23,  3.21s/it]
Epoch[3/15]:  15%|█▌        | 434/2852 [22:33<2:07:12,  3.16s/it]
Epoch[3/15]:  15%|█▌        | 435/2852 [22:36<2:07:01,  3.15s/it]
Epoch[3/15]:  15%|█▌        | 436/2852 [22:39<2:03:37,  3.07s/it]
Epoch[3/15]:  15%|█▌        | 437/2852 [22:42<2:03:38,  3.07s/it]
Epoch[3/15]:  15%|█▌        | 438/2852 [22:45<2:02:12,  3.04s/it]
Epoch[3/15]:  15%|█▌        | 439/2852 [22:48<2:04:32,  3.10s/it]
Epoch[3/15]:  15%|█▌        | 440/2852 [22:51<2:04:54,  3.11s/it]
Epoch[3/15]:  15%|█▌        | 441/2852 [22:54<2:04:13,  3.09s/it]
Epoch[3/15]:  15%|█▌        | 442/2852 [22:57<2:05:23,  3.12s/it]
Epoch[3/15]:  16%|█▌        | 443/2852 [23:01<2:07:25,  3.17s/it]
Epoch[3/15]:  16%|█▌        | 444/2852 [23:04<2:07:40,  3.18s/it]
Epoch[3/15]:  16%|█▌        | 445/2852 [23:07<2:04:29,  3.10s/it]
Epoch[3/15]:  16%|█▌        | 446/2852 [23:10<2:03:55,  3.09s/it]
Epoch[3/15]:  16%|█▌        | 447/2852 [23:13<2:04:53,  3.12s/it]
Epoch[3/15]:  16%|█▌        | 448/2852 [23:16<2:06:04,  3.15s/it]
Epoch[3/15]:  16%|█▌        | 449/2852 [23:19<2:06:56,  3.17s/it]
Epoch[3/15]:  16%|█▌        | 450/2852 [23:22<2:05:55,  3.15s/it]
Epoch[3/15]:  16%|█▌        | 451/2852 [23:26<2:05:09,  3.13s/it]
Epoch[3/15]:  16%|█▌        | 452/2852 [23:29<2:05:09,  3.13s/it]
Epoch[3/15]:  16%|█▌        | 453/2852 [23:32<2:04:41,  3.12s/it]
Epoch[3/15]:  16%|█▌        | 454/2852 [23:35<2:03:34,  3.09s/it]
Epoch[3/15]:  16%|█▌        | 455/2852 [23:38<2:04:26,  3.11s/it]
Epoch[3/15]:  16%|█▌        | 456/2852 [23:41<2:03:45,  3.10s/it]
Epoch[3/15]:  16%|█▌        | 457/2852 [23:44<2:02:47,  3.08s/it]
Epoch[3/15]:  16%|█▌        | 458/2852 [23:47<2:02:40,  3.07s/it]
Epoch[3/15]:  16%|█▌        | 459/2852 [23:50<2:04:37,  3.12s/it]
Epoch[3/15]:  16%|█▌        | 460/2852 [23:54<2:06:53,  3.18s/it]
Epoch[3/15]:  16%|█▌        | 461/2852 [23:57<2:06:38,  3.18s/it]
Epoch[3/15]:  16%|█▌        | 462/2852 [24:00<2:08:47,  3.23s/it]
Epoch[3/15]:  16%|█▌        | 463/2852 [24:04<2:09:07,  3.24s/it]
Epoch[3/15]:  16%|█▋        | 464/2852 [24:07<2:09:32,  3.25s/it]
Epoch[3/15]:  16%|█▋        | 465/2852 [24:10<2:09:20,  3.25s/it]
Epoch[3/15]:  16%|█▋        | 466/2852 [24:13<2:10:53,  3.29s/it]
Epoch[3/15]:  16%|█▋        | 467/2852 [24:17<2:09:07,  3.25s/it]
Epoch[3/15]:  16%|█▋        | 468/2852 [24:20<2:07:05,  3.20s/it]
Epoch[3/15]:  16%|█▋        | 469/2852 [24:23<2:06:19,  3.18s/it]
Epoch[3/15]:  16%|█▋        | 470/2852 [24:26<2:06:12,  3.18s/it]
Epoch[3/15]:  17%|█▋        | 471/2852 [24:29<2:06:39,  3.19s/it]
Epoch[3/15]:  17%|█▋        | 472/2852 [24:32<2:05:19,  3.16s/it]
Epoch[3/15]:  17%|█▋        | 473/2852 [24:35<2:03:26,  3.11s/it]
Epoch[3/15]:  17%|█▋        | 474/2852 [24:38<2:03:16,  3.11s/it]
Epoch[3/15]:  17%|█▋        | 475/2852 [24:42<2:03:54,  3.13s/it]
Epoch[3/15]:  17%|█▋        | 476/2852 [24:45<2:04:02,  3.13s/it]
Epoch[3/15]:  17%|█▋        | 477/2852 [24:48<2:00:27,  3.04s/it]
Epoch[3/15]:  17%|█▋        | 478/2852 [24:51<2:01:55,  3.08s/it]
Epoch[3/15]:  17%|█▋        | 479/2852 [24:54<2:03:16,  3.12s/it]
Epoch[3/15]:  17%|█▋        | 480/2852 [24:57<2:02:59,  3.11s/it]
Epoch[3/15]:  17%|█▋        | 481/2852 [25:00<2:02:12,  3.09s/it]
Epoch[3/15]:  17%|█▋        | 482/2852 [25:03<2:02:37,  3.10s/it]
Epoch[3/15]:  17%|█▋        | 483/2852 [25:06<2:03:59,  3.14s/it]
Epoch[3/15]:  17%|█▋        | 484/2852 [25:09<2:02:52,  3.11s/it]
Epoch[3/15]:  17%|█▋        | 485/2852 [25:13<2:02:38,  3.11s/it]
Epoch[3/15]:  17%|█▋        | 486/2852 [25:16<2:03:27,  3.13s/it]
Epoch[3/15]:  17%|█▋        | 487/2852 [25:19<2:02:51,  3.12s/it]
Epoch[3/15]:  17%|█▋        | 488/2852 [25:22<2:01:52,  3.09s/it]
Epoch[3/15]:  17%|█▋        | 489/2852 [25:25<2:01:42,  3.09s/it]
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