diff --git "a/run_stream.512.log" "b/run_stream.512.log"
--- "a/run_stream.512.log"
+++ "b/run_stream.512.log"
@@ -1699,4 +1699,232 @@ All Flax model weights were used when initializing RobertaForMaskedLM.
 
 Some weights of RobertaForMaskedLM were not initialized from the Flax model and are newly initialized: ['lm_head.decoder.weight', 'roberta.embeddings.position_ids', 'lm_head.decoder.bias']
 You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
-
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Step... (14000/50000 | Loss: 1.7139594554901123, Acc: 0.6574689745903015):  29%|███████▊                   | 14500/50000 [5:37:00<15:27:55,  1.57s/it]
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+[07:57:02] - INFO - __main__ - Saving checkpoint at 15000 steps
+All Flax model weights were used when initializing RobertaForMaskedLM.
+
+Some weights of RobertaForMaskedLM were not initialized from the Flax model and are newly initialized: ['lm_head.decoder.weight', 'roberta.embeddings.position_ids', 'lm_head.decoder.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+
Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  30%|████████                   | 15001/50000 [5:49:34<174:34:13, 17.96s/it]
Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  30%|████████                   | 15002/50000 [5:49:35<125:24:39, 12.90s/it]
Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  30%|████████▍                   | 15003/50000 [5:49:36<91:19:46,  9.39s/it]
Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  30%|████████▍                   | 15004/50000 [5:49:38<68:38:48,  7.06s/it]
Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  30%|████████▍                   | 15005/50000 [5:49:39<52:08:19,  5.36s/it]
Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  30%|████████▍                   | 15006/50000 [5:49:40<41:00:25,  4.22s/it]
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Step... (15000/50000 | Loss: 1.709453821182251, Acc: 0.6586650609970093):  31%|████████▋                   | 15500/50000 [6:01:27<16:45:10,  1.75s/it]
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+Step... (15500 | Loss: 1.768535852432251, Learning Rate: 0.0004181818221695721)
+Step... (16000 | Loss: 1.7702714204788208, Learning Rate: 0.00041212121141143143)
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Evaluating ...: 100%|███████████████████████████████████████████████████████████████████████████████████████████████| 130/130 [00:21<00:00,  4.60it/s]
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+[08:21:47] - INFO - __main__ - Saving checkpoint at 16000 steps
+All Flax model weights were used when initializing RobertaForMaskedLM.
+
+Some weights of RobertaForMaskedLM were not initialized from the Flax model and are newly initialized: ['lm_head.decoder.weight', 'roberta.embeddings.position_ids', 'lm_head.decoder.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▋                  | 16001/50000 [6:14:21<175:56:44, 18.63s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▋                  | 16002/50000 [6:14:22<127:06:29, 13.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16003/50000 [6:14:24<92:51:28,  9.83s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16004/50000 [6:14:25<69:12:22,  7.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16005/50000 [6:14:27<52:50:54,  5.60s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16006/50000 [6:14:28<40:31:28,  4.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16007/50000 [6:14:29<32:18:53,  3.42s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16008/50000 [6:14:31<26:20:45,  2.79s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16009/50000 [6:14:32<21:55:53,  2.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16010/50000 [6:14:33<18:52:39,  2.00s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16011/50000 [6:14:34<16:43:48,  1.77s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16012/50000 [6:14:36<17:07:56,  1.81s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16013/50000 [6:14:38<15:37:41,  1.66s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16014/50000 [6:14:39<14:36:13,  1.55s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16015/50000 [6:14:40<14:11:14,  1.50s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16016/50000 [6:14:42<14:00:12,  1.48s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16017/50000 [6:14:43<13:01:30,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16018/50000 [6:14:46<16:56:01,  1.79s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16019/50000 [6:14:47<15:10:55,  1.61s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16049/50000 [6:15:28<12:59:11,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16050/50000 [6:15:29<13:00:57,  1.38s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16053/50000 [6:15:33<13:02:58,  1.38s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16057/50000 [6:15:39<13:18:32,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  32%|████████▉                   | 16058/50000 [6:15:40<12:57:53,  1.38s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16375/50000 [6:22:57<11:29:09,  1.23s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16376/50000 [6:22:59<13:21:13,  1.43s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16379/50000 [6:23:02<12:08:05,  1.30s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16384/50000 [6:23:09<11:29:55,  1.23s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16385/50000 [6:23:10<11:29:16,  1.23s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16386/50000 [6:23:11<11:53:23,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16387/50000 [6:23:13<11:50:11,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16388/50000 [6:23:15<14:36:53,  1.57s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16389/50000 [6:23:16<12:58:28,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16390/50000 [6:23:17<12:48:57,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16391/50000 [6:23:19<14:23:15,  1.54s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16392/50000 [6:23:21<14:13:44,  1.52s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16393/50000 [6:23:24<19:41:57,  2.11s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16394/50000 [6:23:25<17:44:38,  1.90s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16395/50000 [6:23:27<15:27:53,  1.66s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16396/50000 [6:23:28<14:43:41,  1.58s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16397/50000 [6:23:29<13:33:17,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16398/50000 [6:23:30<13:16:40,  1.42s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16399/50000 [6:23:32<13:04:10,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16400/50000 [6:23:33<12:38:06,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16401/50000 [6:23:34<12:06:35,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16402/50000 [6:23:35<11:53:13,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16403/50000 [6:23:37<11:31:53,  1.24s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16404/50000 [6:23:38<11:19:50,  1.21s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16405/50000 [6:23:39<11:06:55,  1.19s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16407/50000 [6:23:41<11:35:36,  1.24s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16464/50000 [6:25:10<12:55:32,  1.39s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16466/50000 [6:25:15<16:45:54,  1.80s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16467/50000 [6:25:16<15:44:10,  1.69s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16468/50000 [6:25:17<14:29:58,  1.56s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16469/50000 [6:25:19<13:43:29,  1.47s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16470/50000 [6:25:20<13:19:24,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16471/50000 [6:25:21<12:57:35,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16472/50000 [6:25:23<12:54:16,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16473/50000 [6:25:24<12:40:06,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16474/50000 [6:25:25<12:47:27,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16475/50000 [6:25:27<12:57:17,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16476/50000 [6:25:28<13:01:19,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16477/50000 [6:25:29<12:11:16,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16478/50000 [6:25:30<11:21:39,  1.22s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16479/50000 [6:25:31<10:53:58,  1.17s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16480/50000 [6:25:36<19:48:41,  2.13s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16481/50000 [6:25:37<17:22:39,  1.87s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16482/50000 [6:25:38<15:52:40,  1.71s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16483/50000 [6:25:40<14:28:00,  1.55s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16484/50000 [6:25:41<13:40:57,  1.47s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16485/50000 [6:25:42<13:07:55,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16486/50000 [6:25:43<12:27:50,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16487/50000 [6:25:44<11:31:06,  1.24s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16488/50000 [6:25:46<11:37:03,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16489/50000 [6:25:47<11:44:04,  1.26s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16490/50000 [6:25:48<12:08:42,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16491/50000 [6:25:50<12:19:14,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16492/50000 [6:25:51<12:59:37,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16493/50000 [6:25:52<12:17:11,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16494/50000 [6:25:56<17:48:58,  1.91s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16495/50000 [6:25:57<16:10:22,  1.74s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16496/50000 [6:25:58<15:21:16,  1.65s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16497/50000 [6:26:00<14:56:35,  1.61s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16498/50000 [6:26:01<14:33:40,  1.56s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16499/50000 [6:26:03<14:20:18,  1.54s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16500/50000 [6:26:04<12:43:46,  1.37s/it]
                                                                                                                                                      

Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16500/50000 [6:26:06<12:43:46,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16501/50000 [6:26:06<16:04:20,  1.73s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16502/50000 [6:26:08<15:04:00,  1.62s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16503/50000 [6:26:09<14:44:53,  1.59s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16504/50000 [6:26:11<14:23:33,  1.55s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16505/50000 [6:26:12<13:14:05,  1.42s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16506/50000 [6:26:13<13:17:41,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16507/50000 [6:26:15<12:54:44,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16508/50000 [6:26:18<17:26:39,  1.88s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16509/50000 [6:26:19<15:58:21,  1.72s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16510/50000 [6:26:20<14:36:17,  1.57s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16511/50000 [6:26:21<12:55:06,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16512/50000 [6:26:22<12:32:41,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16513/50000 [6:26:24<12:35:44,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16514/50000 [6:26:25<12:09:24,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16515/50000 [6:26:26<11:51:26,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16516/50000 [6:26:28<12:05:40,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▏                  | 16517/50000 [6:26:29<12:09:54,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16518/50000 [6:26:30<12:09:25,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16519/50000 [6:26:32<12:21:51,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16520/50000 [6:26:33<11:53:22,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16521/50000 [6:26:34<12:30:14,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16522/50000 [6:26:36<12:42:46,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16523/50000 [6:26:38<14:07:01,  1.52s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16524/50000 [6:26:39<14:13:06,  1.53s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16525/50000 [6:26:41<16:22:35,  1.76s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16526/50000 [6:26:43<15:00:21,  1.61s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16527/50000 [6:26:44<14:02:01,  1.51s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16528/50000 [6:26:45<12:45:07,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16529/50000 [6:26:47<13:15:50,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16530/50000 [6:26:48<13:23:17,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16531/50000 [6:26:49<12:41:39,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16532/50000 [6:26:50<12:14:38,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16533/50000 [6:26:52<12:33:22,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16534/50000 [6:26:53<12:24:14,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16535/50000 [6:26:54<11:36:22,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16536/50000 [6:26:56<12:00:41,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16537/50000 [6:26:58<14:05:46,  1.52s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16538/50000 [6:26:59<13:41:42,  1.47s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16539/50000 [6:27:00<13:24:53,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16540/50000 [6:27:02<13:03:38,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16541/50000 [6:27:03<13:26:44,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16542/50000 [6:27:05<13:27:11,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16543/50000 [6:27:06<13:31:18,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16544/50000 [6:27:07<12:38:33,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16545/50000 [6:27:09<12:38:18,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16546/50000 [6:27:10<12:21:01,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16547/50000 [6:27:11<12:26:59,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16548/50000 [6:27:13<12:47:42,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16549/50000 [6:27:14<12:54:54,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16550/50000 [6:27:16<15:05:14,  1.62s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16551/50000 [6:27:18<14:49:01,  1.59s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16552/50000 [6:27:19<13:04:33,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16553/50000 [6:27:20<12:23:52,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16554/50000 [6:27:21<12:18:54,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16555/50000 [6:27:23<12:45:16,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16556/50000 [6:27:24<11:44:02,  1.26s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16557/50000 [6:27:25<12:11:09,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16558/50000 [6:27:27<12:16:03,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16559/50000 [6:27:28<12:01:47,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16560/50000 [6:27:29<11:25:48,  1.23s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16561/50000 [6:27:30<11:56:14,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16562/50000 [6:27:31<11:02:05,  1.19s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16563/50000 [6:27:32<10:47:52,  1.16s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16564/50000 [6:27:34<11:32:28,  1.24s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16565/50000 [6:27:36<14:40:37,  1.58s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16566/50000 [6:27:37<13:39:29,  1.47s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16567/50000 [6:27:39<13:46:20,  1.48s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16568/50000 [6:27:40<12:57:21,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16569/50000 [6:27:41<13:02:40,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16570/50000 [6:27:43<12:24:00,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16571/50000 [6:27:45<15:27:50,  1.67s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16572/50000 [6:27:46<14:20:41,  1.54s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16573/50000 [6:27:48<13:33:57,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16574/50000 [6:27:49<13:01:43,  1.40s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16588/50000 [6:28:07<12:20:33,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16589/50000 [6:28:08<11:41:05,  1.26s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16593/50000 [6:28:13<12:13:48,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16594/50000 [6:28:14<11:27:51,  1.24s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16595/50000 [6:28:16<12:40:28,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16596/50000 [6:28:17<12:24:13,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16597/50000 [6:28:20<15:35:29,  1.68s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16598/50000 [6:28:21<14:56:27,  1.61s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16599/50000 [6:28:23<14:01:10,  1.51s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16600/50000 [6:28:24<13:43:03,  1.48s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16601/50000 [6:28:25<13:20:41,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16602/50000 [6:28:27<13:16:00,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16603/50000 [6:28:28<12:43:20,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16604/50000 [6:28:29<12:30:37,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16605/50000 [6:28:30<12:05:21,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16606/50000 [6:28:32<11:58:54,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16607/50000 [6:28:33<12:08:31,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16608/50000 [6:28:34<12:16:26,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16609/50000 [6:28:36<11:56:08,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16610/50000 [6:28:37<11:20:52,  1.22s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16611/50000 [6:28:39<12:58:41,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16612/50000 [6:28:40<12:59:37,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16613/50000 [6:28:41<13:02:15,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16614/50000 [6:28:43<12:29:02,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16615/50000 [6:28:44<12:03:40,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16616/50000 [6:28:45<12:24:22,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16617/50000 [6:28:48<15:30:34,  1.67s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16618/50000 [6:28:49<14:37:01,  1.58s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16619/50000 [6:28:50<13:28:51,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16620/50000 [6:28:51<13:00:40,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16621/50000 [6:28:53<13:01:31,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16622/50000 [6:28:54<13:03:36,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16623/50000 [6:28:56<12:38:40,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16624/50000 [6:28:57<12:44:43,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16625/50000 [6:28:58<12:17:50,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16626/50000 [6:29:00<14:04:13,  1.52s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16627/50000 [6:29:01<13:26:55,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16628/50000 [6:29:03<12:37:01,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16629/50000 [6:29:04<12:41:34,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16630/50000 [6:29:05<12:27:13,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16631/50000 [6:29:07<13:05:27,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16632/50000 [6:29:08<12:50:26,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16633/50000 [6:29:09<12:27:43,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16634/50000 [6:29:11<11:55:22,  1.29s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16636/50000 [6:29:13<12:01:16,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16637/50000 [6:29:14<12:09:12,  1.31s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16683/50000 [6:30:19<11:33:41,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16684/50000 [6:30:21<14:00:07,  1.51s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16685/50000 [6:30:22<12:46:19,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16686/50000 [6:30:24<13:12:39,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16687/50000 [6:30:25<13:03:20,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16688/50000 [6:30:26<11:57:37,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16689/50000 [6:30:28<13:04:12,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16690/50000 [6:30:29<13:19:02,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16691/50000 [6:30:30<12:02:32,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16692/50000 [6:30:31<11:38:22,  1.26s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16693/50000 [6:30:33<12:42:18,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16694/50000 [6:30:34<11:59:17,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16695/50000 [6:30:35<12:22:23,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16696/50000 [6:30:37<12:19:53,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16697/50000 [6:30:38<11:48:57,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16698/50000 [6:30:40<13:46:54,  1.49s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16699/50000 [6:30:41<12:56:45,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16700/50000 [6:30:42<12:50:08,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16701/50000 [6:30:44<12:15:50,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16702/50000 [6:30:45<12:00:35,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16703/50000 [6:30:46<12:10:38,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16704/50000 [6:30:47<11:50:43,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16705/50000 [6:30:49<11:35:16,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16706/50000 [6:30:50<12:09:01,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16707/50000 [6:30:52<12:40:59,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16708/50000 [6:30:53<12:47:34,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16709/50000 [6:30:55<15:36:16,  1.69s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16710/50000 [6:30:57<14:24:12,  1.56s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16711/50000 [6:30:58<13:32:54,  1.47s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16712/50000 [6:30:59<13:59:04,  1.51s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16713/50000 [6:31:01<14:02:56,  1.52s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16714/50000 [6:31:02<13:45:33,  1.49s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16715/50000 [6:31:03<12:12:44,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16716/50000 [6:31:05<12:17:41,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16717/50000 [6:31:06<12:47:49,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16718/50000 [6:31:08<12:59:16,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16719/50000 [6:31:09<12:48:34,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16720/50000 [6:31:10<12:50:23,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16721/50000 [6:31:12<12:39:57,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16722/50000 [6:31:13<12:41:08,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16723/50000 [6:31:14<11:59:42,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16724/50000 [6:31:16<12:21:54,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16725/50000 [6:31:17<12:41:52,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16726/50000 [6:31:18<11:49:36,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16727/50000 [6:31:20<13:51:06,  1.50s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16728/50000 [6:31:22<13:18:28,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16729/50000 [6:31:23<12:15:43,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16730/50000 [6:31:24<11:57:46,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16731/50000 [6:31:25<11:10:40,  1.21s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16732/50000 [6:31:26<11:08:34,  1.21s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16733/50000 [6:31:27<11:35:32,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16734/50000 [6:31:29<11:51:12,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16735/50000 [6:31:30<11:46:38,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████���                  | 16736/50000 [6:31:31<11:22:33,  1.23s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16737/50000 [6:31:33<12:07:57,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16738/50000 [6:31:34<11:44:27,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16739/50000 [6:31:35<12:32:55,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16740/50000 [6:31:36<11:49:25,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▎                  | 16741/50000 [6:31:38<13:49:05,  1.50s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16742/50000 [6:31:40<13:04:02,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16743/50000 [6:31:41<13:30:08,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16744/50000 [6:31:43<14:02:46,  1.52s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16745/50000 [6:31:44<13:14:09,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16746/50000 [6:31:45<12:08:02,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16747/50000 [6:31:47<12:21:48,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16748/50000 [6:31:48<12:09:50,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  33%|█████████▍                  | 16749/50000 [6:31:49<12:08:43,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16750/50000 [6:31:50<11:36:01,  1.26s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16751/50000 [6:31:52<12:06:48,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16752/50000 [6:31:53<12:09:25,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16753/50000 [6:31:54<12:17:03,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16754/50000 [6:31:56<12:04:42,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16755/50000 [6:31:59<16:59:06,  1.84s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16756/50000 [6:32:00<16:35:16,  1.80s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16757/50000 [6:32:02<15:28:28,  1.68s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16758/50000 [6:32:03<14:57:18,  1.62s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16759/50000 [6:32:04<13:27:56,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16760/50000 [6:32:06<13:32:17,  1.47s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16761/50000 [6:32:07<12:51:23,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16762/50000 [6:32:08<12:04:46,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16763/50000 [6:32:10<12:33:27,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16764/50000 [6:32:11<12:22:07,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16765/50000 [6:32:12<12:12:07,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16766/50000 [6:32:14<12:29:46,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16767/50000 [6:32:15<12:37:35,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16768/50000 [6:32:16<12:11:53,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16769/50000 [6:32:18<13:31:08,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16770/50000 [6:32:19<12:20:49,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16771/50000 [6:32:21<12:31:37,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16772/50000 [6:32:22<12:44:55,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16773/50000 [6:32:23<12:26:31,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16774/50000 [6:32:24<12:08:39,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16775/50000 [6:32:26<11:33:42,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16776/50000 [6:32:27<12:04:40,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16777/50000 [6:32:28<12:21:41,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16778/50000 [6:32:30<12:27:46,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16779/50000 [6:32:31<12:46:40,  1.38s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16780/50000 [6:32:32<12:13:54,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16781/50000 [6:32:34<11:46:28,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16782/50000 [6:32:35<10:43:57,  1.16s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16783/50000 [6:32:36<11:17:08,  1.22s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16784/50000 [6:32:38<13:28:49,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16785/50000 [6:32:39<12:23:25,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16786/50000 [6:32:40<12:02:10,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16787/50000 [6:32:42<12:15:09,  1.33s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16788/50000 [6:32:43<12:53:29,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16789/50000 [6:32:45<13:14:29,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16790/50000 [6:32:46<12:25:58,  1.35s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16791/50000 [6:32:48<13:27:47,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16792/50000 [6:32:49<13:37:53,  1.48s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16793/50000 [6:32:50<12:56:05,  1.40s/it]
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Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16803/50000 [6:33:06<14:12:50,  1.54s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16804/50000 [6:33:07<13:26:29,  1.46s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16805/50000 [6:33:09<13:02:44,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16806/50000 [6:33:10<12:05:44,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16807/50000 [6:33:11<12:00:34,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16808/50000 [6:33:12<11:36:29,  1.26s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16809/50000 [6:33:14<11:58:02,  1.30s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16810/50000 [6:33:15<12:09:11,  1.32s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16811/50000 [6:33:16<12:29:47,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16812/50000 [6:33:18<12:19:33,  1.34s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16813/50000 [6:33:19<12:05:14,  1.31s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16814/50000 [6:33:20<11:52:41,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16815/50000 [6:33:22<13:36:49,  1.48s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16816/50000 [6:33:23<12:56:26,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16817/50000 [6:33:25<13:02:59,  1.42s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16818/50000 [6:33:26<11:48:49,  1.28s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16819/50000 [6:33:27<11:27:30,  1.24s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16820/50000 [6:33:28<11:19:15,  1.23s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16821/50000 [6:33:29<11:30:10,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16822/50000 [6:33:31<11:34:44,  1.26s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16823/50000 [6:33:32<11:42:52,  1.27s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16824/50000 [6:33:33<10:59:03,  1.19s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16825/50000 [6:33:34<11:07:49,  1.21s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16826/50000 [6:33:36<11:51:12,  1.29s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16827/50000 [6:33:37<11:12:51,  1.22s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16828/50000 [6:33:38<11:29:54,  1.25s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16829/50000 [6:33:39<11:03:21,  1.20s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16830/50000 [6:33:41<13:44:26,  1.49s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16831/50000 [6:33:42<12:53:48,  1.40s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16832/50000 [6:33:44<13:12:08,  1.43s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16833/50000 [6:33:45<13:18:12,  1.44s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16834/50000 [6:33:47<12:57:17,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16835/50000 [6:33:48<13:18:47,  1.45s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16836/50000 [6:33:50<12:47:53,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16837/50000 [6:33:51<12:50:37,  1.39s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16838/50000 [6:33:52<12:39:43,  1.37s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16839/50000 [6:33:54<12:29:21,  1.36s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16840/50000 [6:33:55<12:59:42,  1.41s/it]
Step... (16000/50000 | Loss: 1.6991859674453735, Acc: 0.659552812576294):  34%|█████████▍                  | 16841/50000 [6:33:57<13:04:31,  1.42s/it]
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