04/23/2024 15:43:47 - WARNING - __main__ - Process rank: -1, device: cuda, n_gpu: 4, distributed training: False, 16-bits training: False
04/23/2024 15:43:49 - INFO - __main__ - Training/evaluation parameters Namespace(train_data_file='../dataset/train.txt', output_dir='../model', eval_data_file='../dataset/valid.txt', test_data_file='../dataset/test.txt', model_type='roberta', model_name_or_path='microsoft/codebert-base', mlm=False, mlm_probability=0.15, config_name='microsoft/codebert-base', tokenizer_name='roberta-base', cache_dir='', block_size=400, do_train=True, do_eval=False, do_test=False, evaluate_during_training=True, do_lower_case=False, train_batch_size=16, eval_batch_size=32, gradient_accumulation_steps=1, learning_rate=5e-05, weight_decay=0.0, adam_epsilon=1e-08, max_grad_norm=1.0, num_train_epochs=1.0, max_steps=-1, warmup_steps=0, logging_steps=50, save_steps=50, save_total_limit=None, eval_all_checkpoints=False, no_cuda=False, overwrite_output_dir=False, overwrite_cache=False, seed=123456, epoch=2, fp16=False, fp16_opt_level='O1', local_rank=-1, server_ip='', server_port='', n_gpu=4, device=device(type='cuda'), per_gpu_train_batch_size=4, per_gpu_eval_batch_size=8, start_epoch=0, start_step=0)
04/23/2024 15:43:49 - INFO - __main__ - Creating features from index file at ../dataset/train.txt
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04/23/2024 15:44:15 - INFO - __main__ - *** Example ***
04/23/2024 15:44:15 - INFO - __main__ - idx: 0
04/23/2024 15:44:15 - INFO - __main__ - label: 1
04/23/2024 15:44:15 - INFO - __main__ - input_tokens: ['', 'public', '_static', '_boolean', '_copy', '(', 'File', '_source', ',', '_File', '_target', ')', '_{', '_try', '_{', '_if', '_(!', 'source', '.', 'ex', 'ists', '())', '_return', '_false', ';', '_target', '.', 'get', 'Parent', 'File', '().', 'mk', 'dir', 's', '();', '_Input', 'Stream', '_input', '_=', '_new', '_File', 'Input', 'Stream', '(', 'source', ');', '_Output', 'Stream', '_output', '_=', '_new', '_File', 'Output', 'Stream', '(', 'target', ');', '_byte', '[]', '_buf', '_=', '_new', '_byte', '[', '1024', '];', '_int', '_len', ';', '_while', '_((', 'len', '_=', '_input', '.', 'read', '(', 'buf', '))', '_>', '_0', ')', '_output', '.', 'write', '(', 'buf', ',', '_0', ',', '_len', ');', '_input', '.', 'close', '();', '_output', '.', 'close', '();', '_return', '_true', ';', '_}', '_catch', '_(', 'Exception', '_exc', ')', '_{', '_exc', '.', 'print', 'Stack', 'Tr', 'ace', '();', '_return', '_false', ';', '_}', '_}', '', '', 'private', '_String', '_fetch', 'Compare', 'Content', '()', '_throws', '_IO', 'Exception', '_{', '_URL', '_url', '_=', '_new', '_URL', '(', 'comp', 'are', 'To', ');', '_String', 'Writer', '_sw', '_=', '_new', '_String', 'Writer', '();', '_I', 'OU', 't', 'ils', '.', 'copy', '(', 'url', '.', 'open', 'Stream', '(),', '_sw', ');', '_return', '_sw', '.', 'get', 'Buffer', '().', 'to', 'String', '();', '_}', '']
04/23/2024 15:44:15 - INFO - __main__ - input_ids: 0 15110 25156 49378 5375 1640 9966 1300 6 8655 1002 43 25522 860 25522 114 48209 17747 4 3463 1952 49338 671 3950 131 1002 4 6460 46102 9966 49123 43503 41292 29 47006 41327 36757 8135 5457 92 8655 48214 36757 1640 17747 4397 38252 36757 4195 5457 92 8655 48293 36757 1640 23976 4397 47893 48992 49125 5457 92 47893 10975 47477 44082 6979 25528 131 150 41006 8476 5457 8135 4 12745 1640 48939 35122 8061 321 43 4195 4 29631 1640 48939 6 321 6 25528 4397 8135 4 22641 47006 4195 4 22641 47006 671 1528 131 35524 2916 36 48847 12562 43 25522 12562 4 17265 43274 12667 4450 47006 671 3950 131 35524 35524 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 22891 26602 23366 45448 45463 43048 6989 38266 48847 25522 33000 46471 5457 92 33000 1640 11828 1322 3972 4397 26602 45489 3514 5457 92 26602 45489 47006 38 5061 90 5290 4 44273 1640 6423 4 12592 36757 49196 3514 4397 671 3514 4 6460 49334 49123 560 34222 47006 35524 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
04/23/2024 15:44:15 - INFO - __main__ - *** Example ***
04/23/2024 15:44:15 - INFO - __main__ - idx: 1
04/23/2024 15:44:15 - INFO - __main__ - label: 0
04/23/2024 15:44:15 - INFO - __main__ - input_tokens: ['', 'private', '_void', '_copy', 'File', '(', 'String', '_path', ')', '_{', '_try', '_{', '_File', '_src', 'file', '_=', '_new', '_File', '(', 'src', 'dir', ',', '_path', ');', '_File', '_dest', 'file', '_=', '_new', '_File', '(', 'dest', 'dir', ',', '_path', ');', '_File', '_parent', '_=', '_dest', 'file', '.', 'get', 'Parent', 'File', '();', '_if', '_(!', 'parent', '.', 'ex', 'ists', '())', '_{', '_parent', '.', 'mk', 'dir', 's', '();', '_}', '_File', 'Input', 'Stream', '_f', 'is', '_=', '_new', '_File', 'Input', 'Stream', '(', 'src', 'file', ');', '_File', 'Output', 'Stream', '_f', 'os', '_=', '_new', '_File', 'Output', 'Stream', '(', 'dest', 'file', ');', '_int', '_bytes', '_', 'read', '_=', '_0', ';', '_byte', '_buffer', '[]', '_=', '_new', '_byte', '[', '512', '];', '_while', '_((', 'bytes', '_', 'read', '_=', '_f', 'is', '.', 'read', '(', 'buffer', '))', '_!=', '_-', '1', ')', '_{', '_f', 'os', '.', 'write', '(', 'buffer', ',', '_0', ',', '_bytes', '_', 'read', ');', '_}', '_f', 'is', '.', 'close', '();', '_f', 'os', '.', 'close', '();', '_}', '_catch', '_(', 'IO', 'Exception', '_e', ')', '_{', '_throw', '_new', '_Build', 'Exception', '("', 'Error', '_while', '_copying', '_file', '_"', '_+', '_path', ');', '_}', '_}', '', '', 'public', '_static', '_void', '_main', '(', 'String', '[]', '_args', ')', '_throws', '_IO', 'Exception', '_{', '_Post', 'Parameter', '_a', '1', '_=', '_new', '_Post', 'Parameter', '("', 'v', '",', '_Ut', 'ils', '.', 'en', 'code', '("', '1', '.', '0', '")', ');', '_Post', 'Parameter', '_a', '2', '_=', '_new', '_Post', 'Parameter', '("', 'api', '_', 'key', '",', '_Ut', 'ils', '.', 'en', 'code', '(', 'Ren', 'Ren', 'Con', 'stant', '.', 'api', 'Key', '));', '_Post', 'Parameter', '_a', '3', '_=', '_new', '_Post', 'Parameter', '("', 'method', '",', '_Ut', 'ils', '.', 'en', 'code', '("', 'not', 'ifications', '.', 'send', '")', ');', '_Post', 'Parameter', '_a', '4', '_=', '_new', '_Post', 'Parameter', '("', 'call', '_', 'id', '",', '_System', '.', 'n', 'ano', 'Time', '());', '_Post', 'Parameter', '_a', '5', '_=', '_new', '_Post', 'Parameter', '("', 'session', '_', 'key', '",', '_Ut', 'ils', '.', 'en', 'code', '("', '5', '.', '22', 'af', '9', 'ee', '9', 'ad', '8', '42', 'c', '7', 'eb', '5', '2004', 'e', 'ce', '6', 'e', '96', 'b', '10', '.', '864', '00', '.', '12', '98', '646', '000', '-', '350', '7', '279', '14', '")', ');', '_Post', 'Parameter', '_a', '6', '_=', '_new', '_Post', 'Parameter', '("', 'to', '_', 'ids', '",', '_Ut', 'ils', '.', 'en', 'code', '("', '350', '7', '279', '14', '")', ');', '_Post', 'Parameter', '_a', '7', '_=', '_new', '_Post', 'Parameter', '("', 'not', 'ification', '",', '_"', 'åı', 'Ī', 'åĪ', '°', 'äº', 'Ĩ', 'è¦', 'ģ', 'ç', 'Ŀ', '¡', 'è', '§', 'ī', 'çļĦ', 'æĹ', '¶', 'éĹ', '´', 'äº', 'Ĩ', 'ãĢĤ', '");', '_Post', 'Parameter', '_a', '8', '_=', '_new', '_Post', 'Parameter', '("', 'format', '",', '_Ut', 'ils', '.', 'en', 'code', '("', 'JSON', '")', ');', '_Ren', 'Ren', 'Post', 'Parameters', '_ps', '_=', '_new', '_Ren', 'Ren', 'Post', 'Parameters', '(', 'Ut', 'ils', '.', 'en', 'code', '(', 'Ren', 'Ren', 'Con', 'stant', '.', 'secret', '));', '_ps', '.', 'add', 'Parameter', '(', 'a', '1', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '2', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '3', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '4', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '5', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '6', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '7', ');', '_ps', '.', 'add', 'Parameter', '(', 'a', '8', ');', '_System', '.', 'out', '.', 'println', '(', 'Ren', 'Ren', 'Con', 'stant', '.', 'api', 'Url', '_+', '_"', '?"', '_+', '_ps', '.', 'gener', 'ate', 'Url', '());', '_URL', '_url', '_=', '_new', '_URL', '(', 'Ren', 'Ren', 'Con', 'stant', '.', 'api', 'Url', '_+', '_"', '?"', '_+', '_ps', '.', 'gener', 'ate', 'Url', '());', '_H', 'ttp', 'URL', 'Connection', '_request', '_=', '_(', 'Http', 'URL', 'Connection', ')', '_url', '.', 'open', 'Connection', '();', '_request', '.', 'set', 'Do', 'Output', '(', '']
04/23/2024 15:44:15 - INFO - __main__ - input_ids: 0 22891 13842 5375 9966 1640 34222 2718 43 25522 860 25522 8655 47215 21710 5457 92 8655 1640 45692 41292 6 2718 4397 8655 15357 21710 5457 92 8655 1640 31549 41292 6 2718 4397 8655 4095 5457 15357 21710 4 6460 46102 9966 47006 114 48209 20985 4 3463 1952 49338 25522 4095 4 43503 41292 29 47006 35524 8655 48214 36757 856 354 5457 92 8655 48214 36757 1640 45692 21710 4397 8655 48293 36757 856 366 5457 92 8655 48293 36757 1640 31549 21710 4397 6979 46487 1215 12745 5457 321 131 47893 21944 48992 5457 92 47893 10975 35033 44082 150 41006 46823 1215 12745 5457 856 354 4 12745 1640 47438 35122 49333 111 134 43 25522 856 366 4 29631 1640 47438 6 321 6 46487 1215 12745 4397 35524 856 354 4 22641 47006 856 366 4 22641 47006 35524 2916 36 6454 48847 364 43 25522 3211 92 15195 48847 46469 30192 150 34236 2870 22 2055 2718 4397 35524 35524 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 15110 25156 13842 1049 1640 34222 48992 49503 43 6989 38266 48847 25522 1869 49752 10 134 5457 92 1869 49752 46469 705 1297 11183 5290 4 225 20414 46469 134 4 288 8070 4397 1869 49752 10 176 5457 92 1869 49752 46469 30602 1215 5282 1297 11183 5290 4 225 20414 1640 34837 34837 9157 20034 4 30602 28152 48749 1869 49752 10 246 5457 92 1869 49752 46469 45416 1297 11183 5290 4 225 20414 46469 3654 14868 4 37785 8070 4397 1869 49752 10 306 5457 92 1869 49752 46469 16395 1215 808 1297 5149 4 282 2601 14699 49291 1869 49752 10 245 5457 92 1869 49752 46469 39035 1215 5282 1297 11183 5290 4 225 20414 46469 245 4 2036 2001 466 1942 466 625 398 3714 438 406 3209 245 34972 242 1755 401 242 5607 428 698 4 40093 612 4 1092 5208 33075 151 12 10056 406 28854 1570 8070 4397 1869 49752 10 401 5457 92 1869 49752 46469 560 1215 7823 1297 11183 5290 4 225 20414 46469 10056 406 28854 1570 8070 4397 1869 49752 10 406 5457 92 1869 49752 46469 3654 5000 1297 22 45262 23133 47166 7487 46499 27819 48334 10172 36714 46 5543 36484 6248 23171 44574 47954 19002 49117 20024 46499 27819 45682 45751 1869 49752 10 398 5457 92 1869 49752 46469 34609 1297 11183 5290 4 225 20414 46469 49437 8070 4397 6340 34837 21585 49725 27778 5457 92 6340 34837 21585 49725 1640 41967 5290 4 225 20414 1640 34837 34837 9157 20034 4 19301 48749 27778 4 4917 49752 1640 102 134 4397 27778 4 4917 49752 1640 102 176 4397 27778 4 4917 49752 1640 102 246 4397 27778 4 4917 49752 1640 102 306 4397 27778 4 4917 49752 1640 102 245 4397 27778 4 4917 49752 1640 102 401 4397 27778 4 4917 49752 1640 102 406 4397 27778 4 4917 49752 1640 102 398 4397 5149 4 995 4 49396 1640 34837 34837 9157 20034 4 30602 49009 2055 22 1917 2055 27778 4 20557 877 49009 49291 33000 46471 5457 92 33000 1640 34837 34837 9157 20034 4 30602 49009 2055 22 1917 2055 27778 4 20557 877 49009 49291 289 48741 42703 48467 2069 5457 36 49549 42703 48467 43 46471 4 12592 48467 47006 2069 4 8738 8275 48293 1640 2
04/23/2024 15:44:15 - INFO - __main__ - *** Example ***
04/23/2024 15:44:15 - INFO - __main__ - idx: 2
04/23/2024 15:44:15 - INFO - __main__ - label: 0
04/23/2024 15:44:15 - INFO - __main__ - input_tokens: ['', 'public', '_GG', 'Photo', 'Info', '_get', 'Photo', 'Info', '(', 'String', '_photo', 'Id', ',', '_String', '_language', ')', '_throws', '_Illegal', 'State', 'Exception', ',', '_GG', 'Exception', ',', '_Exception', '_{', '_List', '<', 'Name', 'Value', 'P', 'air', '>', '_q', 'params', '_=', '_new', '_Array', 'List', '<', 'Name', 'Value', 'P', 'air', '>', '();', '_q', 'params', '.', 'add', '(', 'new', '_Basic', 'Name', 'Value', 'P', 'air', '("', 'method', '",', '_"', 'gg', '.', 'photos', '.', 'get', 'Info', '")', ');', '_q', 'params', '.', 'add', '(', 'new', '_Basic', 'Name', 'Value', 'P', 'air', '("', 'key', '",', '_this', '.', 'key', '));', '_q', 'params', '.', 'add', '(', 'new', '_Basic', 'Name', 'Value', 'P', 'air', '("', 'photo', '_', 'id', '",', '_photo', 'Id', '));', '_if', '_(', 'null', '_!=', '_language', ')', '_{', '_q', 'params', '.', 'add', '(', 'new', '_Basic', 'Name', 'Value', 'P', 'air', '("', 'language', '",', '_language', '));', '_}', '_String', '_url', '_=', '_REST', '_', 'URL', '_+', '_"', '?"', '_+', '_UR', 'LE', 'nc', 'oded', 'Ut', 'ils', '.', 'format', '(', 'q', 'params', ',', '_"', 'UTF', '-', '8', '");', '_URI', '_ur', 'i', '_=', '_new', '_URI', '(', 'url', ');', '_H', 'ttp', 'Get', '_http', 'get', '_=', '_new', '_H', 'ttp', 'Get', '(', 'uri', ');', '_H', 'ttp', 'Response', '_response', '_=', '_http', 'Client', '.', 'execute', '(', 'http', 'get', ');', '_int', '_status', '_=', '_response', '.', 'get', 'Status', 'Line', '().', 'get', 'Status', 'Code', '();', '_error', 'Check', '(', 'response', ',', '_status', ');', '_Input', 'Stream', '_content', '_=', '_response', '.', 'get', 'Entity', '().', 'get', 'Content', '();', '_GG', 'Photo', 'Info', '_photo', '_=', '_J', 'AX', 'B', '.', 'un', 'm', 'arsh', 'al', '(', 'content', ',', '_GG', 'Photo', 'Info', '.', 'class', ');', '_return', '_photo', ';', '_}', '', '', 'public', '_static', '_Document', '_get', 'Document', '(', 'URL', '_url', ',', '_Entity', 'Res', 'olver', '_res', 'olver', ',', '_boolean', '_valid', 'ating', ')', '_throws', '_Illegal', 'Arg', 'ument', 'Exception', ',', '_IO', 'Exception', '_{', '_if', '_(', 'url', '_==', '_null', ')', '_throw', '_new', '_Illegal', 'Arg', 'ument', 'Exception', '("', 'URL', '_is', '_null', '");', '_Input', 'Stream', '_is', '_=', '_null', ';', '_try', '_{', '_is', '_=', '_url', '.', 'open', 'Stream', '();', '_Input', 'Source', '_source', '_=', '_new', '_Input', 'Source', '(', 'is', ');', '_source', '.', 'set', 'System', 'Id', '(', 'url', '.', 'to', 'String', '());', '_return', '_get', 'Document', '(', 'source', ',', '_res', 'olver', ',', '_valid', 'ating', ');', '_}', '_finally', '_{', '_try', '_{', '_if', '_(', 'is', '_!=', '_null', ')', '_is', '.', 'close', '();', '_}', '_catch', '_(', 'IO', 'Exception', '_io', 'e', ')', '_{', '_}', '_}', '_}', '']
04/23/2024 15:44:15 - INFO - __main__ - input_ids: 0 15110 43934 2411 39863 120 2411 39863 1640 34222 1345 28081 6 26602 2777 43 6989 36993 13360 48847 6 43934 48847 6 47617 25522 9527 41552 31723 33977 510 2456 15698 2231 49237 5457 92 42719 36583 41552 31723 33977 510 2456 15698 47006 2231 49237 4 4917 1640 4651 17255 31723 33977 510 2456 46469 45416 1297 22 6149 4 40259 4 6460 39863 8070 4397 2231 49237 4 4917 1640 4651 17255 31723 33977 510 2456 46469 5282 1297 42 4 5282 48749 2231 49237 4 4917 1640 4651 17255 31723 33977 510 2456 46469 17827 1215 808 1297 1345 28081 48749 114 36 15755 49333 2777 43 25522 2231 49237 4 4917 1640 4651 17255 31723 33977 510 2456 46469 19527 1297 2777 48749 35524 26602 46471 5457 40746 1215 42703 2055 22 1917 2055 38343 3850 11326 31819 41967 5290 4 34609 1640 1343 49237 6 22 44987 12 398 45751 45802 11540 118 5457 92 45802 1640 6423 4397 289 48741 14181 2054 6460 5457 92 289 48741 14181 1640 6151 4397 289 48741 47806 1263 5457 2054 47952 4 48592 1640 8166 6460 4397 6979 2194 5457 1263 4 6460 47731 18997 49123 6460 47731 41555 47006 5849 26615 1640 41510 6 2194 4397 41327 36757 1383 5457 1263 4 6460 49448 49123 6460 45463 47006 43934 2411 39863 1345 5457 344 26624 387 4 879 119 14980 337 1640 10166 6 43934 2411 39863 4 4684 4397 671 1345 131 35524 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 15110 25156 27246 120 47088 1640 42703 46471 6 46718 20028 35934 5032 35934 6 49378 8218 1295 43 6989 36993 45621 18816 48847 6 38266 48847 25522 114 36 6423 45994 23796 43 3211 92 36993 45621 18816 48847 46469 42703 16 23796 45751 41327 36757 16 5457 23796 131 860 25522 16 5457 46471 4 12592 36757 47006 41327 7061 1300 5457 92 41327 7061 1640 354 4397 1300 4 8738 36383 28081 1640 6423 4 560 34222 49291 671 120 47088 1640 17747 6 5032 35934 6 8218 1295 4397 35524 1747 25522 860 25522 114 36 354 49333 23796 43 16 4 22641 47006 35524 2916 36 6454 48847 46155 242 43 25522 35524 35524 35524 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
/home/yifei/anaconda3/envs/nlp/lib/python3.10/site-packages/transformers/optimization.py:411: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning
warnings.warn(
04/23/2024 15:44:16 - INFO - __main__ - ***** Running training *****
04/23/2024 15:44:16 - INFO - __main__ - Num examples = 90102
04/23/2024 15:44:16 - INFO - __main__ - Num Epochs = 2
04/23/2024 15:44:16 - INFO - __main__ - Instantaneous batch size per GPU = 4
04/23/2024 15:44:16 - INFO - __main__ - Total train batch size (w. parallel, distributed & accumulation) = 16
04/23/2024 15:44:16 - INFO - __main__ - Gradient Accumulation steps = 1
04/23/2024 15:44:16 - INFO - __main__ - Total optimization steps = 11264
0%| | 0/5632 [00:00, ?it/s]/home/yifei/cophi/mtpnet/Code-Code/Clone-detection-BigCloneBench/code/model.py:44: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
prob=F.softmax(logits)
/home/yifei/anaconda3/envs/nlp/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.
warnings.warn('Was asked to gather along dimension 0, but all '
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epoch 0 loss 0.38412: 35%|███▌ | 1992/5632 [11:21<29:46, 2.04it/s]
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epoch 0 loss 0.38198: 36%|███▌ | 2014/5632 [11:28<18:38, 3.24it/s]
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epoch 0 loss 0.38173: 36%|███▌ | 2016/5632 [11:28<18:38, 3.23it/s]
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epoch 0 loss 0.38172: 36%|███▌ | 2017/5632 [11:29<18:37, 3.24it/s]
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epoch 0 loss 0.38139: 36%|███▌ | 2019/5632 [11:29<18:34, 3.24it/s]
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epoch 0 loss 0.38123: 36%|███▌ | 2020/5632 [11:30<18:34, 3.24it/s]
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epoch 0 loss 0.38109: 36%|███▌ | 2021/5632 [11:30<18:33, 3.24it/s]
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epoch 0 loss 0.38064: 36%|███▌ | 2024/5632 [11:31<18:34, 3.24it/s]
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epoch 0 loss 0.38048: 36%|███▌ | 2025/5632 [11:31<18:35, 3.23it/s]
epoch 0 loss 0.38032: 36%|███▌ | 2025/5632 [11:31<18:35, 3.23it/s]
epoch 0 loss 0.38032: 36%|███▌ | 2026/5632 [11:31<18:34, 3.24it/s]
epoch 0 loss 0.38017: 36%|███▌ | 2026/5632 [11:32<18:34, 3.24it/s]
epoch 0 loss 0.38017: 36%|███▌ | 2027/5632 [11:32<18:34, 3.24it/s]
epoch 0 loss 0.38012: 36%|███▌ | 2027/5632 [11:32<18:34, 3.24it/s]
epoch 0 loss 0.38012: 36%|███▌ | 2028/5632 [11:32<18:36, 3.23it/s]
epoch 0 loss 0.38009: 36%|███▌ | 2028/5632 [11:32<18:36, 3.23it/s]
epoch 0 loss 0.38009: 36%|███▌ | 2029/5632 [11:32<18:35, 3.23it/s]
epoch 0 loss 0.37998: 36%|███▌ | 2029/5632 [11:33<18:35, 3.23it/s]
epoch 0 loss 0.37998: 36%|███▌ | 2030/5632 [11:33<18:32, 3.24it/s]
epoch 0 loss 0.37987: 36%|███▌ | 2030/5632 [11:33<18:32, 3.24it/s]
epoch 0 loss 0.37987: 36%|███▌ | 2031/5632 [11:33<18:33, 3.23it/s]
epoch 0 loss 0.3797: 36%|███▌ | 2031/5632 [11:33<18:33, 3.23it/s]
epoch 0 loss 0.3797: 36%|███▌ | 2032/5632 [11:33<18:36, 3.22it/s]
epoch 0 loss 0.3796: 36%|███▌ | 2032/5632 [11:34<18:36, 3.22it/s]
epoch 0 loss 0.3796: 36%|███▌ | 2033/5632 [11:34<18:37, 3.22it/s]
epoch 0 loss 0.37944: 36%|███▌ | 2033/5632 [11:34<18:37, 3.22it/s]
epoch 0 loss 0.37944: 36%|███▌ | 2034/5632 [11:34<18:36, 3.22it/s]
epoch 0 loss 0.37928: 36%|███▌ | 2034/5632 [11:35<18:36, 3.22it/s]
epoch 0 loss 0.37928: 36%|███▌ | 2035/5632 [11:35<35:53, 1.67it/s]
epoch 0 loss 0.37914: 36%|███▌ | 2035/5632 [11:36<35:53, 1.67it/s]
epoch 0 loss 0.37914: 36%|███▌ | 2036/5632 [11:36<30:41, 1.95it/s]
epoch 0 loss 0.37904: 36%|███▌ | 2036/5632 [11:36<30:41, 1.95it/s]
epoch 0 loss 0.37904: 36%|███▌ | 2037/5632 [11:36<27:02, 2.22it/s]
epoch 0 loss 0.37886: 36%|███▌ | 2037/5632 [11:36<27:02, 2.22it/s]
epoch 0 loss 0.37886: 36%|███▌ | 2038/5632 [11:36<24:30, 2.44it/s]
epoch 0 loss 0.3788: 36%|███▌ | 2038/5632 [11:36<24:30, 2.44it/s]
epoch 0 loss 0.3788: 36%|███▌ | 2039/5632 [11:36<22:40, 2.64it/s]
epoch 0 loss 0.3787: 36%|███▌ | 2039/5632 [11:37<22:40, 2.64it/s]
epoch 0 loss 0.3787: 36%|███▌ | 2040/5632 [11:37<21:27, 2.79it/s]
epoch 0 loss 0.37853: 36%|███▌ | 2040/5632 [11:37<21:27, 2.79it/s]
epoch 0 loss 0.37853: 36%|███▌ | 2041/5632 [11:37<20:34, 2.91it/s]
epoch 0 loss 0.3784: 36%|███▌ | 2041/5632 [11:37<20:34, 2.91it/s]
epoch 0 loss 0.3784: 36%|███▋ | 2042/5632 [11:37<19:57, 3.00it/s]
epoch 0 loss 0.37827: 36%|███▋ | 2042/5632 [11:38<19:57, 3.00it/s]
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epoch 0 loss 0.37813: 36%|███▋ | 2043/5632 [11:38<19:30, 3.07it/s]
epoch 0 loss 0.37813: 36%|███▋ | 2044/5632 [11:38<19:12, 3.11it/s]
epoch 0 loss 0.37796: 36%|███▋ | 2044/5632 [11:38<19:12, 3.11it/s]
epoch 0 loss 0.37796: 36%|███▋ | 2045/5632 [11:38<19:00, 3.15it/s]
epoch 0 loss 0.3779: 36%|███▋ | 2045/5632 [11:39<19:00, 3.15it/s]
epoch 0 loss 0.3779: 36%|███▋ | 2046/5632 [11:39<18:50, 3.17it/s]
epoch 0 loss 0.37794: 36%|███▋ | 2046/5632 [11:39<18:50, 3.17it/s]
epoch 0 loss 0.37794: 36%|███▋ | 2047/5632 [11:39<18:45, 3.19it/s]
epoch 0 loss 0.37778: 36%|███▋ | 2047/5632 [11:39<18:45, 3.19it/s]
epoch 0 loss 0.37778: 36%|███▋ | 2048/5632 [11:39<18:40, 3.20it/s]
epoch 0 loss 0.37763: 36%|███▋ | 2048/5632 [11:40<18:40, 3.20it/s]
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epoch 0 loss 0.37667: 36%|███▋ | 2055/5632 [11:42<18:50, 3.16it/s]
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epoch 0 loss 0.37664: 37%|███▋ | 2056/5632 [11:42<18:44, 3.18it/s]
epoch 0 loss 0.37664: 37%|███▋ | 2057/5632 [11:42<18:37, 3.20it/s]
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epoch 0 loss 0.3757: 37%|███▋ | 2064/5632 [11:44<18:28, 3.22it/s]
epoch 0 loss 0.3756: 37%|███▋ | 2064/5632 [11:45<18:28, 3.22it/s]
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epoch 0 loss 0.37425: 37%|███▋ | 2078/5632 [11:50<27:42, 2.14it/s]
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epoch 0 loss 0.31646: 48%|████▊ | 2706/5632 [15:22<24:08, 2.02it/s]
epoch 0 loss 0.3164: 48%|████▊ | 2706/5632 [15:23<24:08, 2.02it/s]
epoch 0 loss 0.3164: 48%|████▊ | 2707/5632 [15:23<21:25, 2.28it/s]
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epoch 0 loss 0.31629: 48%|████▊ | 2708/5632 [15:23<19:32, 2.49it/s]
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epoch 0 loss 0.31617: 48%|████▊ | 2709/5632 [15:23<18:12, 2.68it/s]
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epoch 0 loss 0.31567: 48%|████▊ | 2713/5632 [15:25<15:51, 3.07it/s]
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epoch 0 loss 0.31559: 48%|████▊ | 2714/5632 [15:25<15:36, 3.12it/s]
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epoch 0 loss 0.3154: 48%|████▊ | 2716/5632 [15:26<15:21, 3.17it/s]
epoch 0 loss 0.3154: 48%|████▊ | 2717/5632 [15:26<15:15, 3.18it/s]
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epoch 0 loss 0.31421: 49%|████▊ | 2734/5632 [15:31<14:55, 3.23it/s]
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epoch 0 loss 0.26424: 62%|██████▏ | 3507/5632 [19:53<16:51, 2.10it/s]
epoch 0 loss 0.26422: 62%|██████▏ | 3507/5632 [19:53<16:51, 2.10it/s]
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epoch 0 loss 0.26408: 62%|██████▏ | 3509/5632 [19:54<13:50, 2.56it/s]
epoch 0 loss 0.26408: 62%|██████▏ | 3510/5632 [19:54<12:58, 2.73it/s]
epoch 0 loss 0.26401: 62%|██████▏ | 3510/5632 [19:54<12:58, 2.73it/s]
epoch 0 loss 0.26401: 62%|██████▏ | 3511/5632 [19:54<12:21, 2.86it/s]
epoch 0 loss 0.26394: 62%|██████▏ | 3511/5632 [19:55<12:21, 2.86it/s]
epoch 0 loss 0.26394: 62%|██████▏ | 3512/5632 [19:55<11:55, 2.96it/s]
epoch 0 loss 0.26388: 62%|██████▏ | 3512/5632 [19:55<11:55, 2.96it/s]
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epoch 0 loss 0.26381: 62%|██████▏ | 3513/5632 [19:55<11:36, 3.04it/s]
epoch 0 loss 0.26381: 62%|██████▏ | 3514/5632 [19:55<11:23, 3.10it/s]
epoch 0 loss 0.26373: 62%|██████▏ | 3514/5632 [19:55<11:23, 3.10it/s]
epoch 0 loss 0.26373: 62%|██████▏ | 3515/5632 [19:55<11:14, 3.14it/s]
epoch 0 loss 0.26366: 62%|██████▏ | 3515/5632 [19:56<11:14, 3.14it/s]
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epoch 0 loss 0.26046: 64%|██████▎ | 3589/5632 [20:19<10:31, 3.23it/s]
epoch 0 loss 0.26039: 64%|██████▎ | 3589/5632 [20:20<10:31, 3.23it/s]
epoch 0 loss 0.26039: 64%|██████▎ | 3590/5632 [20:20<10:30, 3.24it/s]
epoch 0 loss 0.26033: 64%|██████▎ | 3590/5632 [20:20<10:30, 3.24it/s]
epoch 0 loss 0.26033: 64%|██████▍ | 3591/5632 [20:20<10:30, 3.24it/s]
epoch 0 loss 0.26026: 64%|██████▍ | 3591/5632 [20:20<10:30, 3.24it/s]
epoch 0 loss 0.26026: 64%|██████▍ | 3592/5632 [20:20<10:29, 3.24it/s]
epoch 0 loss 0.26019: 64%|██████▍ | 3592/5632 [20:21<10:29, 3.24it/s]
epoch 0 loss 0.26019: 64%|██████▍ | 3593/5632 [20:21<10:29, 3.24it/s]
epoch 0 loss 0.26012: 64%|██████▍ | 3593/5632 [20:21<10:29, 3.24it/s]
epoch 0 loss 0.26012: 64%|██████▍ | 3594/5632 [20:21<10:29, 3.24it/s]
epoch 0 loss 0.26005: 64%|██████▍ | 3594/5632 [20:21<10:29, 3.24it/s]
epoch 0 loss 0.26005: 64%|██████▍ | 3595/5632 [20:21<10:29, 3.24it/s]
epoch 0 loss 0.25998: 64%|██████▍ | 3595/5632 [20:23<10:29, 3.24it/s]
epoch 0 loss 0.25998: 64%|██████▍ | 3596/5632 [20:23<23:48, 1.43it/s]
epoch 0 loss 0.25991: 64%|██████▍ | 3596/5632 [20:23<23:48, 1.43it/s]
epoch 0 loss 0.25991: 64%|██████▍ | 3597/5632 [20:23<19:48, 1.71it/s]
epoch 0 loss 0.25984: 64%|██████▍ | 3597/5632 [20:24<19:48, 1.71it/s]
epoch 0 loss 0.25984: 64%|██████▍ | 3598/5632 [20:24<16:57, 2.00it/s]
epoch 0 loss 0.25978: 64%|██████▍ | 3598/5632 [20:24<16:57, 2.00it/s]
epoch 0 loss 0.25978: 64%|██████▍ | 3599/5632 [20:24<15:00, 2.26it/s]
epoch 0 loss 0.2597: 64%|██████▍ | 3599/5632 [20:24<15:00, 2.26it/s]
epoch 0 loss 0.2597: 64%|██████▍ | 3600/5632 [20:24<13:38, 2.48it/s]
epoch 0 loss 0.25963: 64%|██████▍ | 3600/5632 [20:24<13:38, 2.48it/s]
epoch 0 loss 0.25963: 64%|██████▍ | 3601/5632 [20:24<12:40, 2.67it/s]
epoch 0 loss 0.25957: 64%|██████▍ | 3601/5632 [20:25<12:40, 2.67it/s]
epoch 0 loss 0.25957: 64%|██████▍ | 3602/5632 [20:25<12:00, 2.82it/s]
epoch 0 loss 0.25957: 64%|██████▍ | 3602/5632 [20:25<12:00, 2.82it/s]
epoch 0 loss 0.25957: 64%|██████▍ | 3603/5632 [20:25<11:32, 2.93it/s]
epoch 0 loss 0.25964: 64%|██████▍ | 3603/5632 [20:25<11:32, 2.93it/s]
epoch 0 loss 0.25964: 64%|██████▍ | 3604/5632 [20:25<11:20, 2.98it/s]
epoch 0 loss 0.2597: 64%|██████▍ | 3604/5632 [20:26<11:20, 2.98it/s]
epoch 0 loss 0.2597: 64%|██████▍ | 3605/5632 [20:26<11:23, 2.96it/s]
epoch 0 loss 0.25963: 64%|██████▍ | 3605/5632 [20:26<11:23, 2.96it/s]
epoch 0 loss 0.25963: 64%|██████▍ | 3606/5632 [20:26<11:06, 3.04it/s]
epoch 0 loss 0.25966: 64%|██████▍ | 3606/5632 [20:26<11:06, 3.04it/s]
epoch 0 loss 0.25966: 64%|██████▍ | 3607/5632 [20:26<10:54, 3.09it/s]
epoch 0 loss 0.25959: 64%|██████▍ | 3607/5632 [20:27<10:54, 3.09it/s]
epoch 0 loss 0.25959: 64%|██████▍ | 3608/5632 [20:27<10:46, 3.13it/s]
epoch 0 loss 0.25953: 64%|██████▍ | 3608/5632 [20:27<10:46, 3.13it/s]
epoch 0 loss 0.25953: 64%|██████▍ | 3609/5632 [20:27<10:40, 3.16it/s]
epoch 0 loss 0.25946: 64%|██████▍ | 3609/5632 [20:27<10:40, 3.16it/s]
epoch 0 loss 0.25946: 64%|██████▍ | 3610/5632 [20:27<10:34, 3.18it/s]
epoch 0 loss 0.25939: 64%|██████▍ | 3610/5632 [20:28<10:34, 3.18it/s]
epoch 0 loss 0.25939: 64%|██████▍ | 3611/5632 [20:28<10:31, 3.20it/s]
epoch 0 loss 0.25938: 64%|██████▍ | 3611/5632 [20:28<10:31, 3.20it/s]
epoch 0 loss 0.25938: 64%|██████▍ | 3612/5632 [20:28<10:28, 3.21it/s]
epoch 0 loss 0.25932: 64%|██████▍ | 3612/5632 [20:28<10:28, 3.21it/s]
epoch 0 loss 0.25932: 64%|██████▍ | 3613/5632 [20:28<10:26, 3.22it/s]
epoch 0 loss 0.25925: 64%|██████▍ | 3613/5632 [20:29<10:26, 3.22it/s]
epoch 0 loss 0.25925: 64%|██████▍ | 3614/5632 [20:29<10:25, 3.23it/s]
epoch 0 loss 0.25929: 64%|██████▍ | 3614/5632 [20:29<10:25, 3.23it/s]
epoch 0 loss 0.25929: 64%|██████▍ | 3615/5632 [20:29<10:24, 3.23it/s]
epoch 0 loss 0.25925: 64%|██████▍ | 3615/5632 [20:29<10:24, 3.23it/s]
epoch 0 loss 0.25925: 64%|██████▍ | 3616/5632 [20:29<10:23, 3.23it/s]
epoch 0 loss 0.25918: 64%|██████▍ | 3616/5632 [20:29<10:23, 3.23it/s]
epoch 0 loss 0.25918: 64%|██████▍ | 3617/5632 [20:29<10:21, 3.24it/s]
epoch 0 loss 0.25912: 64%|██████▍ | 3617/5632 [20:30<10:21, 3.24it/s]
epoch 0 loss 0.25912: 64%|██████▍ | 3618/5632 [20:30<10:19, 3.25it/s]
epoch 0 loss 0.25905: 64%|██████▍ | 3618/5632 [20:30<10:19, 3.25it/s]
epoch 0 loss 0.25905: 64%|██████▍ | 3619/5632 [20:30<10:20, 3.24it/s]
epoch 0 loss 0.25898: 64%|██████▍ | 3619/5632 [20:30<10:20, 3.24it/s]
epoch 0 loss 0.25898: 64%|██████▍ | 3620/5632 [20:30<10:21, 3.24it/s]
epoch 0 loss 0.25891: 64%|██████▍ | 3620/5632 [20:31<10:21, 3.24it/s]
epoch 0 loss 0.25891: 64%|██████▍ | 3621/5632 [20:31<10:21, 3.24it/s]
epoch 0 loss 0.25887: 64%|██████▍ | 3621/5632 [20:31<10:21, 3.24it/s]
epoch 0 loss 0.25887: 64%|██████▍ | 3622/5632 [20:31<10:20, 3.24it/s]
epoch 0 loss 0.25886: 64%|██████▍ | 3622/5632 [20:31<10:20, 3.24it/s]
epoch 0 loss 0.25886: 64%|██████▍ | 3623/5632 [20:31<10:20, 3.24it/s]
epoch 0 loss 0.25879: 64%|██████▍ | 3623/5632 [20:32<10:20, 3.24it/s]
epoch 0 loss 0.25879: 64%|██████▍ | 3624/5632 [20:32<10:19, 3.24it/s]
epoch 0 loss 0.25872: 64%|██████▍ | 3624/5632 [20:32<10:19, 3.24it/s]
epoch 0 loss 0.25872: 64%|██████▍ | 3625/5632 [20:32<10:19, 3.24it/s]
epoch 0 loss 0.25865: 64%|██████▍ | 3625/5632 [20:32<10:19, 3.24it/s]
epoch 0 loss 0.25865: 64%|██████▍ | 3626/5632 [20:32<10:19, 3.24it/s]
epoch 0 loss 0.25863: 64%|██████▍ | 3626/5632 [20:33<10:19, 3.24it/s]
epoch 0 loss 0.25863: 64%|██████▍ | 3627/5632 [20:33<10:19, 3.24it/s]
epoch 0 loss 0.25857: 64%|██████▍ | 3627/5632 [20:33<10:19, 3.24it/s]
epoch 0 loss 0.25857: 64%|██████▍ | 3628/5632 [20:33<10:18, 3.24it/s]
epoch 0 loss 0.2585: 64%|██████▍ | 3628/5632 [20:33<10:18, 3.24it/s]
epoch 0 loss 0.2585: 64%|██████▍ | 3629/5632 [20:33<10:19, 3.23it/s]
epoch 0 loss 0.25848: 64%|██████▍ | 3629/5632 [20:33<10:19, 3.23it/s]
epoch 0 loss 0.25848: 64%|██████▍ | 3630/5632 [20:33<10:18, 3.24it/s]
epoch 0 loss 0.25841: 64%|██████▍ | 3630/5632 [20:34<10:18, 3.24it/s]
epoch 0 loss 0.25841: 64%|██████▍ | 3631/5632 [20:34<10:18, 3.23it/s]
epoch 0 loss 0.25838: 64%|██████▍ | 3631/5632 [20:34<10:18, 3.23it/s]
epoch 0 loss 0.25838: 64%|██████▍ | 3632/5632 [20:34<10:18, 3.24it/s]
epoch 0 loss 0.25834: 64%|██████▍ | 3632/5632 [20:34<10:18, 3.24it/s]
epoch 0 loss 0.25834: 65%|██████▍ | 3633/5632 [20:34<10:17, 3.24it/s]
epoch 0 loss 0.25827: 65%|██████▍ | 3633/5632 [20:35<10:17, 3.24it/s]
epoch 0 loss 0.25827: 65%|██████▍ | 3634/5632 [20:35<10:18, 3.23it/s]
epoch 0 loss 0.2582: 65%|██████▍ | 3634/5632 [20:35<10:18, 3.23it/s]
epoch 0 loss 0.2582: 65%|██████▍ | 3635/5632 [20:35<10:16, 3.24it/s]
epoch 0 loss 0.25823: 65%|██████▍ | 3635/5632 [20:35<10:16, 3.24it/s]
epoch 0 loss 0.25823: 65%|██████▍ | 3636/5632 [20:35<10:16, 3.24it/s]
epoch 0 loss 0.25817: 65%|██████▍ | 3636/5632 [20:37<10:16, 3.24it/s]
epoch 0 loss 0.25817: 65%|██████▍ | 3637/5632 [20:37<22:23, 1.49it/s]
epoch 0 loss 0.2581: 65%|██████▍ | 3637/5632 [20:37<22:23, 1.49it/s]
epoch 0 loss 0.2581: 65%|██████▍ | 3638/5632 [20:37<18:45, 1.77it/s]
epoch 0 loss 0.25806: 65%|██████▍ | 3638/5632 [20:37<18:45, 1.77it/s]
epoch 0 loss 0.25806: 65%|██████▍ | 3639/5632 [20:37<16:11, 2.05it/s]
epoch 0 loss 0.25799: 65%|██████▍ | 3639/5632 [20:38<16:11, 2.05it/s]
epoch 0 loss 0.25799: 65%|██████▍ | 3640/5632 [20:38<14:25, 2.30it/s]
epoch 0 loss 0.25792: 65%|██████▍ | 3640/5632 [20:38<14:25, 2.30it/s]
epoch 0 loss 0.25792: 65%|██████▍ | 3641/5632 [20:38<13:10, 2.52it/s]
epoch 0 loss 0.25786: 65%|██████▍ | 3641/5632 [20:38<13:10, 2.52it/s]
epoch 0 loss 0.25786: 65%|██████▍ | 3642/5632 [20:38<12:17, 2.70it/s]
epoch 0 loss 0.25779: 65%|██████▍ | 3642/5632 [20:39<12:17, 2.70it/s]
epoch 0 loss 0.25779: 65%|██████▍ | 3643/5632 [20:39<11:41, 2.84it/s]
epoch 0 loss 0.25772: 65%|██████▍ | 3643/5632 [20:39<11:41, 2.84it/s]
epoch 0 loss 0.25772: 65%|██████▍ | 3644/5632 [20:39<11:17, 2.93it/s]
epoch 0 loss 0.2578: 65%|██████▍ | 3644/5632 [20:39<11:17, 2.93it/s]
epoch 0 loss 0.2578: 65%|██████▍ | 3645/5632 [20:39<10:57, 3.02it/s]
epoch 0 loss 0.25773: 65%|██████▍ | 3645/5632 [20:40<10:57, 3.02it/s]
epoch 0 loss 0.25773: 65%|██████▍ | 3646/5632 [20:40<10:45, 3.08it/s]
epoch 0 loss 0.25766: 65%|██████▍ | 3646/5632 [20:40<10:45, 3.08it/s]
epoch 0 loss 0.25766: 65%|██████▍ | 3647/5632 [20:40<10:36, 3.12it/s]
epoch 0 loss 0.2577: 65%|██████▍ | 3647/5632 [20:40<10:36, 3.12it/s]
epoch 0 loss 0.2577: 65%|██████▍ | 3648/5632 [20:40<10:28, 3.15it/s]
epoch 0 loss 0.25764: 65%|██████▍ | 3648/5632 [20:41<10:28, 3.15it/s]
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epoch 0 loss 0.25757: 65%|██████▍ | 3649/5632 [20:41<10:33, 3.13it/s]
epoch 0 loss 0.25757: 65%|██████▍ | 3650/5632 [20:41<10:29, 3.15it/s]
epoch 0 loss 0.2575: 65%|██████▍ | 3650/5632 [20:41<10:29, 3.15it/s]
epoch 0 loss 0.2575: 65%|██████▍ | 3651/5632 [20:41<10:29, 3.15it/s]
epoch 0 loss 0.25744: 65%|██████▍ | 3651/5632 [20:42<10:29, 3.15it/s]
epoch 0 loss 0.25744: 65%|██████▍ | 3652/5632 [20:42<10:27, 3.16it/s]
epoch 0 loss 0.25737: 65%|██████▍ | 3652/5632 [20:42<10:27, 3.16it/s]
epoch 0 loss 0.25737: 65%|██████▍ | 3653/5632 [20:42<10:27, 3.16it/s]
epoch 0 loss 0.2573: 65%|██████▍ | 3653/5632 [20:42<10:27, 3.16it/s]
epoch 0 loss 0.2573: 65%|██████▍ | 3654/5632 [20:42<10:23, 3.17it/s]
epoch 0 loss 0.25724: 65%|██████▍ | 3654/5632 [20:42<10:23, 3.17it/s]
epoch 0 loss 0.25724: 65%|██████▍ | 3655/5632 [20:42<10:20, 3.19it/s]
epoch 0 loss 0.25717: 65%|██████▍ | 3655/5632 [20:43<10:20, 3.19it/s]
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epoch 0 loss 0.25711: 65%|██████▍ | 3656/5632 [20:43<10:17, 3.20it/s]
epoch 0 loss 0.25711: 65%|██████▍ | 3657/5632 [20:43<10:15, 3.21it/s]
epoch 0 loss 0.25704: 65%|██████▍ | 3657/5632 [20:43<10:15, 3.21it/s]
epoch 0 loss 0.25704: 65%|██████▍ | 3658/5632 [20:43<10:13, 3.22it/s]
epoch 0 loss 0.25697: 65%|██████▍ | 3658/5632 [20:44<10:13, 3.22it/s]
epoch 0 loss 0.25697: 65%|██████▍ | 3659/5632 [20:44<10:12, 3.22it/s]
epoch 0 loss 0.25691: 65%|██████▍ | 3659/5632 [20:44<10:12, 3.22it/s]
epoch 0 loss 0.25691: 65%|██████▍ | 3660/5632 [20:44<10:11, 3.23it/s]
epoch 0 loss 0.25687: 65%|██████▍ | 3660/5632 [20:44<10:11, 3.23it/s]
epoch 0 loss 0.25687: 65%|██████▌ | 3661/5632 [20:44<10:14, 3.21it/s]
epoch 0 loss 0.2568: 65%|██████▌ | 3661/5632 [20:45<10:14, 3.21it/s]
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epoch 0 loss 0.25674: 65%|██████▌ | 3662/5632 [20:45<10:15, 3.20it/s]
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epoch 0 loss 0.25689: 65%|██████▌ | 3663/5632 [20:45<10:12, 3.21it/s]
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epoch 0 loss 0.25682: 65%|██████▌ | 3664/5632 [20:46<10:13, 3.21it/s]
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epoch 0 loss 0.25675: 65%|██████▌ | 3665/5632 [20:46<10:16, 3.19it/s]
epoch 0 loss 0.25675: 65%|██████▌ | 3666/5632 [20:46<10:12, 3.21it/s]
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epoch 0 loss 0.25659: 65%|██████▌ | 3669/5632 [20:47<10:09, 3.22it/s]
epoch 0 loss 0.25659: 65%|██████▌ | 3670/5632 [20:47<10:06, 3.23it/s]
epoch 0 loss 0.25652: 65%|██████▌ | 3670/5632 [20:47<10:06, 3.23it/s]
epoch 0 loss 0.25652: 65%|██████▌ | 3671/5632 [20:47<10:05, 3.24it/s]
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epoch 0 loss 0.25609: 65%|██████▌ | 3679/5632 [20:50<10:04, 3.23it/s]
epoch 0 loss 0.25609: 65%|██████▌ | 3680/5632 [20:50<10:04, 3.23it/s]
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epoch 0 loss 0.25596: 65%|██████▌ | 3681/5632 [20:52<10:04, 3.23it/s]
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epoch 0 loss 0.25589: 65%|██████▌ | 3682/5632 [20:52<19:28, 1.67it/s]
epoch 0 loss 0.25589: 65%|██████▌ | 3683/5632 [20:52<16:38, 1.95it/s]
epoch 0 loss 0.25582: 65%|██████▌ | 3683/5632 [20:52<16:38, 1.95it/s]
epoch 0 loss 0.25582: 65%|██████▌ | 3684/5632 [20:52<14:39, 2.22it/s]
epoch 0 loss 0.25575: 65%|██████▌ | 3684/5632 [20:53<14:39, 2.22it/s]
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epoch 0 loss 0.25569: 65%|██████▌ | 3685/5632 [20:53<13:14, 2.45it/s]
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epoch 0 loss 0.25562: 65%|██████▌ | 3686/5632 [20:53<12:16, 2.64it/s]
epoch 0 loss 0.25562: 65%|██████▌ | 3687/5632 [20:53<11:35, 2.80it/s]
epoch 0 loss 0.25555: 65%|██████▌ | 3687/5632 [20:54<11:35, 2.80it/s]
epoch 0 loss 0.25555: 65%|██████▌ | 3688/5632 [20:54<11:07, 2.91it/s]
epoch 0 loss 0.25549: 65%|██████▌ | 3688/5632 [20:54<11:07, 2.91it/s]
epoch 0 loss 0.25549: 66%|██████▌ | 3689/5632 [20:54<10:47, 3.00it/s]
epoch 0 loss 0.25542: 66%|██████▌ | 3689/5632 [20:54<10:47, 3.00it/s]
epoch 0 loss 0.25542: 66%|██████▌ | 3690/5632 [20:54<10:32, 3.07it/s]
epoch 0 loss 0.25536: 66%|██████▌ | 3690/5632 [20:55<10:32, 3.07it/s]
epoch 0 loss 0.25536: 66%|██████▌ | 3691/5632 [20:55<10:29, 3.09it/s]
epoch 0 loss 0.25529: 66%|██████▌ | 3691/5632 [20:55<10:29, 3.09it/s]
epoch 0 loss 0.25529: 66%|██████▌ | 3692/5632 [20:55<10:21, 3.12it/s]
epoch 0 loss 0.25522: 66%|██████▌ | 3692/5632 [20:55<10:21, 3.12it/s]
epoch 0 loss 0.25522: 66%|██████▌ | 3693/5632 [20:55<10:14, 3.16it/s]
epoch 0 loss 0.25515: 66%|██████▌ | 3693/5632 [20:56<10:14, 3.16it/s]
epoch 0 loss 0.25515: 66%|██████▌ | 3694/5632 [20:56<10:11, 3.17it/s]
epoch 0 loss 0.25517: 66%|██████▌ | 3694/5632 [20:56<10:11, 3.17it/s]
epoch 0 loss 0.25517: 66%|██████▌ | 3695/5632 [20:56<10:14, 3.15it/s]
epoch 0 loss 0.2551: 66%|██████▌ | 3695/5632 [20:56<10:14, 3.15it/s]
epoch 0 loss 0.2551: 66%|██████▌ | 3696/5632 [20:56<10:10, 3.17it/s]
epoch 0 loss 0.25503: 66%|██████▌ | 3696/5632 [20:56<10:10, 3.17it/s]
epoch 0 loss 0.25503: 66%|██████▌ | 3697/5632 [20:56<10:05, 3.20it/s]
epoch 0 loss 0.25497: 66%|██████▌ | 3697/5632 [20:57<10:05, 3.20it/s]
epoch 0 loss 0.25497: 66%|██████▌ | 3698/5632 [20:57<10:01, 3.21it/s]
epoch 0 loss 0.25494: 66%|██████▌ | 3698/5632 [20:57<10:01, 3.21it/s]
epoch 0 loss 0.25494: 66%|██████▌ | 3699/5632 [20:57<09:59, 3.22it/s]
epoch 0 loss 0.25487: 66%|██████▌ | 3699/5632 [20:57<09:59, 3.22it/s]
epoch 0 loss 0.25487: 66%|██████▌ | 3700/5632 [20:57<09:59, 3.22it/s]
epoch 0 loss 0.25481: 66%|██████▌ | 3700/5632 [20:58<09:59, 3.22it/s]
epoch 0 loss 0.25481: 66%|██████▌ | 3701/5632 [20:58<10:00, 3.22it/s]
epoch 0 loss 0.25474: 66%|██████▌ | 3701/5632 [20:58<10:00, 3.22it/s]
epoch 0 loss 0.25474: 66%|██████▌ | 3702/5632 [20:58<09:58, 3.22it/s]
epoch 0 loss 0.25468: 66%|██████▌ | 3702/5632 [20:58<09:58, 3.22it/s]
epoch 0 loss 0.25468: 66%|██████▌ | 3703/5632 [20:58<09:57, 3.23it/s]
epoch 0 loss 0.25466: 66%|██████▌ | 3703/5632 [20:59<09:57, 3.23it/s]
epoch 0 loss 0.25466: 66%|██████▌ | 3704/5632 [20:59<09:56, 3.23it/s]
epoch 0 loss 0.25459: 66%|██████▌ | 3704/5632 [20:59<09:56, 3.23it/s]
epoch 0 loss 0.25459: 66%|██████▌ | 3705/5632 [20:59<09:55, 3.24it/s]
epoch 0 loss 0.25452: 66%|██████▌ | 3705/5632 [20:59<09:55, 3.24it/s]
epoch 0 loss 0.25452: 66%|██████▌ | 3706/5632 [20:59<09:56, 3.23it/s]
epoch 0 loss 0.25446: 66%|██████▌ | 3706/5632 [21:00<09:56, 3.23it/s]
epoch 0 loss 0.25446: 66%|██████▌ | 3707/5632 [21:00<09:55, 3.23it/s]
epoch 0 loss 0.25439: 66%|██████▌ | 3707/5632 [21:00<09:55, 3.23it/s]
epoch 0 loss 0.25439: 66%|██████▌ | 3708/5632 [21:00<09:53, 3.24it/s]
epoch 0 loss 0.25442: 66%|██████▌ | 3708/5632 [21:00<09:53, 3.24it/s]
epoch 0 loss 0.25442: 66%|██████▌ | 3709/5632 [21:00<09:53, 3.24it/s]
epoch 0 loss 0.25435: 66%|██████▌ | 3709/5632 [21:00<09:53, 3.24it/s]
epoch 0 loss 0.25435: 66%|██████▌ | 3710/5632 [21:00<09:53, 3.24it/s]
epoch 0 loss 0.25433: 66%|██████▌ | 3710/5632 [21:01<09:53, 3.24it/s]
epoch 0 loss 0.25433: 66%|██████▌ | 3711/5632 [21:01<09:54, 3.23it/s]
epoch 0 loss 0.25426: 66%|██████▌ | 3711/5632 [21:01<09:54, 3.23it/s]
epoch 0 loss 0.25426: 66%|██████▌ | 3712/5632 [21:01<09:54, 3.23it/s]
epoch 0 loss 0.2542: 66%|██████▌ | 3712/5632 [21:01<09:54, 3.23it/s]
epoch 0 loss 0.2542: 66%|██████▌ | 3713/5632 [21:01<09:54, 3.23it/s]
epoch 0 loss 0.25413: 66%|██████▌ | 3713/5632 [21:02<09:54, 3.23it/s]
epoch 0 loss 0.25413: 66%|██████▌ | 3714/5632 [21:02<09:53, 3.23it/s]
epoch 0 loss 0.25407: 66%|██████▌ | 3714/5632 [21:02<09:53, 3.23it/s]
epoch 0 loss 0.25407: 66%|██████▌ | 3715/5632 [21:02<09:52, 3.23it/s]
epoch 0 loss 0.25413: 66%|██████▌ | 3715/5632 [21:02<09:52, 3.23it/s]
epoch 0 loss 0.25413: 66%|██████▌ | 3716/5632 [21:02<09:54, 3.22it/s]
epoch 0 loss 0.25407: 66%|██████▌ | 3716/5632 [21:03<09:54, 3.22it/s]
epoch 0 loss 0.25407: 66%|██████▌ | 3717/5632 [21:03<09:53, 3.22it/s]
epoch 0 loss 0.25409: 66%|██████▌ | 3717/5632 [21:03<09:53, 3.22it/s]
epoch 0 loss 0.25409: 66%|██████▌ | 3718/5632 [21:03<09:53, 3.23it/s]
epoch 0 loss 0.25403: 66%|██████▌ | 3718/5632 [21:03<09:53, 3.23it/s]
epoch 0 loss 0.25403: 66%|██████▌ | 3719/5632 [21:03<09:52, 3.23it/s]
epoch 0 loss 0.25399: 66%|██████▌ | 3719/5632 [21:04<09:52, 3.23it/s]
epoch 0 loss 0.25399: 66%|██████▌ | 3720/5632 [21:04<09:52, 3.23it/s]
epoch 0 loss 0.25392: 66%|██████▌ | 3720/5632 [21:04<09:52, 3.23it/s]
epoch 0 loss 0.25392: 66%|██████▌ | 3721/5632 [21:04<09:51, 3.23it/s]
epoch 0 loss 0.25392: 66%|██████▌ | 3721/5632 [21:04<09:51, 3.23it/s]
epoch 0 loss 0.25392: 66%|██████▌ | 3722/5632 [21:04<09:51, 3.23it/s]
epoch 0 loss 0.25388: 66%|██████▌ | 3722/5632 [21:04<09:51, 3.23it/s]
epoch 0 loss 0.25388: 66%|██████▌ | 3723/5632 [21:04<09:50, 3.23it/s]
epoch 0 loss 0.25382: 66%|██████▌ | 3723/5632 [21:05<09:50, 3.23it/s]
epoch 0 loss 0.25382: 66%|██████▌ | 3724/5632 [21:05<09:49, 3.23it/s]
epoch 0 loss 0.25375: 66%|██████▌ | 3724/5632 [21:05<09:49, 3.23it/s]
epoch 0 loss 0.25375: 66%|██████▌ | 3725/5632 [21:05<09:49, 3.23it/s]
epoch 0 loss 0.25371: 66%|██████▌ | 3725/5632 [21:05<09:49, 3.23it/s]
epoch 0 loss 0.25371: 66%|██████▌ | 3726/5632 [21:05<09:49, 3.23it/s]
epoch 0 loss 0.25364: 66%|██████▌ | 3726/5632 [21:06<09:49, 3.23it/s]
epoch 0 loss 0.25364: 66%|██████▌ | 3727/5632 [21:06<09:48, 3.23it/s]
epoch 0 loss 0.25358: 66%|██████▌ | 3727/5632 [21:07<09:48, 3.23it/s]
epoch 0 loss 0.25358: 66%|██████▌ | 3728/5632 [21:07<20:40, 1.53it/s]
epoch 0 loss 0.25366: 66%|██████▌ | 3728/5632 [21:07<20:40, 1.53it/s]
epoch 0 loss 0.25366: 66%|██████▌ | 3729/5632 [21:07<17:25, 1.82it/s]
epoch 0 loss 0.25366: 66%|██████▌ | 3729/5632 [21:08<17:25, 1.82it/s]
epoch 0 loss 0.25366: 66%|██████▌ | 3730/5632 [21:08<15:06, 2.10it/s]
epoch 0 loss 0.2536: 66%|██████▌ | 3730/5632 [21:08<15:06, 2.10it/s]
epoch 0 loss 0.2536: 66%|██████▌ | 3731/5632 [21:08<13:30, 2.35it/s]
epoch 0 loss 0.25357: 66%|██████▌ | 3731/5632 [21:08<13:30, 2.35it/s]
epoch 0 loss 0.25357: 66%|██████▋ | 3732/5632 [21:08<12:23, 2.56it/s]
epoch 0 loss 0.2535: 66%|██████▋ | 3732/5632 [21:09<12:23, 2.56it/s]
epoch 0 loss 0.2535: 66%|██████▋ | 3733/5632 [21:09<11:35, 2.73it/s]
epoch 0 loss 0.25347: 66%|██████▋ | 3733/5632 [21:09<11:35, 2.73it/s]
epoch 0 loss 0.25347: 66%|██████▋ | 3734/5632 [21:09<11:03, 2.86it/s]
epoch 0 loss 0.25341: 66%|██████▋ | 3734/5632 [21:09<11:03, 2.86it/s]
epoch 0 loss 0.25341: 66%|██████▋ | 3735/5632 [21:09<10:39, 2.97it/s]
epoch 0 loss 0.25334: 66%|██████▋ | 3735/5632 [21:10<10:39, 2.97it/s]
epoch 0 loss 0.25334: 66%|██████▋ | 3736/5632 [21:10<10:23, 3.04it/s]
epoch 0 loss 0.25328: 66%|██████▋ | 3736/5632 [21:10<10:23, 3.04it/s]
epoch 0 loss 0.25328: 66%|██████▋ | 3737/5632 [21:10<10:12, 3.09it/s]
epoch 0 loss 0.25322: 66%|██████▋ | 3737/5632 [21:10<10:12, 3.09it/s]
epoch 0 loss 0.25322: 66%|██████▋ | 3738/5632 [21:10<10:03, 3.14it/s]
epoch 0 loss 0.2532: 66%|██████▋ | 3738/5632 [21:11<10:03, 3.14it/s]
epoch 0 loss 0.2532: 66%|██████▋ | 3739/5632 [21:11<09:58, 3.17it/s]
epoch 0 loss 0.25314: 66%|██████▋ | 3739/5632 [21:11<09:58, 3.17it/s]
epoch 0 loss 0.25314: 66%|██████▋ | 3740/5632 [21:11<09:54, 3.18it/s]
epoch 0 loss 0.25314: 66%|██████▋ | 3740/5632 [21:11<09:54, 3.18it/s]
epoch 0 loss 0.25314: 66%|██████▋ | 3741/5632 [21:11<09:51, 3.20it/s]
epoch 0 loss 0.25308: 66%|██████▋ | 3741/5632 [21:12<09:51, 3.20it/s]
epoch 0 loss 0.25308: 66%|██████▋ | 3742/5632 [21:12<09:48, 3.21it/s]
epoch 0 loss 0.25305: 66%|██████▋ | 3742/5632 [21:12<09:48, 3.21it/s]
epoch 0 loss 0.25305: 66%|██████▋ | 3743/5632 [21:12<09:47, 3.22it/s]
epoch 0 loss 0.25298: 66%|██████▋ | 3743/5632 [21:12<09:47, 3.22it/s]
epoch 0 loss 0.25298: 66%|██████▋ | 3744/5632 [21:12<09:46, 3.22it/s]
epoch 0 loss 0.25308: 66%|██████▋ | 3744/5632 [21:12<09:46, 3.22it/s]
epoch 0 loss 0.25308: 66%|██████▋ | 3745/5632 [21:12<09:45, 3.23it/s]
epoch 0 loss 0.25304: 66%|██████▋ | 3745/5632 [21:13<09:45, 3.23it/s]
epoch 0 loss 0.25304: 67%|██████▋ | 3746/5632 [21:13<09:44, 3.23it/s]
epoch 0 loss 0.25307: 67%|██████▋ | 3746/5632 [21:13<09:44, 3.23it/s]
epoch 0 loss 0.25307: 67%|██████▋ | 3747/5632 [21:13<09:43, 3.23it/s]
epoch 0 loss 0.253: 67%|██████▋ | 3747/5632 [21:13<09:43, 3.23it/s]
epoch 0 loss 0.253: 67%|██████▋ | 3748/5632 [21:13<09:43, 3.23it/s]
epoch 0 loss 0.25311: 67%|██████▋ | 3748/5632 [21:14<09:43, 3.23it/s]
epoch 0 loss 0.25311: 67%|██████▋ | 3749/5632 [21:14<09:43, 3.23it/s]
epoch 0 loss 0.25305: 67%|██████▋ | 3749/5632 [21:14<09:43, 3.23it/s]
epoch 0 loss 0.25305: 67%|██████▋ | 3750/5632 [21:14<09:42, 3.23it/s]
epoch 0 loss 0.25298: 67%|██████▋ | 3750/5632 [21:14<09:42, 3.23it/s]
epoch 0 loss 0.25298: 67%|██████▋ | 3751/5632 [21:14<09:41, 3.23it/s]
epoch 0 loss 0.25292: 67%|██████▋ | 3751/5632 [21:15<09:41, 3.23it/s]
epoch 0 loss 0.25292: 67%|██████▋ | 3752/5632 [21:15<09:41, 3.23it/s]
epoch 0 loss 0.25297: 67%|██████▋ | 3752/5632 [21:15<09:41, 3.23it/s]
epoch 0 loss 0.25297: 67%|██████▋ | 3753/5632 [21:15<09:41, 3.23it/s]
epoch 0 loss 0.253: 67%|██████▋ | 3753/5632 [21:15<09:41, 3.23it/s]
epoch 0 loss 0.253: 67%|██████▋ | 3754/5632 [21:15<09:41, 3.23it/s]
epoch 0 loss 0.25294: 67%|██████▋ | 3754/5632 [21:16<09:41, 3.23it/s]
epoch 0 loss 0.25294: 67%|██████▋ | 3755/5632 [21:16<09:41, 3.23it/s]
epoch 0 loss 0.25291: 67%|██████▋ | 3755/5632 [21:16<09:41, 3.23it/s]
epoch 0 loss 0.25291: 67%|██████▋ | 3756/5632 [21:16<09:41, 3.23it/s]
epoch 0 loss 0.25285: 67%|██████▋ | 3756/5632 [21:16<09:41, 3.23it/s]
epoch 0 loss 0.25285: 67%|██████▋ | 3757/5632 [21:16<09:40, 3.23it/s]
epoch 0 loss 0.25279: 67%|██████▋ | 3757/5632 [21:16<09:40, 3.23it/s]
epoch 0 loss 0.25279: 67%|██████▋ | 3758/5632 [21:16<09:39, 3.23it/s]
epoch 0 loss 0.25272: 67%|██████▋ | 3758/5632 [21:17<09:39, 3.23it/s]
epoch 0 loss 0.25272: 67%|██████▋ | 3759/5632 [21:17<09:39, 3.23it/s]
epoch 0 loss 0.25266: 67%|██████▋ | 3759/5632 [21:17<09:39, 3.23it/s]
epoch 0 loss 0.25266: 67%|██████▋ | 3760/5632 [21:17<09:40, 3.23it/s]
epoch 0 loss 0.2526: 67%|██████▋ | 3760/5632 [21:17<09:40, 3.23it/s]
epoch 0 loss 0.2526: 67%|██████▋ | 3761/5632 [21:17<09:39, 3.23it/s]
epoch 0 loss 0.25255: 67%|██████▋ | 3761/5632 [21:18<09:39, 3.23it/s]
epoch 0 loss 0.25255: 67%|██████▋ | 3762/5632 [21:18<09:39, 3.23it/s]
epoch 0 loss 0.25248: 67%|██████▋ | 3762/5632 [21:18<09:39, 3.23it/s]
epoch 0 loss 0.25248: 67%|██████▋ | 3763/5632 [21:18<09:38, 3.23it/s]
epoch 0 loss 0.25242: 67%|██████▋ | 3763/5632 [21:18<09:38, 3.23it/s]
epoch 0 loss 0.25242: 67%|██████▋ | 3764/5632 [21:18<09:37, 3.23it/s]
epoch 0 loss 0.25235: 67%|██████▋ | 3764/5632 [21:19<09:37, 3.23it/s]
epoch 0 loss 0.25235: 67%|██████▋ | 3765/5632 [21:19<09:38, 3.23it/s]
epoch 0 loss 0.25234: 67%|██████▋ | 3765/5632 [21:19<09:38, 3.23it/s]
epoch 0 loss 0.25234: 67%|██████▋ | 3766/5632 [21:19<09:37, 3.23it/s]
epoch 0 loss 0.25228: 67%|██████▋ | 3766/5632 [21:19<09:37, 3.23it/s]
epoch 0 loss 0.25228: 67%|██████▋ | 3767/5632 [21:19<09:36, 3.23it/s]
epoch 0 loss 0.25223: 67%|██████▋ | 3767/5632 [21:20<09:36, 3.23it/s]
epoch 0 loss 0.25223: 67%|██████▋ | 3768/5632 [21:20<09:36, 3.23it/s]
epoch 0 loss 0.25217: 67%|██████▋ | 3768/5632 [21:20<09:36, 3.23it/s]
epoch 0 loss 0.25217: 67%|██████▋ | 3769/5632 [21:20<09:35, 3.24it/s]
epoch 0 loss 0.25211: 67%|██████▋ | 3769/5632 [21:20<09:35, 3.24it/s]
epoch 0 loss 0.25211: 67%|██████▋ | 3770/5632 [21:20<09:35, 3.23it/s]
epoch 0 loss 0.25205: 67%|██████▋ | 3770/5632 [21:20<09:35, 3.23it/s]
epoch 0 loss 0.25205: 67%|██████▋ | 3771/5632 [21:20<09:35, 3.24it/s]
epoch 0 loss 0.25198: 67%|██████▋ | 3771/5632 [21:21<09:35, 3.24it/s]
epoch 0 loss 0.25198: 67%|██████▋ | 3772/5632 [21:21<09:35, 3.23it/s]
epoch 0 loss 0.2521: 67%|██████▋ | 3772/5632 [21:21<09:35, 3.23it/s]
epoch 0 loss 0.2521: 67%|██████▋ | 3773/5632 [21:21<09:34, 3.24it/s]
epoch 0 loss 0.25205: 67%|██████▋ | 3773/5632 [21:23<09:34, 3.24it/s]
epoch 0 loss 0.25205: 67%|██████▋ | 3774/5632 [21:23<21:21, 1.45it/s]
epoch 0 loss 0.25198: 67%|██████▋ | 3774/5632 [21:23<21:21, 1.45it/s]
epoch 0 loss 0.25198: 67%|██████▋ | 3775/5632 [21:23<17:48, 1.74it/s]
epoch 0 loss 0.25192: 67%|██████▋ | 3775/5632 [21:23<17:48, 1.74it/s]
epoch 0 loss 0.25192: 67%|██████▋ | 3776/5632 [21:23<15:20, 2.02it/s]
epoch 0 loss 0.25185: 67%|██████▋ | 3776/5632 [21:24<15:20, 2.02it/s]
epoch 0 loss 0.25185: 67%|██████▋ | 3777/5632 [21:24<13:36, 2.27it/s]
epoch 0 loss 0.25179: 67%|██████▋ | 3777/5632 [21:24<13:36, 2.27it/s]
epoch 0 loss 0.25179: 67%|██████▋ | 3778/5632 [21:24<12:23, 2.49it/s]
epoch 0 loss 0.25173: 67%|██████▋ | 3778/5632 [21:24<12:23, 2.49it/s]
epoch 0 loss 0.25173: 67%|██████▋ | 3779/5632 [21:24<11:31, 2.68it/s]
epoch 0 loss 0.25168: 67%|██████▋ | 3779/5632 [21:25<11:31, 2.68it/s]
epoch 0 loss 0.25168: 67%|██████▋ | 3780/5632 [21:25<10:55, 2.83it/s]
epoch 0 loss 0.25161: 67%|██████▋ | 3780/5632 [21:25<10:55, 2.83it/s]
epoch 0 loss 0.25161: 67%|██████▋ | 3781/5632 [21:25<10:30, 2.94it/s]
epoch 0 loss 0.25155: 67%|██████▋ | 3781/5632 [21:25<10:30, 2.94it/s]
epoch 0 loss 0.25155: 67%|██████▋ | 3782/5632 [21:25<10:12, 3.02it/s]
epoch 0 loss 0.25149: 67%|██████▋ | 3782/5632 [21:25<10:12, 3.02it/s]
epoch 0 loss 0.25149: 67%|██████▋ | 3783/5632 [21:25<09:59, 3.08it/s]
epoch 0 loss 0.25142: 67%|██████▋ | 3783/5632 [21:26<09:59, 3.08it/s]
epoch 0 loss 0.25142: 67%|██████▋ | 3784/5632 [21:26<09:51, 3.12it/s]
epoch 0 loss 0.25136: 67%|██████▋ | 3784/5632 [21:26<09:51, 3.12it/s]
epoch 0 loss 0.25136: 67%|██████▋ | 3785/5632 [21:26<09:44, 3.16it/s]
epoch 0 loss 0.2513: 67%|██████▋ | 3785/5632 [21:26<09:44, 3.16it/s]
epoch 0 loss 0.2513: 67%|██████▋ | 3786/5632 [21:26<09:40, 3.18it/s]
epoch 0 loss 0.25126: 67%|██████▋ | 3786/5632 [21:27<09:40, 3.18it/s]
epoch 0 loss 0.25126: 67%|██████▋ | 3787/5632 [21:27<09:36, 3.20it/s]
epoch 0 loss 0.2512: 67%|██████▋ | 3787/5632 [21:27<09:36, 3.20it/s]
epoch 0 loss 0.2512: 67%|██████▋ | 3788/5632 [21:27<09:34, 3.21it/s]
epoch 0 loss 0.25114: 67%|██████▋ | 3788/5632 [21:27<09:34, 3.21it/s]
epoch 0 loss 0.25114: 67%|██████▋ | 3789/5632 [21:27<09:32, 3.22it/s]
epoch 0 loss 0.25107: 67%|██████▋ | 3789/5632 [21:28<09:32, 3.22it/s]
epoch 0 loss 0.25107: 67%|██████▋ | 3790/5632 [21:28<09:31, 3.22it/s]
epoch 0 loss 0.25102: 67%|██████▋ | 3790/5632 [21:28<09:31, 3.22it/s]
epoch 0 loss 0.25102: 67%|██████▋ | 3791/5632 [21:28<09:30, 3.23it/s]
epoch 0 loss 0.25106: 67%|██████▋ | 3791/5632 [21:28<09:30, 3.23it/s]
epoch 0 loss 0.25106: 67%|██████▋ | 3792/5632 [21:28<09:30, 3.23it/s]
epoch 0 loss 0.25102: 67%|██████▋ | 3792/5632 [21:29<09:30, 3.23it/s]
epoch 0 loss 0.25102: 67%|██████▋ | 3793/5632 [21:29<09:30, 3.23it/s]
epoch 0 loss 0.25098: 67%|██████▋ | 3793/5632 [21:29<09:30, 3.23it/s]
epoch 0 loss 0.25098: 67%|██████▋ | 3794/5632 [21:29<09:29, 3.23it/s]
epoch 0 loss 0.25101: 67%|██████▋ | 3794/5632 [21:29<09:29, 3.23it/s]
epoch 0 loss 0.25101: 67%|██████▋ | 3795/5632 [21:29<09:29, 3.23it/s]
epoch 0 loss 0.25095: 67%|██████▋ | 3795/5632 [21:29<09:29, 3.23it/s]
epoch 0 loss 0.25095: 67%|██████▋ | 3796/5632 [21:29<09:29, 3.23it/s]
epoch 0 loss 0.25101: 67%|██████▋ | 3796/5632 [21:30<09:29, 3.23it/s]
epoch 0 loss 0.25101: 67%|██████▋ | 3797/5632 [21:30<09:28, 3.23it/s]
epoch 0 loss 0.25099: 67%|██████▋ | 3797/5632 [21:30<09:28, 3.23it/s]
epoch 0 loss 0.25099: 67%|██████▋ | 3798/5632 [21:30<09:28, 3.23it/s]
epoch 0 loss 0.25092: 67%|██████▋ | 3798/5632 [21:30<09:28, 3.23it/s]
epoch 0 loss 0.25092: 67%|██████▋ | 3799/5632 [21:30<09:26, 3.24it/s]
epoch 0 loss 0.25086: 67%|██████▋ | 3799/5632 [21:31<09:26, 3.24it/s]
epoch 0 loss 0.25086: 67%|██████▋ | 3800/5632 [21:31<09:25, 3.24it/s]
epoch 0 loss 0.25087: 67%|██████▋ | 3800/5632 [21:31<09:25, 3.24it/s]
epoch 0 loss 0.25087: 67%|██████▋ | 3801/5632 [21:31<09:26, 3.23it/s]
epoch 0 loss 0.25083: 67%|██████▋ | 3801/5632 [21:31<09:26, 3.23it/s]
epoch 0 loss 0.25083: 68%|██████▊ | 3802/5632 [21:31<09:25, 3.24it/s]
epoch 0 loss 0.25077: 68%|██████▊ | 3802/5632 [21:32<09:25, 3.24it/s]
epoch 0 loss 0.25077: 68%|██████▊ | 3803/5632 [21:32<09:25, 3.23it/s]
epoch 0 loss 0.2507: 68%|██████▊ | 3803/5632 [21:32<09:25, 3.23it/s]
epoch 0 loss 0.2507: 68%|██████▊ | 3804/5632 [21:32<09:25, 3.23it/s]
epoch 0 loss 0.25064: 68%|██████▊ | 3804/5632 [21:32<09:25, 3.23it/s]
epoch 0 loss 0.25064: 68%|██████▊ | 3805/5632 [21:32<09:25, 3.23it/s]
epoch 0 loss 0.25065: 68%|██████▊ | 3805/5632 [21:33<09:25, 3.23it/s]
epoch 0 loss 0.25065: 68%|██████▊ | 3806/5632 [21:33<09:26, 3.22it/s]
epoch 0 loss 0.25059: 68%|██████▊ | 3806/5632 [21:33<09:26, 3.22it/s]
epoch 0 loss 0.25059: 68%|██████▊ | 3807/5632 [21:33<09:25, 3.23it/s]
epoch 0 loss 0.25053: 68%|██████▊ | 3807/5632 [21:33<09:25, 3.23it/s]
epoch 0 loss 0.25053: 68%|██████▊ | 3808/5632 [21:33<09:24, 3.23it/s]
epoch 0 loss 0.25046: 68%|██████▊ | 3808/5632 [21:34<09:24, 3.23it/s]
epoch 0 loss 0.25046: 68%|██████▊ | 3809/5632 [21:34<09:27, 3.21it/s]
epoch 0 loss 0.2504: 68%|██████▊ | 3809/5632 [21:34<09:27, 3.21it/s]
epoch 0 loss 0.2504: 68%|██████▊ | 3810/5632 [21:34<09:25, 3.22it/s]
epoch 0 loss 0.25036: 68%|██████▊ | 3810/5632 [21:34<09:25, 3.22it/s]
epoch 0 loss 0.25036: 68%|██████▊ | 3811/5632 [21:34<09:26, 3.22it/s]
epoch 0 loss 0.2503: 68%|██████▊ | 3811/5632 [21:34<09:26, 3.22it/s]
epoch 0 loss 0.2503: 68%|██████▊ | 3812/5632 [21:34<09:29, 3.19it/s]
epoch 0 loss 0.25024: 68%|██████▊ | 3812/5632 [21:35<09:29, 3.19it/s]
epoch 0 loss 0.25024: 68%|██████▊ | 3813/5632 [21:35<09:27, 3.21it/s]
epoch 0 loss 0.25027: 68%|██████▊ | 3813/5632 [21:35<09:27, 3.21it/s]
epoch 0 loss 0.25027: 68%|██████▊ | 3814/5632 [21:35<09:25, 3.22it/s]
epoch 0 loss 0.25023: 68%|██████▊ | 3814/5632 [21:35<09:25, 3.22it/s]
epoch 0 loss 0.25023: 68%|██████▊ | 3815/5632 [21:35<09:34, 3.16it/s]
epoch 0 loss 0.25017: 68%|██████▊ | 3815/5632 [21:36<09:34, 3.16it/s]
epoch 0 loss 0.25017: 68%|██████▊ | 3816/5632 [21:36<09:35, 3.16it/s]
epoch 0 loss 0.25011: 68%|██████▊ | 3816/5632 [21:36<09:35, 3.16it/s]
epoch 0 loss 0.25011: 68%|██████▊ | 3817/5632 [21:36<09:37, 3.14it/s]
epoch 0 loss 0.25004: 68%|██████▊ | 3817/5632 [21:36<09:37, 3.14it/s]
epoch 0 loss 0.25004: 68%|██████▊ | 3818/5632 [21:36<09:31, 3.17it/s]
epoch 0 loss 0.24998: 68%|██████▊ | 3818/5632 [21:38<09:31, 3.17it/s]
epoch 0 loss 0.24998: 68%|██████▊ | 3819/5632 [21:38<18:14, 1.66it/s]
epoch 0 loss 0.24992: 68%|██████▊ | 3819/5632 [21:38<18:14, 1.66it/s]
epoch 0 loss 0.24992: 68%|██████▊ | 3820/5632 [21:38<15:40, 1.93it/s]
epoch 0 loss 0.24985: 68%|██████▊ | 3820/5632 [21:38<15:40, 1.93it/s]
epoch 0 loss 0.24985: 68%|██████▊ | 3821/5632 [21:38<13:49, 2.18it/s]
epoch 0 loss 0.24979: 68%|██████▊ | 3821/5632 [21:39<13:49, 2.18it/s]
epoch 0 loss 0.24979: 68%|██████▊ | 3822/5632 [21:39<12:29, 2.42it/s]
epoch 0 loss 0.24973: 68%|██████▊ | 3822/5632 [21:39<12:29, 2.42it/s]
epoch 0 loss 0.24973: 68%|██████▊ | 3823/5632 [21:39<11:31, 2.61it/s]
epoch 0 loss 0.24967: 68%|██████▊ | 3823/5632 [21:39<11:31, 2.61it/s]
epoch 0 loss 0.24967: 68%|██████▊ | 3824/5632 [21:39<10:58, 2.75it/s]
epoch 0 loss 0.2496: 68%|██████▊ | 3824/5632 [21:40<10:58, 2.75it/s]
epoch 0 loss 0.2496: 68%|██████▊ | 3825/5632 [21:40<10:28, 2.87it/s]
epoch 0 loss 0.24957: 68%|██████▊ | 3825/5632 [21:40<10:28, 2.87it/s]
epoch 0 loss 0.24957: 68%|██████▊ | 3826/5632 [21:40<10:05, 2.98it/s]
epoch 0 loss 0.24951: 68%|██████▊ | 3826/5632 [21:40<10:05, 2.98it/s]
epoch 0 loss 0.24951: 68%|██████▊ | 3827/5632 [21:40<09:51, 3.05it/s]
epoch 0 loss 0.24945: 68%|██████▊ | 3827/5632 [21:40<09:51, 3.05it/s]
epoch 0 loss 0.24945: 68%|██████▊ | 3828/5632 [21:40<09:41, 3.10it/s]
epoch 0 loss 0.24939: 68%|██████▊ | 3828/5632 [21:41<09:41, 3.10it/s]
epoch 0 loss 0.24939: 68%|██████▊ | 3829/5632 [21:41<09:33, 3.14it/s]
epoch 0 loss 0.24933: 68%|██████▊ | 3829/5632 [21:41<09:33, 3.14it/s]
epoch 0 loss 0.24933: 68%|██████▊ | 3830/5632 [21:41<09:28, 3.17it/s]
epoch 0 loss 0.2493: 68%|██████▊ | 3830/5632 [21:41<09:28, 3.17it/s]
epoch 0 loss 0.2493: 68%|██████▊ | 3831/5632 [21:41<09:28, 3.17it/s]
epoch 0 loss 0.24933: 68%|██████▊ | 3831/5632 [21:42<09:28, 3.17it/s]
epoch 0 loss 0.24933: 68%|██████▊ | 3832/5632 [21:42<09:25, 3.18it/s]
epoch 0 loss 0.24947: 68%|██████▊ | 3832/5632 [21:42<09:25, 3.18it/s]
epoch 0 loss 0.24947: 68%|██████▊ | 3833/5632 [21:42<09:22, 3.20it/s]
epoch 0 loss 0.2494: 68%|██████▊ | 3833/5632 [21:42<09:22, 3.20it/s]
epoch 0 loss 0.2494: 68%|██████▊ | 3834/5632 [21:42<09:22, 3.20it/s]
epoch 0 loss 0.24934: 68%|██████▊ | 3834/5632 [21:43<09:22, 3.20it/s]
epoch 0 loss 0.24934: 68%|██████▊ | 3835/5632 [21:43<09:20, 3.21it/s]
epoch 0 loss 0.24928: 68%|██████▊ | 3835/5632 [21:43<09:20, 3.21it/s]
epoch 0 loss 0.24928: 68%|██████▊ | 3836/5632 [21:43<09:18, 3.22it/s]
epoch 0 loss 0.24921: 68%|██████▊ | 3836/5632 [21:43<09:18, 3.22it/s]
epoch 0 loss 0.24921: 68%|██████▊ | 3837/5632 [21:43<09:18, 3.21it/s]
epoch 0 loss 0.24915: 68%|██████▊ | 3837/5632 [21:44<09:18, 3.21it/s]
epoch 0 loss 0.24915: 68%|██████▊ | 3838/5632 [21:44<09:15, 3.23it/s]
epoch 0 loss 0.24909: 68%|██████▊ | 3838/5632 [21:44<09:15, 3.23it/s]
epoch 0 loss 0.24909: 68%|██████▊ | 3839/5632 [21:44<09:16, 3.22it/s]
epoch 0 loss 0.24902: 68%|██████▊ | 3839/5632 [21:44<09:16, 3.22it/s]
epoch 0 loss 0.24902: 68%|██████▊ | 3840/5632 [21:44<09:17, 3.22it/s]
epoch 0 loss 0.24896: 68%|██████▊ | 3840/5632 [21:44<09:17, 3.22it/s]
epoch 0 loss 0.24896: 68%|██████▊ | 3841/5632 [21:44<09:15, 3.22it/s]
epoch 0 loss 0.2489: 68%|██████▊ | 3841/5632 [21:45<09:15, 3.22it/s]
epoch 0 loss 0.2489: 68%|██████▊ | 3842/5632 [21:45<09:14, 3.23it/s]
epoch 0 loss 0.24893: 68%|██████▊ | 3842/5632 [21:45<09:14, 3.23it/s]
epoch 0 loss 0.24893: 68%|██████▊ | 3843/5632 [21:45<09:14, 3.22it/s]
epoch 0 loss 0.24887: 68%|██████▊ | 3843/5632 [21:45<09:14, 3.22it/s]
epoch 0 loss 0.24887: 68%|██████▊ | 3844/5632 [21:45<09:13, 3.23it/s]
epoch 0 loss 0.24881: 68%|██████▊ | 3844/5632 [21:46<09:13, 3.23it/s]
epoch 0 loss 0.24881: 68%|██████▊ | 3845/5632 [21:46<09:12, 3.24it/s]
epoch 0 loss 0.24878: 68%|██████▊ | 3845/5632 [21:46<09:12, 3.24it/s]
epoch 0 loss 0.24878: 68%|██████▊ | 3846/5632 [21:46<09:11, 3.24it/s]
epoch 0 loss 0.24871: 68%|██████▊ | 3846/5632 [21:46<09:11, 3.24it/s]
epoch 0 loss 0.24871: 68%|██████▊ | 3847/5632 [21:46<09:11, 3.24it/s]
epoch 0 loss 0.2487: 68%|██████▊ | 3847/5632 [21:47<09:11, 3.24it/s]
epoch 0 loss 0.2487: 68%|██████▊ | 3848/5632 [21:47<09:12, 3.23it/s]
epoch 0 loss 0.24865: 68%|██████▊ | 3848/5632 [21:47<09:12, 3.23it/s]
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epoch 0 loss 0.24872: 68%|██████▊ | 3849/5632 [21:47<09:12, 3.23it/s]
epoch 0 loss 0.24872: 68%|██████▊ | 3850/5632 [21:47<09:10, 3.24it/s]
epoch 0 loss 0.24868: 68%|██████▊ | 3850/5632 [21:48<09:10, 3.24it/s]
epoch 0 loss 0.24868: 68%|██████▊ | 3851/5632 [21:48<09:11, 3.23it/s]
epoch 0 loss 0.24869: 68%|██████▊ | 3851/5632 [21:48<09:11, 3.23it/s]
epoch 0 loss 0.24869: 68%|██████▊ | 3852/5632 [21:48<09:14, 3.21it/s]
epoch 0 loss 0.24864: 68%|██████▊ | 3852/5632 [21:48<09:14, 3.21it/s]
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epoch 0 loss 0.24857: 68%|██████▊ | 3853/5632 [21:48<09:12, 3.22it/s]
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epoch 0 loss 0.24852: 68%|██████▊ | 3854/5632 [21:49<09:11, 3.23it/s]
epoch 0 loss 0.24852: 68%|██████▊ | 3855/5632 [21:49<09:11, 3.22it/s]
epoch 0 loss 0.24854: 68%|██████▊ | 3855/5632 [21:49<09:11, 3.22it/s]
epoch 0 loss 0.24854: 68%|██████▊ | 3856/5632 [21:49<09:11, 3.22it/s]
epoch 0 loss 0.24848: 68%|██████▊ | 3856/5632 [21:49<09:11, 3.22it/s]
epoch 0 loss 0.24848: 68%|██████▊ | 3857/5632 [21:49<09:11, 3.22it/s]
epoch 0 loss 0.24842: 68%|██████▊ | 3857/5632 [21:50<09:11, 3.22it/s]
epoch 0 loss 0.24842: 69%|██████▊ | 3858/5632 [21:50<09:10, 3.22it/s]
epoch 0 loss 0.24838: 69%|██████▊ | 3858/5632 [21:50<09:10, 3.22it/s]
epoch 0 loss 0.24838: 69%|██████▊ | 3859/5632 [21:50<09:10, 3.22it/s]
epoch 0 loss 0.24832: 69%|██████▊ | 3859/5632 [21:51<09:10, 3.22it/s]
epoch 0 loss 0.24832: 69%|██████▊ | 3860/5632 [21:51<18:47, 1.57it/s]
epoch 0 loss 0.24835: 69%|██████▊ | 3860/5632 [21:52<18:47, 1.57it/s]
epoch 0 loss 0.24835: 69%|██████▊ | 3861/5632 [21:52<15:56, 1.85it/s]
epoch 0 loss 0.24829: 69%|██████▊ | 3861/5632 [21:52<15:56, 1.85it/s]
epoch 0 loss 0.24829: 69%|██████▊ | 3862/5632 [21:52<13:54, 2.12it/s]
epoch 0 loss 0.24823: 69%|██████▊ | 3862/5632 [21:52<13:54, 2.12it/s]
epoch 0 loss 0.24823: 69%|██████▊ | 3863/5632 [21:52<12:27, 2.37it/s]
epoch 0 loss 0.24817: 69%|██████▊ | 3863/5632 [21:53<12:27, 2.37it/s]
epoch 0 loss 0.24817: 69%|██████▊ | 3864/5632 [21:53<11:27, 2.57it/s]
epoch 0 loss 0.24811: 69%|██████▊ | 3864/5632 [21:53<11:27, 2.57it/s]
epoch 0 loss 0.24811: 69%|██████▊ | 3865/5632 [21:53<10:47, 2.73it/s]
epoch 0 loss 0.24808: 69%|██████▊ | 3865/5632 [21:53<10:47, 2.73it/s]
epoch 0 loss 0.24808: 69%|██████▊ | 3866/5632 [21:53<10:15, 2.87it/s]
epoch 0 loss 0.24805: 69%|██████▊ | 3866/5632 [21:54<10:15, 2.87it/s]
epoch 0 loss 0.24805: 69%|██████▊ | 3867/5632 [21:54<09:54, 2.97it/s]
epoch 0 loss 0.24806: 69%|██████▊ | 3867/5632 [21:54<09:54, 2.97it/s]
epoch 0 loss 0.24806: 69%|██████▊ | 3868/5632 [21:54<09:39, 3.05it/s]
epoch 0 loss 0.248: 69%|██████▊ | 3868/5632 [21:54<09:39, 3.05it/s]
epoch 0 loss 0.248: 69%|██████▊ | 3869/5632 [21:54<09:28, 3.10it/s]
epoch 0 loss 0.24794: 69%|██████▊ | 3869/5632 [21:55<09:28, 3.10it/s]
epoch 0 loss 0.24794: 69%|██████▊ | 3870/5632 [21:55<09:21, 3.14it/s]
epoch 0 loss 0.24788: 69%|██████▊ | 3870/5632 [21:55<09:21, 3.14it/s]
epoch 0 loss 0.24788: 69%|██████▊ | 3871/5632 [21:55<09:15, 3.17it/s]
epoch 0 loss 0.24782: 69%|██████▊ | 3871/5632 [21:55<09:15, 3.17it/s]
epoch 0 loss 0.24782: 69%|██████▉ | 3872/5632 [21:55<09:12, 3.19it/s]
epoch 0 loss 0.24775: 69%|██████▉ | 3872/5632 [21:55<09:12, 3.19it/s]
epoch 0 loss 0.24775: 69%|██████▉ | 3873/5632 [21:55<09:10, 3.19it/s]
epoch 0 loss 0.24769: 69%|██████▉ | 3873/5632 [21:56<09:10, 3.19it/s]
epoch 0 loss 0.24769: 69%|██████▉ | 3874/5632 [21:56<09:11, 3.19it/s]
epoch 0 loss 0.24763: 69%|██████▉ | 3874/5632 [21:56<09:11, 3.19it/s]
epoch 0 loss 0.24763: 69%|██████▉ | 3875/5632 [21:56<09:17, 3.15it/s]
epoch 0 loss 0.24757: 69%|██████▉ | 3875/5632 [21:56<09:17, 3.15it/s]
epoch 0 loss 0.24757: 69%|██████▉ | 3876/5632 [21:56<09:12, 3.18it/s]
epoch 0 loss 0.24756: 69%|██████▉ | 3876/5632 [21:57<09:12, 3.18it/s]
epoch 0 loss 0.24756: 69%|██████▉ | 3877/5632 [21:57<09:09, 3.19it/s]
epoch 0 loss 0.24749: 69%|██████▉ | 3877/5632 [21:57<09:09, 3.19it/s]
epoch 0 loss 0.24749: 69%|██████▉ | 3878/5632 [21:57<09:11, 3.18it/s]
epoch 0 loss 0.24743: 69%|██████▉ | 3878/5632 [21:57<09:11, 3.18it/s]
epoch 0 loss 0.24743: 69%|██████▉ | 3879/5632 [21:57<09:15, 3.16it/s]
epoch 0 loss 0.24737: 69%|██████▉ | 3879/5632 [21:58<09:15, 3.16it/s]
epoch 0 loss 0.24737: 69%|██████▉ | 3880/5632 [21:58<09:09, 3.19it/s]
epoch 0 loss 0.24734: 69%|██████▉ | 3880/5632 [21:58<09:09, 3.19it/s]
epoch 0 loss 0.24734: 69%|██████▉ | 3881/5632 [21:58<09:07, 3.20it/s]
epoch 0 loss 0.24728: 69%|██████▉ | 3881/5632 [21:58<09:07, 3.20it/s]
epoch 0 loss 0.24728: 69%|██████▉ | 3882/5632 [21:58<09:06, 3.20it/s]
epoch 0 loss 0.24722: 69%|██████▉ | 3882/5632 [21:59<09:06, 3.20it/s]
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epoch 0 loss 0.24716: 69%|██████▉ | 3883/5632 [21:59<09:05, 3.21it/s]
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epoch 0 loss 0.24692: 69%|██████▉ | 3889/5632 [22:01<09:04, 3.20it/s]
epoch 0 loss 0.24692: 69%|██████▉ | 3890/5632 [22:01<09:06, 3.19it/s]
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epoch 0 loss 0.24686: 69%|██████▉ | 3894/5632 [22:02<09:00, 3.21it/s]
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epoch 0 loss 0.2468: 69%|██████▉ | 3895/5632 [22:03<09:04, 3.19it/s]
epoch 0 loss 0.2468: 69%|██████▉ | 3896/5632 [22:03<09:01, 3.20it/s]
epoch 0 loss 0.24674: 69%|██████▉ | 3896/5632 [22:03<09:01, 3.20it/s]
epoch 0 loss 0.24674: 69%|██████▉ | 3897/5632 [22:03<09:00, 3.21it/s]
epoch 0 loss 0.24668: 69%|██████▉ | 3897/5632 [22:03<09:00, 3.21it/s]
epoch 0 loss 0.24668: 69%|██████▉ | 3898/5632 [22:03<08:58, 3.22it/s]
epoch 0 loss 0.24665: 69%|██████▉ | 3898/5632 [22:04<08:58, 3.22it/s]
epoch 0 loss 0.24665: 69%|██████▉ | 3899/5632 [22:04<08:57, 3.23it/s]
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epoch 0 loss 0.24642: 69%|██████▉ | 3903/5632 [22:05<08:54, 3.23it/s]
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epoch 0 loss 0.24636: 69%|██████▉ | 3904/5632 [22:07<08:55, 3.23it/s]
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epoch 0 loss 0.2463: 69%|██████▉ | 3905/5632 [22:07<20:51, 1.38it/s]
epoch 0 loss 0.2463: 69%|██████▉ | 3906/5632 [22:07<17:15, 1.67it/s]
epoch 0 loss 0.24624: 69%|██████▉ | 3906/5632 [22:07<17:15, 1.67it/s]
epoch 0 loss 0.24624: 69%|██████▉ | 3907/5632 [22:07<14:44, 1.95it/s]
epoch 0 loss 0.24619: 69%|██████▉ | 3907/5632 [22:08<14:44, 1.95it/s]
epoch 0 loss 0.24619: 69%|██████▉ | 3908/5632 [22:08<12:58, 2.21it/s]
epoch 0 loss 0.24625: 69%|██████▉ | 3908/5632 [22:08<12:58, 2.21it/s]
epoch 0 loss 0.24625: 69%|██████▉ | 3909/5632 [22:08<11:44, 2.44it/s]
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epoch 0 loss 0.24612: 69%|██████▉ | 3910/5632 [22:09<10:53, 2.64it/s]
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epoch 0 loss 0.24571: 70%|██████▉ | 3917/5632 [22:11<08:59, 3.18it/s]
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epoch 0 loss 0.24569: 70%|██████▉ | 3918/5632 [22:11<08:56, 3.20it/s]
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epoch 0 loss 0.24563: 70%|██████▉ | 3919/5632 [22:11<08:54, 3.21it/s]
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epoch 0 loss 0.24557: 70%|██████▉ | 3920/5632 [22:12<08:53, 3.21it/s]
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epoch 0 loss 0.24558: 70%|██████▉ | 3921/5632 [22:12<08:51, 3.22it/s]
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epoch 0 loss 0.24516: 70%|██████▉ | 3928/5632 [22:14<08:47, 3.23it/s]
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epoch 0 loss 0.24492: 70%|██████▉ | 3933/5632 [22:16<08:45, 3.24it/s]
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epoch 0 loss 0.24487: 70%|██████▉ | 3934/5632 [22:16<08:44, 3.23it/s]
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epoch 0 loss 0.24407: 70%|███████ | 3951/5632 [22:22<17:42, 1.58it/s]
epoch 0 loss 0.24407: 70%|███████ | 3952/5632 [22:22<14:59, 1.87it/s]
epoch 0 loss 0.24401: 70%|███████ | 3952/5632 [22:23<14:59, 1.87it/s]
epoch 0 loss 0.24401: 70%|███████ | 3953/5632 [22:23<13:04, 2.14it/s]
epoch 0 loss 0.244: 70%|███████ | 3953/5632 [22:23<13:04, 2.14it/s]
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epoch 0 loss 0.24394: 70%|███████ | 3955/5632 [22:23<10:48, 2.59it/s]
epoch 0 loss 0.24388: 70%|███████ | 3955/5632 [22:24<10:48, 2.59it/s]
epoch 0 loss 0.24388: 70%|███████ | 3956/5632 [22:24<10:08, 2.75it/s]
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epoch 0 loss 0.24383: 70%|███████ | 3957/5632 [22:24<09:40, 2.88it/s]
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epoch 0 loss 0.23223: 76%|███████▌ | 4276/5632 [24:11<07:11, 3.14it/s]
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epoch 0 loss 0.23218: 76%|███████▌ | 4277/5632 [24:11<07:07, 3.17it/s]
epoch 0 loss 0.23212: 76%|███████▌ | 4277/5632 [24:12<07:07, 3.17it/s]
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epoch 0 loss 0.23215: 76%|███████▌ | 4278/5632 [24:12<07:04, 3.19it/s]
epoch 0 loss 0.23215: 76%|███████▌ | 4279/5632 [24:12<07:02, 3.20it/s]
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epoch 0 loss 0.23205: 76%|███████▌ | 4280/5632 [24:13<07:00, 3.21it/s]
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epoch 0 loss 0.23115: 76%|███████▋ | 4306/5632 [24:22<14:45, 1.50it/s]
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epoch 0 loss 0.2311: 76%|███████▋ | 4307/5632 [24:22<12:22, 1.79it/s]
epoch 0 loss 0.2311: 76%|███████▋ | 4308/5632 [24:22<10:42, 2.06it/s]
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epoch 0 loss 0.23064: 77%|███████▋ | 4318/5632 [24:26<06:53, 3.18it/s]
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epoch 0 loss 0.22925: 78%|███████▊ | 4367/5632 [24:42<06:34, 3.21it/s]
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epoch 0 loss 0.22884: 78%|███████▊ | 4378/5632 [24:45<06:28, 3.23it/s]
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epoch 0 loss 0.22896: 78%|███████▊ | 4379/5632 [24:45<06:27, 3.23it/s]
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epoch 0 loss 0.22872: 78%|███████▊ | 4383/5632 [24:47<06:26, 3.23it/s]
epoch 0 loss 0.22872: 78%|███████▊ | 4384/5632 [24:47<06:25, 3.24it/s]
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epoch 0 loss 0.22864: 78%|███████▊ | 4385/5632 [24:48<06:25, 3.24it/s]
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epoch 0 loss 0.22839: 78%|███████▊ | 4391/5632 [24:49<06:23, 3.23it/s]
epoch 0 loss 0.22834: 78%|███████▊ | 4391/5632 [24:49<06:23, 3.23it/s]
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epoch 0 loss 0.22829: 78%|███████▊ | 4392/5632 [24:50<06:23, 3.23it/s]
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epoch 0 loss 0.22824: 78%|███████▊ | 4394/5632 [24:50<06:23, 3.23it/s]
epoch 0 loss 0.22824: 78%|███████▊ | 4395/5632 [24:50<06:22, 3.23it/s]
epoch 0 loss 0.22821: 78%|███████▊ | 4395/5632 [24:51<06:22, 3.23it/s]
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epoch 0 loss 0.22816: 78%|███████▊ | 4396/5632 [24:52<06:22, 3.23it/s]
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epoch 0 loss 0.22811: 78%|███████▊ | 4397/5632 [24:52<13:40, 1.50it/s]
epoch 0 loss 0.22811: 78%|███████▊ | 4398/5632 [24:52<11:28, 1.79it/s]
epoch 0 loss 0.22806: 78%|███████▊ | 4398/5632 [24:53<11:28, 1.79it/s]
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epoch 0 loss 0.22802: 78%|███████▊ | 4399/5632 [24:53<09:56, 2.07it/s]
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epoch 0 loss 0.22788: 78%|███████▊ | 4403/5632 [24:54<07:11, 2.85it/s]
epoch 0 loss 0.22792: 78%|███████▊ | 4403/5632 [24:54<07:11, 2.85it/s]
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epoch 0 loss 0.22793: 78%|███████▊ | 4406/5632 [24:55<06:36, 3.09it/s]
epoch 0 loss 0.22788: 78%|███████▊ | 4406/5632 [24:55<06:36, 3.09it/s]
epoch 0 loss 0.22788: 78%|███████▊ | 4407/5632 [24:55<06:31, 3.13it/s]
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epoch 0 loss 0.22778: 78%|███████▊ | 4409/5632 [24:56<06:24, 3.18it/s]
epoch 0 loss 0.22773: 78%|███████▊ | 4409/5632 [24:56<06:24, 3.18it/s]
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epoch 0 loss 0.22764: 78%|███████▊ | 4411/5632 [24:57<06:21, 3.20it/s]
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epoch 0 loss 0.22759: 78%|███████▊ | 4412/5632 [24:57<06:19, 3.21it/s]
epoch 0 loss 0.22759: 78%|███████▊ | 4413/5632 [24:57<06:18, 3.22it/s]
epoch 0 loss 0.22755: 78%|███████▊ | 4413/5632 [24:57<06:18, 3.22it/s]
epoch 0 loss 0.22755: 78%|███████▊ | 4414/5632 [24:57<06:17, 3.23it/s]
epoch 0 loss 0.2275: 78%|███████▊ | 4414/5632 [24:58<06:17, 3.23it/s]
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epoch 0 loss 0.22735: 78%|███████▊ | 4417/5632 [24:59<06:16, 3.23it/s]
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epoch 0 loss 0.2273: 78%|███████▊ | 4419/5632 [24:59<06:15, 3.23it/s]
epoch 0 loss 0.22725: 78%|███████▊ | 4419/5632 [24:59<06:15, 3.23it/s]
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epoch 0 loss 0.22717: 78%|███████▊ | 4421/5632 [25:00<06:14, 3.23it/s]
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epoch 0 loss 0.22615: 79%|███████▉ | 4470/5632 [25:16<05:59, 3.23it/s]
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epoch 0 loss 0.22609: 79%|███████▉ | 4471/5632 [25:16<05:59, 3.23it/s]
epoch 0 loss 0.22609: 79%|███████▉ | 4472/5632 [25:16<05:58, 3.24it/s]
epoch 0 loss 0.22605: 79%|███████▉ | 4472/5632 [25:17<05:58, 3.24it/s]
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epoch 0 loss 0.22606: 79%|███████▉ | 4473/5632 [25:17<05:58, 3.23it/s]
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epoch 0 loss 0.22602: 79%|███████▉ | 4474/5632 [25:17<05:58, 3.23it/s]
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epoch 0 loss 0.22597: 79%|███████▉ | 4475/5632 [25:18<05:57, 3.23it/s]
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epoch 0 loss 0.22584: 80%|███████▉ | 4479/5632 [25:19<05:56, 3.24it/s]
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epoch 0 loss 0.22576: 80%|███████▉ | 4481/5632 [25:19<05:56, 3.23it/s]
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epoch 0 loss 0.22571: 80%|███████▉ | 4482/5632 [25:20<05:55, 3.24it/s]
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epoch 0 loss 0.22568: 80%|███████▉ | 4483/5632 [25:20<05:55, 3.24it/s]
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epoch 0 loss 0.22559: 80%|███████▉ | 4485/5632 [25:21<05:54, 3.23it/s]
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epoch 0 loss 0.22557: 80%|███████▉ | 4486/5632 [25:21<05:54, 3.23it/s]
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epoch 0 loss 0.22553: 80%|███████▉ | 4487/5632 [25:22<05:54, 3.23it/s]
epoch 0 loss 0.22553: 80%|███████▉ | 4488/5632 [25:22<12:13, 1.56it/s]
epoch 0 loss 0.22548: 80%|███████▉ | 4488/5632 [25:23<12:13, 1.56it/s]
epoch 0 loss 0.22548: 80%|███████▉ | 4489/5632 [25:23<10:19, 1.85it/s]
epoch 0 loss 0.22543: 80%|███████▉ | 4489/5632 [25:23<10:19, 1.85it/s]
epoch 0 loss 0.22543: 80%|███████▉ | 4490/5632 [25:23<08:59, 2.12it/s]
epoch 0 loss 0.22538: 80%|███████▉ | 4490/5632 [25:23<08:59, 2.12it/s]
epoch 0 loss 0.22538: 80%|███████▉ | 4491/5632 [25:23<08:02, 2.36it/s]
epoch 0 loss 0.22536: 80%|███████▉ | 4491/5632 [25:24<08:02, 2.36it/s]
epoch 0 loss 0.22536: 80%|███████▉ | 4492/5632 [25:24<07:23, 2.57it/s]
epoch 0 loss 0.22536: 80%|███████▉ | 4492/5632 [25:24<07:23, 2.57it/s]
epoch 0 loss 0.22536: 80%|███████▉ | 4493/5632 [25:24<06:56, 2.74it/s]
epoch 0 loss 0.22531: 80%|███████▉ | 4493/5632 [25:24<06:56, 2.74it/s]
epoch 0 loss 0.22531: 80%|███████▉ | 4494/5632 [25:24<06:36, 2.87it/s]
epoch 0 loss 0.22527: 80%|███████▉ | 4494/5632 [25:25<06:36, 2.87it/s]
epoch 0 loss 0.22527: 80%|███████▉ | 4495/5632 [25:25<06:23, 2.97it/s]
epoch 0 loss 0.22522: 80%|███████▉ | 4495/5632 [25:25<06:23, 2.97it/s]
epoch 0 loss 0.22522: 80%|███████▉ | 4496/5632 [25:25<06:13, 3.04it/s]
epoch 0 loss 0.22518: 80%|███████▉ | 4496/5632 [25:25<06:13, 3.04it/s]
epoch 0 loss 0.22518: 80%|███████▉ | 4497/5632 [25:25<06:06, 3.10it/s]
epoch 0 loss 0.22513: 80%|███████▉ | 4497/5632 [25:25<06:06, 3.10it/s]
epoch 0 loss 0.22513: 80%|███████▉ | 4498/5632 [25:25<06:01, 3.14it/s]
epoch 0 loss 0.22508: 80%|███████▉ | 4498/5632 [25:26<06:01, 3.14it/s]
epoch 0 loss 0.22508: 80%|███████▉ | 4499/5632 [25:26<05:57, 3.17it/s]
epoch 0 loss 0.22504: 80%|███████▉ | 4499/5632 [25:26<05:57, 3.17it/s]
epoch 0 loss 0.22504: 80%|███████▉ | 4500/5632 [25:26<05:55, 3.19it/s]
epoch 0 loss 0.22499: 80%|███████▉ | 4500/5632 [25:26<05:55, 3.19it/s]
epoch 0 loss 0.22499: 80%|███████▉ | 4501/5632 [25:26<05:53, 3.20it/s]
epoch 0 loss 0.22499: 80%|███████▉ | 4501/5632 [25:27<05:53, 3.20it/s]
epoch 0 loss 0.22499: 80%|███████▉ | 4502/5632 [25:27<05:51, 3.21it/s]
epoch 0 loss 0.22494: 80%|███████▉ | 4502/5632 [25:27<05:51, 3.21it/s]
epoch 0 loss 0.22494: 80%|███████▉ | 4503/5632 [25:27<05:50, 3.22it/s]
epoch 0 loss 0.22489: 80%|███████▉ | 4503/5632 [25:27<05:50, 3.22it/s]
epoch 0 loss 0.22489: 80%|███████▉ | 4504/5632 [25:27<05:50, 3.22it/s]
epoch 0 loss 0.22487: 80%|███████▉ | 4504/5632 [25:28<05:50, 3.22it/s]
epoch 0 loss 0.22487: 80%|███████▉ | 4505/5632 [25:28<05:49, 3.22it/s]
epoch 0 loss 0.22483: 80%|███████▉ | 4505/5632 [25:28<05:49, 3.22it/s]
epoch 0 loss 0.22483: 80%|████████ | 4506/5632 [25:28<05:49, 3.22it/s]
epoch 0 loss 0.22478: 80%|████████ | 4506/5632 [25:28<05:49, 3.22it/s]
epoch 0 loss 0.22478: 80%|████████ | 4507/5632 [25:28<05:48, 3.22it/s]
epoch 0 loss 0.22473: 80%|████████ | 4507/5632 [25:29<05:48, 3.22it/s]
epoch 0 loss 0.22473: 80%|████████ | 4508/5632 [25:29<05:48, 3.23it/s]
epoch 0 loss 0.22468: 80%|████████ | 4508/5632 [25:29<05:48, 3.23it/s]
epoch 0 loss 0.22468: 80%|████████ | 4509/5632 [25:29<05:48, 3.22it/s]
epoch 0 loss 0.22472: 80%|████████ | 4509/5632 [25:29<05:48, 3.22it/s]
epoch 0 loss 0.22472: 80%|████████ | 4510/5632 [25:29<05:47, 3.23it/s]
epoch 0 loss 0.22467: 80%|████████ | 4510/5632 [25:29<05:47, 3.23it/s]
epoch 0 loss 0.22467: 80%|████████ | 4511/5632 [25:29<05:47, 3.22it/s]
epoch 0 loss 0.22466: 80%|████████ | 4511/5632 [25:30<05:47, 3.22it/s]
epoch 0 loss 0.22466: 80%|████████ | 4512/5632 [25:30<05:47, 3.22it/s]
epoch 0 loss 0.22467: 80%|████████ | 4512/5632 [25:30<05:47, 3.22it/s]
epoch 0 loss 0.22467: 80%|████████ | 4513/5632 [25:30<05:47, 3.22it/s]
epoch 0 loss 0.22463: 80%|████████ | 4513/5632 [25:30<05:47, 3.22it/s]
epoch 0 loss 0.22463: 80%|████████ | 4514/5632 [25:30<05:47, 3.22it/s]
epoch 0 loss 0.22458: 80%|████████ | 4514/5632 [25:31<05:47, 3.22it/s]
epoch 0 loss 0.22458: 80%|████████ | 4515/5632 [25:31<05:45, 3.23it/s]
epoch 0 loss 0.22453: 80%|████████ | 4515/5632 [25:31<05:45, 3.23it/s]
epoch 0 loss 0.22453: 80%|████████ | 4516/5632 [25:31<05:46, 3.22it/s]
epoch 0 loss 0.22448: 80%|████████ | 4516/5632 [25:31<05:46, 3.22it/s]
epoch 0 loss 0.22448: 80%|████████ | 4517/5632 [25:31<05:45, 3.23it/s]
epoch 0 loss 0.22443: 80%|████████ | 4517/5632 [25:32<05:45, 3.23it/s]
epoch 0 loss 0.22443: 80%|████████ | 4518/5632 [25:32<05:45, 3.22it/s]
epoch 0 loss 0.22439: 80%|████████ | 4518/5632 [25:32<05:45, 3.22it/s]
epoch 0 loss 0.22439: 80%|████████ | 4519/5632 [25:32<05:44, 3.23it/s]
epoch 0 loss 0.22434: 80%|████████ | 4519/5632 [25:32<05:44, 3.23it/s]
epoch 0 loss 0.22434: 80%|████████ | 4520/5632 [25:32<05:46, 3.20it/s]
epoch 0 loss 0.22429: 80%|████████ | 4520/5632 [25:33<05:46, 3.20it/s]
epoch 0 loss 0.22429: 80%|████████ | 4521/5632 [25:33<05:48, 3.19it/s]
epoch 0 loss 0.22429: 80%|████████ | 4521/5632 [25:33<05:48, 3.19it/s]
epoch 0 loss 0.22429: 80%|████████ | 4522/5632 [25:33<05:48, 3.19it/s]
epoch 0 loss 0.22424: 80%|████████ | 4522/5632 [25:33<05:48, 3.19it/s]
epoch 0 loss 0.22424: 80%|████████ | 4523/5632 [25:33<05:46, 3.20it/s]
epoch 0 loss 0.2242: 80%|████████ | 4523/5632 [25:34<05:46, 3.20it/s]
epoch 0 loss 0.2242: 80%|████████ | 4524/5632 [25:34<05:45, 3.21it/s]
epoch 0 loss 0.22415: 80%|████████ | 4524/5632 [25:34<05:45, 3.21it/s]
epoch 0 loss 0.22415: 80%|████████ | 4525/5632 [25:34<05:44, 3.21it/s]
epoch 0 loss 0.2241: 80%|████████ | 4525/5632 [25:34<05:44, 3.21it/s]
epoch 0 loss 0.2241: 80%|████████ | 4526/5632 [25:34<05:43, 3.22it/s]
epoch 0 loss 0.22405: 80%|████████ | 4526/5632 [25:34<05:43, 3.22it/s]
epoch 0 loss 0.22405: 80%|████████ | 4527/5632 [25:34<05:43, 3.22it/s]
epoch 0 loss 0.224: 80%|████████ | 4527/5632 [25:35<05:43, 3.22it/s]
epoch 0 loss 0.224: 80%|████████ | 4528/5632 [25:35<05:42, 3.23it/s]
epoch 0 loss 0.22396: 80%|████████ | 4528/5632 [25:36<05:42, 3.23it/s]
epoch 0 loss 0.22396: 80%|████████ | 4529/5632 [25:36<12:39, 1.45it/s]
epoch 0 loss 0.22391: 80%|████████ | 4529/5632 [25:37<12:39, 1.45it/s]
epoch 0 loss 0.22391: 80%|████████ | 4530/5632 [25:37<10:33, 1.74it/s]
epoch 0 loss 0.22386: 80%|████████ | 4530/5632 [25:37<10:33, 1.74it/s]
epoch 0 loss 0.22386: 80%|████████ | 4531/5632 [25:37<09:04, 2.02it/s]
epoch 0 loss 0.22381: 80%|████████ | 4531/5632 [25:37<09:04, 2.02it/s]
epoch 0 loss 0.22381: 80%|████████ | 4532/5632 [25:37<08:02, 2.28it/s]
epoch 0 loss 0.2239: 80%|████████ | 4532/5632 [25:38<08:02, 2.28it/s]
epoch 0 loss 0.2239: 80%|████████ | 4533/5632 [25:38<07:19, 2.50it/s]
epoch 0 loss 0.22389: 80%|████████ | 4533/5632 [25:38<07:19, 2.50it/s]
epoch 0 loss 0.22389: 81%|████████ | 4534/5632 [25:38<06:49, 2.68it/s]
epoch 0 loss 0.22385: 81%|████████ | 4534/5632 [25:38<06:49, 2.68it/s]
epoch 0 loss 0.22385: 81%|████████ | 4535/5632 [25:38<06:28, 2.82it/s]
epoch 0 loss 0.2238: 81%|████████ | 4535/5632 [25:39<06:28, 2.82it/s]
epoch 0 loss 0.2238: 81%|████████ | 4536/5632 [25:39<06:13, 2.93it/s]
epoch 0 loss 0.22375: 81%|████████ | 4536/5632 [25:39<06:13, 2.93it/s]
epoch 0 loss 0.22375: 81%|████████ | 4537/5632 [25:39<06:02, 3.02it/s]
epoch 0 loss 0.22377: 81%|████████ | 4537/5632 [25:39<06:02, 3.02it/s]
epoch 0 loss 0.22377: 81%|████████ | 4538/5632 [25:39<05:54, 3.08it/s]
epoch 0 loss 0.22372: 81%|████████ | 4538/5632 [25:39<05:54, 3.08it/s]
epoch 0 loss 0.22372: 81%|████████ | 4539/5632 [25:39<05:50, 3.12it/s]
epoch 0 loss 0.22367: 81%|████████ | 4539/5632 [25:40<05:50, 3.12it/s]
epoch 0 loss 0.22367: 81%|████████ | 4540/5632 [25:40<05:46, 3.15it/s]
epoch 0 loss 0.22369: 81%|████████ | 4540/5632 [25:40<05:46, 3.15it/s]
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epoch 0 loss 0.22367: 81%|████████ | 4541/5632 [25:40<05:44, 3.17it/s]
epoch 0 loss 0.22367: 81%|████████ | 4542/5632 [25:40<05:42, 3.18it/s]
epoch 0 loss 0.22364: 81%|████████ | 4542/5632 [25:41<05:42, 3.18it/s]
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epoch 0 loss 0.22368: 81%|████████ | 4544/5632 [25:41<05:40, 3.20it/s]
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epoch 0 loss 0.22363: 81%|████████ | 4545/5632 [25:42<05:39, 3.20it/s]
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epoch 0 loss 0.22359: 81%|████████ | 4546/5632 [25:42<05:38, 3.21it/s]
epoch 0 loss 0.22359: 81%|████████ | 4547/5632 [25:42<05:38, 3.21it/s]
epoch 0 loss 0.22358: 81%|████████ | 4547/5632 [25:42<05:38, 3.21it/s]
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epoch 0 loss 0.22353: 81%|████████ | 4548/5632 [25:43<05:37, 3.21it/s]
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epoch 0 loss 0.22357: 81%|████████ | 4549/5632 [25:43<05:39, 3.19it/s]
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epoch 0 loss 0.22352: 81%|████████ | 4551/5632 [25:43<05:38, 3.19it/s]
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epoch 0 loss 0.22293: 81%|████████ | 4567/5632 [25:48<05:29, 3.23it/s]
epoch 0 loss 0.22293: 81%|████████ | 4568/5632 [25:48<05:28, 3.24it/s]
epoch 0 loss 0.22289: 81%|████████ | 4568/5632 [25:49<05:28, 3.24it/s]
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epoch 0 loss 0.22284: 81%|████████ | 4569/5632 [25:49<05:28, 3.23it/s]
epoch 0 loss 0.22284: 81%|████████ | 4570/5632 [25:49<05:28, 3.23it/s]
epoch 0 loss 0.22283: 81%|████████ | 4570/5632 [25:49<05:28, 3.23it/s]
epoch 0 loss 0.22283: 81%|████████ | 4571/5632 [25:49<05:27, 3.24it/s]
epoch 0 loss 0.22278: 81%|████████ | 4571/5632 [25:50<05:27, 3.24it/s]
epoch 0 loss 0.22278: 81%|████████ | 4572/5632 [25:50<05:27, 3.24it/s]
epoch 0 loss 0.22274: 81%|████████ | 4572/5632 [25:50<05:27, 3.24it/s]
epoch 0 loss 0.22274: 81%|████████ | 4573/5632 [25:50<05:26, 3.24it/s]
epoch 0 loss 0.22269: 81%|████████ | 4573/5632 [25:51<05:26, 3.24it/s]
epoch 0 loss 0.22269: 81%|████████ | 4574/5632 [25:51<11:21, 1.55it/s]
epoch 0 loss 0.22264: 81%|████████ | 4574/5632 [25:52<11:21, 1.55it/s]
epoch 0 loss 0.22264: 81%|████████ | 4575/5632 [25:52<09:34, 1.84it/s]
epoch 0 loss 0.2226: 81%|████████ | 4575/5632 [25:52<09:34, 1.84it/s]
epoch 0 loss 0.2226: 81%|████████▏ | 4576/5632 [25:52<08:20, 2.11it/s]
epoch 0 loss 0.22255: 81%|████████▏ | 4576/5632 [25:52<08:20, 2.11it/s]
epoch 0 loss 0.22255: 81%|████████▏ | 4577/5632 [25:52<07:27, 2.36it/s]
epoch 0 loss 0.2225: 81%|████████▏ | 4577/5632 [25:53<07:27, 2.36it/s]
epoch 0 loss 0.2225: 81%|████████▏ | 4578/5632 [25:53<06:50, 2.56it/s]
epoch 0 loss 0.22246: 81%|████████▏ | 4578/5632 [25:53<06:50, 2.56it/s]
epoch 0 loss 0.22246: 81%|████████▏ | 4579/5632 [25:53<06:25, 2.73it/s]
epoch 0 loss 0.22241: 81%|████████▏ | 4579/5632 [25:53<06:25, 2.73it/s]
epoch 0 loss 0.22241: 81%|████████▏ | 4580/5632 [25:53<06:09, 2.85it/s]
epoch 0 loss 0.22236: 81%|████████▏ | 4580/5632 [25:54<06:09, 2.85it/s]
epoch 0 loss 0.22236: 81%|████████▏ | 4581/5632 [25:54<05:57, 2.94it/s]
epoch 0 loss 0.22234: 81%|████████▏ | 4581/5632 [25:54<05:57, 2.94it/s]
epoch 0 loss 0.22234: 81%|████████▏ | 4582/5632 [25:54<05:48, 3.02it/s]
epoch 0 loss 0.2223: 81%|████████▏ | 4582/5632 [25:54<05:48, 3.02it/s]
epoch 0 loss 0.2223: 81%|████████▏ | 4583/5632 [25:54<05:41, 3.07it/s]
epoch 0 loss 0.22225: 81%|████████▏ | 4583/5632 [25:55<05:41, 3.07it/s]
epoch 0 loss 0.22225: 81%|████████▏ | 4584/5632 [25:55<05:35, 3.12it/s]
epoch 0 loss 0.2222: 81%|████████▏ | 4584/5632 [25:55<05:35, 3.12it/s]
epoch 0 loss 0.2222: 81%|████████▏ | 4585/5632 [25:55<05:32, 3.15it/s]
epoch 0 loss 0.22219: 81%|████████▏ | 4585/5632 [25:55<05:32, 3.15it/s]
epoch 0 loss 0.22219: 81%|████████▏ | 4586/5632 [25:55<05:29, 3.17it/s]
epoch 0 loss 0.22224: 81%|████████▏ | 4586/5632 [25:55<05:29, 3.17it/s]
epoch 0 loss 0.22224: 81%|████████▏ | 4587/5632 [25:55<05:27, 3.19it/s]
epoch 0 loss 0.22219: 81%|████████▏ | 4587/5632 [25:56<05:27, 3.19it/s]
epoch 0 loss 0.22219: 81%|████████▏ | 4588/5632 [25:56<05:25, 3.20it/s]
epoch 0 loss 0.22215: 81%|████████▏ | 4588/5632 [25:56<05:25, 3.20it/s]
epoch 0 loss 0.22215: 81%|████████▏ | 4589/5632 [25:56<05:24, 3.21it/s]
epoch 0 loss 0.2221: 81%|████████▏ | 4589/5632 [25:56<05:24, 3.21it/s]
epoch 0 loss 0.2221: 81%|████████▏ | 4590/5632 [25:56<05:23, 3.22it/s]
epoch 0 loss 0.22205: 81%|████████▏ | 4590/5632 [25:57<05:23, 3.22it/s]
epoch 0 loss 0.22205: 82%|████████▏ | 4591/5632 [25:57<05:22, 3.23it/s]
epoch 0 loss 0.22201: 82%|████████▏ | 4591/5632 [25:57<05:22, 3.23it/s]
epoch 0 loss 0.22201: 82%|████████▏ | 4592/5632 [25:57<05:22, 3.22it/s]
epoch 0 loss 0.22196: 82%|████████▏ | 4592/5632 [25:57<05:22, 3.22it/s]
epoch 0 loss 0.22196: 82%|████████▏ | 4593/5632 [25:57<05:22, 3.22it/s]
epoch 0 loss 0.22191: 82%|████████▏ | 4593/5632 [25:58<05:22, 3.22it/s]
epoch 0 loss 0.22191: 82%|████████▏ | 4594/5632 [25:58<05:21, 3.23it/s]
epoch 0 loss 0.22187: 82%|████████▏ | 4594/5632 [25:58<05:21, 3.23it/s]
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epoch 0 loss 0.22188: 82%|████████▏ | 4596/5632 [25:58<05:20, 3.23it/s]
epoch 0 loss 0.22183: 82%|████████▏ | 4596/5632 [25:59<05:20, 3.23it/s]
epoch 0 loss 0.22183: 82%|████████▏ | 4597/5632 [25:59<05:21, 3.22it/s]
epoch 0 loss 0.22178: 82%|████████▏ | 4597/5632 [25:59<05:21, 3.22it/s]
epoch 0 loss 0.22178: 82%|████████▏ | 4598/5632 [25:59<05:20, 3.23it/s]
epoch 0 loss 0.22174: 82%|████████▏ | 4598/5632 [25:59<05:20, 3.23it/s]
epoch 0 loss 0.22174: 82%|████████▏ | 4599/5632 [25:59<05:20, 3.23it/s]
epoch 0 loss 0.22169: 82%|████████▏ | 4599/5632 [25:59<05:20, 3.23it/s]
epoch 0 loss 0.22169: 82%|████████▏ | 4600/5632 [25:59<05:19, 3.23it/s]
epoch 0 loss 0.22165: 82%|████████▏ | 4600/5632 [26:00<05:19, 3.23it/s]
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epoch 0 loss 0.2216: 82%|████████▏ | 4601/5632 [26:00<05:19, 3.23it/s]
epoch 0 loss 0.2216: 82%|████████▏ | 4602/5632 [26:00<05:18, 3.23it/s]
epoch 0 loss 0.2216: 82%|████████▏ | 4602/5632 [26:00<05:18, 3.23it/s]
epoch 0 loss 0.2216: 82%|████████▏ | 4603/5632 [26:00<05:17, 3.24it/s]
epoch 0 loss 0.22155: 82%|████████▏ | 4603/5632 [26:01<05:17, 3.24it/s]
epoch 0 loss 0.22155: 82%|████████▏ | 4604/5632 [26:01<05:18, 3.23it/s]
epoch 0 loss 0.2215: 82%|████████▏ | 4604/5632 [26:01<05:18, 3.23it/s]
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epoch 0 loss 0.22146: 82%|████████▏ | 4605/5632 [26:01<05:17, 3.23it/s]
epoch 0 loss 0.22146: 82%|████████▏ | 4606/5632 [26:01<05:18, 3.23it/s]
epoch 0 loss 0.22142: 82%|████████▏ | 4606/5632 [26:02<05:18, 3.23it/s]
epoch 0 loss 0.22142: 82%|████████▏ | 4607/5632 [26:02<05:18, 3.22it/s]
epoch 0 loss 0.22137: 82%|████████▏ | 4607/5632 [26:02<05:18, 3.22it/s]
epoch 0 loss 0.22137: 82%|████████▏ | 4608/5632 [26:02<05:17, 3.22it/s]
epoch 0 loss 0.22133: 82%|████████▏ | 4608/5632 [26:02<05:17, 3.22it/s]
epoch 0 loss 0.22133: 82%|████████▏ | 4609/5632 [26:02<05:17, 3.22it/s]
epoch 0 loss 0.22136: 82%|████████▏ | 4609/5632 [26:03<05:17, 3.22it/s]
epoch 0 loss 0.22136: 82%|████████▏ | 4610/5632 [26:03<05:18, 3.20it/s]
epoch 0 loss 0.22131: 82%|████████▏ | 4610/5632 [26:03<05:18, 3.20it/s]
epoch 0 loss 0.22131: 82%|████████▏ | 4611/5632 [26:03<05:17, 3.21it/s]
epoch 0 loss 0.22131: 82%|████████▏ | 4611/5632 [26:03<05:17, 3.21it/s]
epoch 0 loss 0.22131: 82%|████████▏ | 4612/5632 [26:03<05:16, 3.22it/s]
epoch 0 loss 0.22126: 82%|████████▏ | 4612/5632 [26:04<05:16, 3.22it/s]
epoch 0 loss 0.22126: 82%|████████▏ | 4613/5632 [26:04<05:16, 3.22it/s]
epoch 0 loss 0.22126: 82%|████████▏ | 4613/5632 [26:04<05:16, 3.22it/s]
epoch 0 loss 0.22126: 82%|████████▏ | 4614/5632 [26:04<05:15, 3.23it/s]
epoch 0 loss 0.22121: 82%|████████▏ | 4614/5632 [26:04<05:15, 3.23it/s]
epoch 0 loss 0.22121: 82%|████████▏ | 4615/5632 [26:04<05:14, 3.23it/s]
epoch 0 loss 0.22116: 82%|████████▏ | 4615/5632 [26:04<05:14, 3.23it/s]
epoch 0 loss 0.22116: 82%|████████▏ | 4616/5632 [26:04<05:14, 3.23it/s]
epoch 0 loss 0.22112: 82%|████████▏ | 4616/5632 [26:05<05:14, 3.23it/s]
epoch 0 loss 0.22112: 82%|████████▏ | 4617/5632 [26:05<05:13, 3.23it/s]
epoch 0 loss 0.22107: 82%|████████▏ | 4617/5632 [26:05<05:13, 3.23it/s]
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epoch 0 loss 0.22102: 82%|████████▏ | 4618/5632 [26:05<05:13, 3.23it/s]
epoch 0 loss 0.22102: 82%|████████▏ | 4619/5632 [26:05<05:13, 3.24it/s]
epoch 0 loss 0.22098: 82%|████████▏ | 4619/5632 [26:07<05:13, 3.24it/s]
epoch 0 loss 0.22098: 82%|████████▏ | 4620/5632 [26:07<10:34, 1.59it/s]
epoch 0 loss 0.22093: 82%|████████▏ | 4620/5632 [26:07<10:34, 1.59it/s]
epoch 0 loss 0.22093: 82%|████████▏ | 4621/5632 [26:07<08:57, 1.88it/s]
epoch 0 loss 0.22089: 82%|████████▏ | 4621/5632 [26:07<08:57, 1.88it/s]
epoch 0 loss 0.22089: 82%|████████▏ | 4622/5632 [26:07<07:50, 2.15it/s]
epoch 0 loss 0.22084: 82%|████████▏ | 4622/5632 [26:08<07:50, 2.15it/s]
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epoch 0 loss 0.22079: 82%|████████▏ | 4623/5632 [26:08<07:02, 2.39it/s]
epoch 0 loss 0.22079: 82%|████████▏ | 4624/5632 [26:08<06:29, 2.59it/s]
epoch 0 loss 0.22075: 82%|████████▏ | 4624/5632 [26:08<06:29, 2.59it/s]
epoch 0 loss 0.22075: 82%|████████▏ | 4625/5632 [26:08<06:05, 2.75it/s]
epoch 0 loss 0.2207: 82%|████████▏ | 4625/5632 [26:09<06:05, 2.75it/s]
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epoch 0 loss 0.22065: 82%|████████▏ | 4626/5632 [26:09<05:48, 2.88it/s]
epoch 0 loss 0.22065: 82%|████████▏ | 4627/5632 [26:09<05:37, 2.98it/s]
epoch 0 loss 0.22061: 82%|████████▏ | 4627/5632 [26:09<05:37, 2.98it/s]
epoch 0 loss 0.22061: 82%|████████▏ | 4628/5632 [26:09<05:28, 3.05it/s]
epoch 0 loss 0.22058: 82%|████████▏ | 4628/5632 [26:10<05:28, 3.05it/s]
epoch 0 loss 0.22058: 82%|████████▏ | 4629/5632 [26:10<05:23, 3.10it/s]
epoch 0 loss 0.22053: 82%|████████▏ | 4629/5632 [26:10<05:23, 3.10it/s]
epoch 0 loss 0.22053: 82%|████████▏ | 4630/5632 [26:10<05:19, 3.14it/s]
epoch 0 loss 0.22049: 82%|████████▏ | 4630/5632 [26:10<05:19, 3.14it/s]
epoch 0 loss 0.22049: 82%|████████▏ | 4631/5632 [26:10<05:15, 3.17it/s]
epoch 0 loss 0.22045: 82%|████████▏ | 4631/5632 [26:10<05:15, 3.17it/s]
epoch 0 loss 0.22045: 82%|████████▏ | 4632/5632 [26:10<05:13, 3.19it/s]
epoch 0 loss 0.22046: 82%|████████▏ | 4632/5632 [26:11<05:13, 3.19it/s]
epoch 0 loss 0.22046: 82%|████████▏ | 4633/5632 [26:11<05:12, 3.20it/s]
epoch 0 loss 0.22041: 82%|████████▏ | 4633/5632 [26:11<05:12, 3.20it/s]
epoch 0 loss 0.22041: 82%|████████▏ | 4634/5632 [26:11<05:10, 3.21it/s]
epoch 0 loss 0.22039: 82%|████████▏ | 4634/5632 [26:11<05:10, 3.21it/s]
epoch 0 loss 0.22039: 82%|████████▏ | 4635/5632 [26:11<05:09, 3.22it/s]
epoch 0 loss 0.22035: 82%|████████▏ | 4635/5632 [26:12<05:09, 3.22it/s]
epoch 0 loss 0.22035: 82%|████████▏ | 4636/5632 [26:12<05:08, 3.23it/s]
epoch 0 loss 0.2203: 82%|████████▏ | 4636/5632 [26:12<05:08, 3.23it/s]
epoch 0 loss 0.2203: 82%|████████▏ | 4637/5632 [26:12<05:08, 3.23it/s]
epoch 0 loss 0.22026: 82%|████████▏ | 4637/5632 [26:12<05:08, 3.23it/s]
epoch 0 loss 0.22026: 82%|████████▏ | 4638/5632 [26:12<05:07, 3.23it/s]
epoch 0 loss 0.22021: 82%|████████▏ | 4638/5632 [26:13<05:07, 3.23it/s]
epoch 0 loss 0.22021: 82%|████████▏ | 4639/5632 [26:13<05:07, 3.23it/s]
epoch 0 loss 0.22017: 82%|████████▏ | 4639/5632 [26:13<05:07, 3.23it/s]
epoch 0 loss 0.22017: 82%|████████▏ | 4640/5632 [26:13<05:06, 3.23it/s]
epoch 0 loss 0.22019: 82%|████████▏ | 4640/5632 [26:13<05:06, 3.23it/s]
epoch 0 loss 0.22019: 82%|████████▏ | 4641/5632 [26:13<05:06, 3.23it/s]
epoch 0 loss 0.22015: 82%|████████▏ | 4641/5632 [26:14<05:06, 3.23it/s]
epoch 0 loss 0.22015: 82%|████████▏ | 4642/5632 [26:14<05:06, 3.23it/s]
epoch 0 loss 0.2201: 82%|████████▏ | 4642/5632 [26:14<05:06, 3.23it/s]
epoch 0 loss 0.2201: 82%|████████▏ | 4643/5632 [26:14<05:06, 3.23it/s]
epoch 0 loss 0.22005: 82%|████████▏ | 4643/5632 [26:14<05:06, 3.23it/s]
epoch 0 loss 0.22005: 82%|████████▏ | 4644/5632 [26:14<05:05, 3.23it/s]
epoch 0 loss 0.22001: 82%|████████▏ | 4644/5632 [26:14<05:05, 3.23it/s]
epoch 0 loss 0.22001: 82%|████████▏ | 4645/5632 [26:14<05:05, 3.23it/s]
epoch 0 loss 0.21996: 82%|████████▏ | 4645/5632 [26:15<05:05, 3.23it/s]
epoch 0 loss 0.21996: 82%|████████▏ | 4646/5632 [26:15<05:04, 3.23it/s]
epoch 0 loss 0.21992: 82%|████████▏ | 4646/5632 [26:15<05:04, 3.23it/s]
epoch 0 loss 0.21992: 83%|████████▎ | 4647/5632 [26:15<05:04, 3.23it/s]
epoch 0 loss 0.21987: 83%|████████▎ | 4647/5632 [26:15<05:04, 3.23it/s]
epoch 0 loss 0.21987: 83%|████████▎ | 4648/5632 [26:15<05:04, 3.23it/s]
epoch 0 loss 0.21982: 83%|████████▎ | 4648/5632 [26:16<05:04, 3.23it/s]
epoch 0 loss 0.21982: 83%|████████▎ | 4649/5632 [26:16<05:04, 3.23it/s]
epoch 0 loss 0.21978: 83%|████████▎ | 4649/5632 [26:16<05:04, 3.23it/s]
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epoch 0 loss 0.21983: 83%|████████▎ | 4650/5632 [26:16<05:03, 3.23it/s]
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epoch 0 loss 0.21979: 83%|████████▎ | 4651/5632 [26:17<05:03, 3.23it/s]
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epoch 0 loss 0.21985: 83%|████████▎ | 4652/5632 [26:17<05:03, 3.23it/s]
epoch 0 loss 0.21985: 83%|████████▎ | 4653/5632 [26:17<05:02, 3.23it/s]
epoch 0 loss 0.2198: 83%|████████▎ | 4653/5632 [26:17<05:02, 3.23it/s]
epoch 0 loss 0.2198: 83%|████████▎ | 4654/5632 [26:17<05:02, 3.23it/s]
epoch 0 loss 0.21976: 83%|████████▎ | 4654/5632 [26:18<05:02, 3.23it/s]
epoch 0 loss 0.21976: 83%|████████▎ | 4655/5632 [26:18<05:01, 3.24it/s]
epoch 0 loss 0.21971: 83%|████████▎ | 4655/5632 [26:18<05:01, 3.24it/s]
epoch 0 loss 0.21971: 83%|████████▎ | 4656/5632 [26:18<05:01, 3.23it/s]
epoch 0 loss 0.21966: 83%|████████▎ | 4656/5632 [26:18<05:01, 3.23it/s]
epoch 0 loss 0.21966: 83%|████████▎ | 4657/5632 [26:18<05:01, 3.23it/s]
epoch 0 loss 0.21962: 83%|████████▎ | 4657/5632 [26:18<05:01, 3.23it/s]
epoch 0 loss 0.21962: 83%|████████▎ | 4658/5632 [26:18<05:01, 3.23it/s]
epoch 0 loss 0.21957: 83%|████████▎ | 4658/5632 [26:19<05:01, 3.23it/s]
epoch 0 loss 0.21957: 83%|████████▎ | 4659/5632 [26:19<05:00, 3.23it/s]
epoch 0 loss 0.21953: 83%|████████▎ | 4659/5632 [26:19<05:00, 3.23it/s]
epoch 0 loss 0.21953: 83%|████████▎ | 4660/5632 [26:19<05:00, 3.23it/s]
epoch 0 loss 0.21948: 83%|████████▎ | 4660/5632 [26:19<05:00, 3.23it/s]
epoch 0 loss 0.21948: 83%|████████▎ | 4661/5632 [26:19<05:00, 3.23it/s]
epoch 0 loss 0.21943: 83%|████████▎ | 4661/5632 [26:20<05:00, 3.23it/s]
epoch 0 loss 0.21943: 83%|████████▎ | 4662/5632 [26:20<05:00, 3.23it/s]
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epoch 0 loss 0.21939: 83%|████████▎ | 4663/5632 [26:20<04:59, 3.23it/s]
epoch 0 loss 0.21934: 83%|████████▎ | 4663/5632 [26:20<04:59, 3.23it/s]
epoch 0 loss 0.21934: 83%|████████▎ | 4664/5632 [26:20<04:59, 3.23it/s]
epoch 0 loss 0.21935: 83%|████████▎ | 4664/5632 [26:21<04:59, 3.23it/s]
epoch 0 loss 0.21935: 83%|████████▎ | 4665/5632 [26:21<04:59, 3.23it/s]
epoch 0 loss 0.21939: 83%|████████▎ | 4665/5632 [26:22<04:59, 3.23it/s]
epoch 0 loss 0.21939: 83%|████████▎ | 4666/5632 [26:22<10:40, 1.51it/s]
epoch 0 loss 0.21934: 83%|████████▎ | 4666/5632 [26:22<10:40, 1.51it/s]
epoch 0 loss 0.21934: 83%|████████▎ | 4667/5632 [26:22<08:56, 1.80it/s]
epoch 0 loss 0.21929: 83%|████████▎ | 4667/5632 [26:23<08:56, 1.80it/s]
epoch 0 loss 0.21929: 83%|████████▎ | 4668/5632 [26:23<07:44, 2.07it/s]
epoch 0 loss 0.21925: 83%|████████▎ | 4668/5632 [26:23<07:44, 2.07it/s]
epoch 0 loss 0.21925: 83%|████████▎ | 4669/5632 [26:23<06:54, 2.32it/s]
epoch 0 loss 0.2192: 83%|████████▎ | 4669/5632 [26:23<06:54, 2.32it/s]
epoch 0 loss 0.2192: 83%|████████▎ | 4670/5632 [26:23<06:18, 2.54it/s]
epoch 0 loss 0.21926: 83%|████████▎ | 4670/5632 [26:24<06:18, 2.54it/s]
epoch 0 loss 0.21926: 83%|████████▎ | 4671/5632 [26:24<05:53, 2.72it/s]
epoch 0 loss 0.21921: 83%|████████▎ | 4671/5632 [26:24<05:53, 2.72it/s]
epoch 0 loss 0.21921: 83%|████████▎ | 4672/5632 [26:24<05:36, 2.85it/s]
epoch 0 loss 0.21917: 83%|████████▎ | 4672/5632 [26:24<05:36, 2.85it/s]
epoch 0 loss 0.21917: 83%|████████▎ | 4673/5632 [26:24<05:24, 2.96it/s]
epoch 0 loss 0.21912: 83%|████████▎ | 4673/5632 [26:25<05:24, 2.96it/s]
epoch 0 loss 0.21912: 83%|████████▎ | 4674/5632 [26:25<05:15, 3.04it/s]
epoch 0 loss 0.21908: 83%|████████▎ | 4674/5632 [26:25<05:15, 3.04it/s]
epoch 0 loss 0.21908: 83%|████████▎ | 4675/5632 [26:25<05:09, 3.10it/s]
epoch 0 loss 0.21903: 83%|████████▎ | 4675/5632 [26:25<05:09, 3.10it/s]
epoch 0 loss 0.21903: 83%|████████▎ | 4676/5632 [26:25<05:04, 3.14it/s]
epoch 0 loss 0.21902: 83%|████████▎ | 4676/5632 [26:26<05:04, 3.14it/s]
epoch 0 loss 0.21902: 83%|████████▎ | 4677/5632 [26:26<05:01, 3.17it/s]
epoch 0 loss 0.21897: 83%|████████▎ | 4677/5632 [26:26<05:01, 3.17it/s]
epoch 0 loss 0.21897: 83%|████████▎ | 4678/5632 [26:26<04:59, 3.19it/s]
epoch 0 loss 0.21893: 83%|████████▎ | 4678/5632 [26:26<04:59, 3.19it/s]
epoch 0 loss 0.21893: 83%|████████▎ | 4679/5632 [26:26<04:58, 3.20it/s]
epoch 0 loss 0.21888: 83%|████████▎ | 4679/5632 [26:26<04:58, 3.20it/s]
epoch 0 loss 0.21888: 83%|████████▎ | 4680/5632 [26:26<04:57, 3.20it/s]
epoch 0 loss 0.21884: 83%|████████▎ | 4680/5632 [26:27<04:57, 3.20it/s]
epoch 0 loss 0.21884: 83%|████████▎ | 4681/5632 [26:27<04:57, 3.20it/s]
epoch 0 loss 0.21879: 83%|████████▎ | 4681/5632 [26:27<04:57, 3.20it/s]
epoch 0 loss 0.21879: 83%|████████▎ | 4682/5632 [26:27<04:56, 3.20it/s]
epoch 0 loss 0.21875: 83%|████████▎ | 4682/5632 [26:27<04:56, 3.20it/s]
epoch 0 loss 0.21875: 83%|████████▎ | 4683/5632 [26:27<04:55, 3.21it/s]
epoch 0 loss 0.2187: 83%|████████▎ | 4683/5632 [26:28<04:55, 3.21it/s]
epoch 0 loss 0.2187: 83%|████████▎ | 4684/5632 [26:28<04:55, 3.21it/s]
epoch 0 loss 0.21868: 83%|████████▎ | 4684/5632 [26:28<04:55, 3.21it/s]
epoch 0 loss 0.21868: 83%|████████▎ | 4685/5632 [26:28<04:54, 3.22it/s]
epoch 0 loss 0.21863: 83%|████████▎ | 4685/5632 [26:28<04:54, 3.22it/s]
epoch 0 loss 0.21863: 83%|████████▎ | 4686/5632 [26:28<04:53, 3.22it/s]
epoch 0 loss 0.21859: 83%|████████▎ | 4686/5632 [26:29<04:53, 3.22it/s]
epoch 0 loss 0.21859: 83%|████████▎ | 4687/5632 [26:29<04:53, 3.22it/s]
epoch 0 loss 0.21854: 83%|████████▎ | 4687/5632 [26:29<04:53, 3.22it/s]
epoch 0 loss 0.21854: 83%|████████▎ | 4688/5632 [26:29<04:53, 3.21it/s]
epoch 0 loss 0.2185: 83%|████████▎ | 4688/5632 [26:29<04:53, 3.21it/s]
epoch 0 loss 0.2185: 83%|████████▎ | 4689/5632 [26:29<04:53, 3.21it/s]
epoch 0 loss 0.21846: 83%|████████▎ | 4689/5632 [26:30<04:53, 3.21it/s]
epoch 0 loss 0.21846: 83%|████████▎ | 4690/5632 [26:30<04:53, 3.21it/s]
epoch 0 loss 0.21841: 83%|████████▎ | 4690/5632 [26:30<04:53, 3.21it/s]
epoch 0 loss 0.21841: 83%|████████▎ | 4691/5632 [26:30<04:52, 3.22it/s]
epoch 0 loss 0.21837: 83%|████████▎ | 4691/5632 [26:30<04:52, 3.22it/s]
epoch 0 loss 0.21837: 83%|████████▎ | 4692/5632 [26:30<04:51, 3.23it/s]
epoch 0 loss 0.21832: 83%|████████▎ | 4692/5632 [26:31<04:51, 3.23it/s]
epoch 0 loss 0.21832: 83%|████████▎ | 4693/5632 [26:31<04:51, 3.23it/s]
epoch 0 loss 0.21828: 83%|████████▎ | 4693/5632 [26:31<04:51, 3.23it/s]
epoch 0 loss 0.21828: 83%|████████▎ | 4694/5632 [26:31<04:50, 3.23it/s]
epoch 0 loss 0.21829: 83%|████████▎ | 4694/5632 [26:31<04:50, 3.23it/s]
epoch 0 loss 0.21829: 83%|████████▎ | 4695/5632 [26:31<04:49, 3.23it/s]
epoch 0 loss 0.2183: 83%|████████▎ | 4695/5632 [26:31<04:49, 3.23it/s]
epoch 0 loss 0.2183: 83%|████████▎ | 4696/5632 [26:31<04:49, 3.23it/s]
epoch 0 loss 0.21826: 83%|████████▎ | 4696/5632 [26:32<04:49, 3.23it/s]
epoch 0 loss 0.21826: 83%|████████▎ | 4697/5632 [26:32<04:49, 3.23it/s]
epoch 0 loss 0.21824: 83%|████████▎ | 4697/5632 [26:32<04:49, 3.23it/s]
epoch 0 loss 0.21824: 83%|████████▎ | 4698/5632 [26:32<04:49, 3.23it/s]
epoch 0 loss 0.21819: 83%|████████▎ | 4698/5632 [26:32<04:49, 3.23it/s]
epoch 0 loss 0.21819: 83%|████████▎ | 4699/5632 [26:32<04:48, 3.23it/s]
epoch 0 loss 0.21815: 83%|████████▎ | 4699/5632 [26:33<04:48, 3.23it/s]
epoch 0 loss 0.21815: 83%|████████▎ | 4700/5632 [26:33<04:48, 3.23it/s]
epoch 0 loss 0.2181: 83%|████████▎ | 4700/5632 [26:33<04:48, 3.23it/s]
epoch 0 loss 0.2181: 83%|████████▎ | 4701/5632 [26:33<04:48, 3.23it/s]
epoch 0 loss 0.21805: 83%|████████▎ | 4701/5632 [26:33<04:48, 3.23it/s]
epoch 0 loss 0.21805: 83%|████████▎ | 4702/5632 [26:33<04:47, 3.23it/s]
epoch 0 loss 0.21802: 83%|████████▎ | 4702/5632 [26:34<04:47, 3.23it/s]
epoch 0 loss 0.21802: 84%|████████▎ | 4703/5632 [26:34<04:47, 3.23it/s]
epoch 0 loss 0.21797: 84%|████████▎ | 4703/5632 [26:34<04:47, 3.23it/s]
epoch 0 loss 0.21797: 84%|████████▎ | 4704/5632 [26:34<04:46, 3.24it/s]
epoch 0 loss 0.21793: 84%|████████▎ | 4704/5632 [26:34<04:46, 3.24it/s]
epoch 0 loss 0.21793: 84%|████████▎ | 4705/5632 [26:34<04:46, 3.24it/s]
epoch 0 loss 0.21788: 84%|████████▎ | 4705/5632 [26:35<04:46, 3.24it/s]
epoch 0 loss 0.21788: 84%|████████▎ | 4706/5632 [26:35<04:46, 3.23it/s]
epoch 0 loss 0.21787: 84%|████████▎ | 4706/5632 [26:35<04:46, 3.23it/s]
epoch 0 loss 0.21787: 84%|████████▎ | 4707/5632 [26:35<04:45, 3.23it/s]
epoch 0 loss 0.21783: 84%|████████▎ | 4707/5632 [26:35<04:45, 3.23it/s]
epoch 0 loss 0.21783: 84%|████████▎ | 4708/5632 [26:35<04:45, 3.23it/s]
epoch 0 loss 0.21778: 84%|████████▎ | 4708/5632 [26:35<04:45, 3.23it/s]
epoch 0 loss 0.21778: 84%|████████▎ | 4709/5632 [26:35<04:45, 3.24it/s]
epoch 0 loss 0.21774: 84%|████████▎ | 4709/5632 [26:36<04:45, 3.24it/s]
epoch 0 loss 0.21774: 84%|████████▎ | 4710/5632 [26:36<04:45, 3.23it/s]
epoch 0 loss 0.21769: 84%|████████▎ | 4710/5632 [26:37<04:45, 3.23it/s]
epoch 0 loss 0.21769: 84%|████████▎ | 4711/5632 [26:37<10:24, 1.48it/s]
epoch 0 loss 0.21765: 84%|████████▎ | 4711/5632 [26:38<10:24, 1.48it/s]
epoch 0 loss 0.21765: 84%|████████▎ | 4712/5632 [26:38<08:42, 1.76it/s]
epoch 0 loss 0.2176: 84%|████████▎ | 4712/5632 [26:38<08:42, 1.76it/s]
epoch 0 loss 0.2176: 84%|████████▎ | 4713/5632 [26:38<07:30, 2.04it/s]
epoch 0 loss 0.21756: 84%|████████▎ | 4713/5632 [26:38<07:30, 2.04it/s]
epoch 0 loss 0.21756: 84%|████████▎ | 4714/5632 [26:38<06:40, 2.29it/s]
epoch 0 loss 0.21751: 84%|████████▎ | 4714/5632 [26:39<06:40, 2.29it/s]
epoch 0 loss 0.21751: 84%|████████▎ | 4715/5632 [26:39<06:04, 2.52it/s]
epoch 0 loss 0.21747: 84%|████████▎ | 4715/5632 [26:39<06:04, 2.52it/s]
epoch 0 loss 0.21747: 84%|████████▎ | 4716/5632 [26:39<05:40, 2.69it/s]
epoch 0 loss 0.21742: 84%|████████▎ | 4716/5632 [26:39<05:40, 2.69it/s]
epoch 0 loss 0.21742: 84%|████████▍ | 4717/5632 [26:39<05:22, 2.84it/s]
epoch 0 loss 0.21738: 84%|████████▍ | 4717/5632 [26:39<05:22, 2.84it/s]
epoch 0 loss 0.21738: 84%|████████▍ | 4718/5632 [26:39<05:10, 2.94it/s]
epoch 0 loss 0.21733: 84%|████████▍ | 4718/5632 [26:40<05:10, 2.94it/s]
epoch 0 loss 0.21733: 84%|████████▍ | 4719/5632 [26:40<05:01, 3.02it/s]
epoch 0 loss 0.2173: 84%|████████▍ | 4719/5632 [26:40<05:01, 3.02it/s]
epoch 0 loss 0.2173: 84%|████████▍ | 4720/5632 [26:40<04:55, 3.09it/s]
epoch 0 loss 0.21725: 84%|████████▍ | 4720/5632 [26:40<04:55, 3.09it/s]
epoch 0 loss 0.21725: 84%|████████▍ | 4721/5632 [26:40<04:51, 3.12it/s]
epoch 0 loss 0.21721: 84%|████████▍ | 4721/5632 [26:41<04:51, 3.12it/s]
epoch 0 loss 0.21721: 84%|████████▍ | 4722/5632 [26:41<04:48, 3.16it/s]
epoch 0 loss 0.21716: 84%|████████▍ | 4722/5632 [26:41<04:48, 3.16it/s]
epoch 0 loss 0.21716: 84%|████████▍ | 4723/5632 [26:41<04:45, 3.18it/s]
epoch 0 loss 0.21712: 84%|████████▍ | 4723/5632 [26:41<04:45, 3.18it/s]
epoch 0 loss 0.21712: 84%|████████▍ | 4724/5632 [26:41<04:44, 3.19it/s]
epoch 0 loss 0.21707: 84%|████████▍ | 4724/5632 [26:42<04:44, 3.19it/s]
epoch 0 loss 0.21707: 84%|████████▍ | 4725/5632 [26:42<04:42, 3.21it/s]
epoch 0 loss 0.21709: 84%|████████▍ | 4725/5632 [26:42<04:42, 3.21it/s]
epoch 0 loss 0.21709: 84%|████████▍ | 4726/5632 [26:42<04:42, 3.21it/s]
epoch 0 loss 0.21704: 84%|████████▍ | 4726/5632 [26:42<04:42, 3.21it/s]
epoch 0 loss 0.21704: 84%|████████▍ | 4727/5632 [26:42<04:41, 3.21it/s]
epoch 0 loss 0.217: 84%|████████▍ | 4727/5632 [26:43<04:41, 3.21it/s]
epoch 0 loss 0.217: 84%|████████▍ | 4728/5632 [26:43<04:40, 3.22it/s]
epoch 0 loss 0.21705: 84%|████████▍ | 4728/5632 [26:43<04:40, 3.22it/s]
epoch 0 loss 0.21705: 84%|████████▍ | 4729/5632 [26:43<04:40, 3.22it/s]
epoch 0 loss 0.217: 84%|████████▍ | 4729/5632 [26:43<04:40, 3.22it/s]
epoch 0 loss 0.217: 84%|████████▍ | 4730/5632 [26:43<04:39, 3.23it/s]
epoch 0 loss 0.21696: 84%|████████▍ | 4730/5632 [26:43<04:39, 3.23it/s]
epoch 0 loss 0.21696: 84%|████████▍ | 4731/5632 [26:44<04:39, 3.23it/s]
epoch 0 loss 0.21691: 84%|████████▍ | 4731/5632 [26:44<04:39, 3.23it/s]
epoch 0 loss 0.21691: 84%|████████▍ | 4732/5632 [26:44<04:38, 3.23it/s]
epoch 0 loss 0.21687: 84%|████████▍ | 4732/5632 [26:44<04:38, 3.23it/s]
epoch 0 loss 0.21687: 84%|████████▍ | 4733/5632 [26:44<04:38, 3.23it/s]
epoch 0 loss 0.21682: 84%|████████▍ | 4733/5632 [26:44<04:38, 3.23it/s]
epoch 0 loss 0.21682: 84%|████████▍ | 4734/5632 [26:44<04:37, 3.23it/s]
epoch 0 loss 0.21678: 84%|████████▍ | 4734/5632 [26:45<04:37, 3.23it/s]
epoch 0 loss 0.21678: 84%|████████▍ | 4735/5632 [26:45<04:37, 3.23it/s]
epoch 0 loss 0.21673: 84%|████████▍ | 4735/5632 [26:45<04:37, 3.23it/s]
epoch 0 loss 0.21673: 84%|████████▍ | 4736/5632 [26:45<04:37, 3.23it/s]
epoch 0 loss 0.21669: 84%|████████▍ | 4736/5632 [26:45<04:37, 3.23it/s]
epoch 0 loss 0.21669: 84%|████████▍ | 4737/5632 [26:45<04:37, 3.22it/s]
epoch 0 loss 0.21664: 84%|████████▍ | 4737/5632 [26:46<04:37, 3.22it/s]
epoch 0 loss 0.21664: 84%|████████▍ | 4738/5632 [26:46<04:36, 3.23it/s]
epoch 0 loss 0.21665: 84%|████████▍ | 4738/5632 [26:46<04:36, 3.23it/s]
epoch 0 loss 0.21665: 84%|████████▍ | 4739/5632 [26:46<04:36, 3.23it/s]
epoch 0 loss 0.2166: 84%|████████▍ | 4739/5632 [26:46<04:36, 3.23it/s]
epoch 0 loss 0.2166: 84%|████████▍ | 4740/5632 [26:46<04:36, 3.23it/s]
epoch 0 loss 0.21662: 84%|████████▍ | 4740/5632 [26:47<04:36, 3.23it/s]
epoch 0 loss 0.21662: 84%|████████▍ | 4741/5632 [26:47<04:35, 3.23it/s]
epoch 0 loss 0.21665: 84%|████████▍ | 4741/5632 [26:47<04:35, 3.23it/s]
epoch 0 loss 0.21665: 84%|████████▍ | 4742/5632 [26:47<04:35, 3.23it/s]
epoch 0 loss 0.2166: 84%|████████▍ | 4742/5632 [26:47<04:35, 3.23it/s]
epoch 0 loss 0.2166: 84%|████████▍ | 4743/5632 [26:47<04:34, 3.23it/s]
epoch 0 loss 0.21661: 84%|████████▍ | 4743/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21661: 84%|████████▍ | 4744/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21656: 84%|████████▍ | 4744/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21656: 84%|████████▍ | 4745/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21652: 84%|████████▍ | 4745/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21652: 84%|████████▍ | 4746/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21652: 84%|████████▍ | 4746/5632 [26:48<04:34, 3.23it/s]
epoch 0 loss 0.21652: 84%|████████▍ | 4747/5632 [26:48<04:33, 3.23it/s]
epoch 0 loss 0.21647: 84%|████████▍ | 4747/5632 [26:49<04:33, 3.23it/s]
epoch 0 loss 0.21647: 84%|████████▍ | 4748/5632 [26:49<04:33, 3.23it/s]
epoch 0 loss 0.21643: 84%|████████▍ | 4748/5632 [26:49<04:33, 3.23it/s]
epoch 0 loss 0.21643: 84%|████████▍ | 4749/5632 [26:49<04:33, 3.23it/s]
epoch 0 loss 0.21638: 84%|████████▍ | 4749/5632 [26:49<04:33, 3.23it/s]
epoch 0 loss 0.21638: 84%|████████▍ | 4750/5632 [26:49<04:32, 3.23it/s]
epoch 0 loss 0.21634: 84%|████████▍ | 4750/5632 [26:50<04:32, 3.23it/s]
epoch 0 loss 0.21634: 84%|████████▍ | 4751/5632 [26:50<04:32, 3.23it/s]
epoch 0 loss 0.21629: 84%|████████▍ | 4751/5632 [26:51<04:32, 3.23it/s]
epoch 0 loss 0.21629: 84%|████████▍ | 4752/5632 [26:51<09:35, 1.53it/s]
epoch 0 loss 0.21629: 84%|████████▍ | 4752/5632 [26:51<09:35, 1.53it/s]
epoch 0 loss 0.21629: 84%|████████▍ | 4753/5632 [26:51<08:03, 1.82it/s]
epoch 0 loss 0.21625: 84%|████████▍ | 4753/5632 [26:52<08:03, 1.82it/s]
epoch 0 loss 0.21625: 84%|████████▍ | 4754/5632 [26:52<06:59, 2.09it/s]
epoch 0 loss 0.21622: 84%|████████▍ | 4754/5632 [26:52<06:59, 2.09it/s]
epoch 0 loss 0.21622: 84%|████████▍ | 4755/5632 [26:52<06:15, 2.34it/s]
epoch 0 loss 0.21618: 84%|████████▍ | 4755/5632 [26:52<06:15, 2.34it/s]
epoch 0 loss 0.21618: 84%|████████▍ | 4756/5632 [26:52<05:43, 2.55it/s]
epoch 0 loss 0.21618: 84%|████████▍ | 4756/5632 [26:53<05:43, 2.55it/s]
epoch 0 loss 0.21618: 84%|████████▍ | 4757/5632 [26:53<05:21, 2.72it/s]
epoch 0 loss 0.21613: 84%|████████▍ | 4757/5632 [26:53<05:21, 2.72it/s]
epoch 0 loss 0.21613: 84%|████████▍ | 4758/5632 [26:53<05:05, 2.86it/s]
epoch 0 loss 0.21609: 84%|████████▍ | 4758/5632 [26:53<05:05, 2.86it/s]
epoch 0 loss 0.21609: 84%|████████▍ | 4759/5632 [26:53<04:54, 2.96it/s]
epoch 0 loss 0.21605: 84%|████████▍ | 4759/5632 [26:54<04:54, 2.96it/s]
epoch 0 loss 0.21605: 85%|████████▍ | 4760/5632 [26:54<04:46, 3.04it/s]
epoch 0 loss 0.21601: 85%|████████▍ | 4760/5632 [26:54<04:46, 3.04it/s]
epoch 0 loss 0.21601: 85%|████████▍ | 4761/5632 [26:54<04:41, 3.09it/s]
epoch 0 loss 0.21601: 85%|████████▍ | 4761/5632 [26:54<04:41, 3.09it/s]
epoch 0 loss 0.21601: 85%|████████▍ | 4762/5632 [26:54<04:36, 3.14it/s]
epoch 0 loss 0.21596: 85%|████████▍ | 4762/5632 [26:55<04:36, 3.14it/s]
epoch 0 loss 0.21596: 85%|████████▍ | 4763/5632 [26:55<04:34, 3.17it/s]
epoch 0 loss 0.21592: 85%|████████▍ | 4763/5632 [26:55<04:34, 3.17it/s]
epoch 0 loss 0.21592: 85%|████████▍ | 4764/5632 [26:55<04:32, 3.19it/s]
epoch 0 loss 0.21588: 85%|████████▍ | 4764/5632 [26:55<04:32, 3.19it/s]
epoch 0 loss 0.21588: 85%|████████▍ | 4765/5632 [26:55<04:30, 3.20it/s]
epoch 0 loss 0.21584: 85%|████████▍ | 4765/5632 [26:55<04:30, 3.20it/s]
epoch 0 loss 0.21584: 85%|████████▍ | 4766/5632 [26:55<04:29, 3.21it/s]
epoch 0 loss 0.21579: 85%|████████▍ | 4766/5632 [26:56<04:29, 3.21it/s]
epoch 0 loss 0.21579: 85%|████████▍ | 4767/5632 [26:56<04:28, 3.22it/s]
epoch 0 loss 0.21575: 85%|████████▍ | 4767/5632 [26:56<04:28, 3.22it/s]
epoch 0 loss 0.21575: 85%|████████▍ | 4768/5632 [26:56<04:28, 3.22it/s]
epoch 0 loss 0.2157: 85%|████████▍ | 4768/5632 [26:56<04:28, 3.22it/s]
epoch 0 loss 0.2157: 85%|████████▍ | 4769/5632 [26:56<04:27, 3.22it/s]
epoch 0 loss 0.21566: 85%|████████▍ | 4769/5632 [26:57<04:27, 3.22it/s]
epoch 0 loss 0.21566: 85%|████████▍ | 4770/5632 [26:57<04:27, 3.22it/s]
epoch 0 loss 0.21566: 85%|████████▍ | 4770/5632 [26:57<04:27, 3.22it/s]
epoch 0 loss 0.21566: 85%|████████▍ | 4771/5632 [26:57<04:26, 3.23it/s]
epoch 0 loss 0.21562: 85%|████████▍ | 4771/5632 [26:57<04:26, 3.23it/s]
epoch 0 loss 0.21562: 85%|████████▍ | 4772/5632 [26:57<04:26, 3.23it/s]
epoch 0 loss 0.21558: 85%|████████▍ | 4772/5632 [26:58<04:26, 3.23it/s]
epoch 0 loss 0.21558: 85%|████████▍ | 4773/5632 [26:58<04:26, 3.23it/s]
epoch 0 loss 0.21553: 85%|████████▍ | 4773/5632 [26:58<04:26, 3.23it/s]
epoch 0 loss 0.21553: 85%|████████▍ | 4774/5632 [26:58<04:25, 3.23it/s]
epoch 0 loss 0.21549: 85%|████████▍ | 4774/5632 [26:58<04:25, 3.23it/s]
epoch 0 loss 0.21549: 85%|████████▍ | 4775/5632 [26:58<04:25, 3.23it/s]
epoch 0 loss 0.21545: 85%|████████▍ | 4775/5632 [26:59<04:25, 3.23it/s]
epoch 0 loss 0.21545: 85%|████████▍ | 4776/5632 [26:59<04:24, 3.23it/s]
epoch 0 loss 0.2154: 85%|████████▍ | 4776/5632 [26:59<04:24, 3.23it/s]
epoch 0 loss 0.2154: 85%|████████▍ | 4777/5632 [26:59<04:24, 3.23it/s]
epoch 0 loss 0.21536: 85%|████████▍ | 4777/5632 [26:59<04:24, 3.23it/s]
epoch 0 loss 0.21536: 85%|████████▍ | 4778/5632 [26:59<04:24, 3.23it/s]
epoch 0 loss 0.21532: 85%|████████▍ | 4778/5632 [26:59<04:24, 3.23it/s]
epoch 0 loss 0.21532: 85%|████████▍ | 4779/5632 [27:00<04:24, 3.23it/s]
epoch 0 loss 0.21527: 85%|████████▍ | 4779/5632 [27:00<04:24, 3.23it/s]
epoch 0 loss 0.21527: 85%|████████▍ | 4780/5632 [27:00<04:23, 3.23it/s]
epoch 0 loss 0.21523: 85%|████████▍ | 4780/5632 [27:00<04:23, 3.23it/s]
epoch 0 loss 0.21523: 85%|████████▍ | 4781/5632 [27:00<04:23, 3.23it/s]
epoch 0 loss 0.21518: 85%|████████▍ | 4781/5632 [27:00<04:23, 3.23it/s]
epoch 0 loss 0.21518: 85%|████████▍ | 4782/5632 [27:00<04:23, 3.23it/s]
epoch 0 loss 0.21514: 85%|████████▍ | 4782/5632 [27:01<04:23, 3.23it/s]
epoch 0 loss 0.21514: 85%|████████▍ | 4783/5632 [27:01<04:22, 3.23it/s]
epoch 0 loss 0.2151: 85%|████████▍ | 4783/5632 [27:01<04:22, 3.23it/s]
epoch 0 loss 0.2151: 85%|████████▍ | 4784/5632 [27:01<04:22, 3.23it/s]
epoch 0 loss 0.21506: 85%|████████▍ | 4784/5632 [27:01<04:22, 3.23it/s]
epoch 0 loss 0.21506: 85%|████████▍ | 4785/5632 [27:01<04:22, 3.23it/s]
epoch 0 loss 0.21502: 85%|████████▍ | 4785/5632 [27:02<04:22, 3.23it/s]
epoch 0 loss 0.21502: 85%|████████▍ | 4786/5632 [27:02<04:22, 3.23it/s]
epoch 0 loss 0.21507: 85%|████████▍ | 4786/5632 [27:02<04:22, 3.23it/s]
epoch 0 loss 0.21507: 85%|████████▍ | 4787/5632 [27:02<04:21, 3.23it/s]
epoch 0 loss 0.21502: 85%|████████▍ | 4787/5632 [27:02<04:21, 3.23it/s]
epoch 0 loss 0.21502: 85%|████████▌ | 4788/5632 [27:02<04:21, 3.23it/s]
epoch 0 loss 0.21498: 85%|████████▌ | 4788/5632 [27:03<04:21, 3.23it/s]
epoch 0 loss 0.21498: 85%|████████▌ | 4789/5632 [27:03<04:20, 3.23it/s]
epoch 0 loss 0.21502: 85%|████████▌ | 4789/5632 [27:03<04:20, 3.23it/s]
epoch 0 loss 0.21502: 85%|████████▌ | 4790/5632 [27:03<04:20, 3.23it/s]
epoch 0 loss 0.21498: 85%|████████▌ | 4790/5632 [27:03<04:20, 3.23it/s]
epoch 0 loss 0.21498: 85%|████████▌ | 4791/5632 [27:03<04:19, 3.23it/s]
epoch 0 loss 0.21503: 85%|████████▌ | 4791/5632 [27:04<04:19, 3.23it/s]
epoch 0 loss 0.21503: 85%|████████▌ | 4792/5632 [27:04<04:19, 3.24it/s]
epoch 0 loss 0.21508: 85%|████████▌ | 4792/5632 [27:04<04:19, 3.24it/s]
epoch 0 loss 0.21508: 85%|████████▌ | 4793/5632 [27:04<04:19, 3.23it/s]
epoch 0 loss 0.21509: 85%|████████▌ | 4793/5632 [27:04<04:19, 3.23it/s]
epoch 0 loss 0.21509: 85%|████████▌ | 4794/5632 [27:04<04:19, 3.23it/s]
epoch 0 loss 0.21506: 85%|████████▌ | 4794/5632 [27:04<04:19, 3.23it/s]
epoch 0 loss 0.21506: 85%|████████▌ | 4795/5632 [27:04<04:18, 3.24it/s]
epoch 0 loss 0.21507: 85%|████████▌ | 4795/5632 [27:05<04:18, 3.24it/s]
epoch 0 loss 0.21507: 85%|████████▌ | 4796/5632 [27:05<04:18, 3.23it/s]
epoch 0 loss 0.21508: 85%|████████▌ | 4796/5632 [27:06<04:18, 3.23it/s]
epoch 0 loss 0.21508: 85%|████████▌ | 4797/5632 [27:06<08:14, 1.69it/s]
epoch 0 loss 0.21503: 85%|████████▌ | 4797/5632 [27:06<08:14, 1.69it/s]
epoch 0 loss 0.21503: 85%|████████▌ | 4798/5632 [27:06<07:02, 1.97it/s]
epoch 0 loss 0.21499: 85%|████████▌ | 4798/5632 [27:07<07:02, 1.97it/s]
epoch 0 loss 0.21499: 85%|████████▌ | 4799/5632 [27:07<06:13, 2.23it/s]
epoch 0 loss 0.21495: 85%|████████▌ | 4799/5632 [27:07<06:13, 2.23it/s]
epoch 0 loss 0.21495: 85%|████████▌ | 4800/5632 [27:07<05:38, 2.46it/s]
epoch 0 loss 0.21491: 85%|████████▌ | 4800/5632 [27:07<05:38, 2.46it/s]
epoch 0 loss 0.21491: 85%|████████▌ | 4801/5632 [27:07<05:13, 2.65it/s]
epoch 0 loss 0.21486: 85%|████████▌ | 4801/5632 [27:08<05:13, 2.65it/s]
epoch 0 loss 0.21486: 85%|████████▌ | 4802/5632 [27:08<04:56, 2.80it/s]
epoch 0 loss 0.21483: 85%|████████▌ | 4802/5632 [27:08<04:56, 2.80it/s]
epoch 0 loss 0.21483: 85%|████████▌ | 4803/5632 [27:08<04:43, 2.92it/s]
epoch 0 loss 0.21478: 85%|████████▌ | 4803/5632 [27:08<04:43, 2.92it/s]
epoch 0 loss 0.21478: 85%|████████▌ | 4804/5632 [27:08<04:35, 3.01it/s]
epoch 0 loss 0.21474: 85%|████████▌ | 4804/5632 [27:08<04:35, 3.01it/s]
epoch 0 loss 0.21474: 85%|████████▌ | 4805/5632 [27:08<04:29, 3.07it/s]
epoch 0 loss 0.2147: 85%|████████▌ | 4805/5632 [27:09<04:29, 3.07it/s]
epoch 0 loss 0.2147: 85%|████████▌ | 4806/5632 [27:09<04:24, 3.12it/s]
epoch 0 loss 0.21466: 85%|████████▌ | 4806/5632 [27:09<04:24, 3.12it/s]
epoch 0 loss 0.21466: 85%|████████▌ | 4807/5632 [27:09<04:23, 3.14it/s]
epoch 0 loss 0.2147: 85%|████████▌ | 4807/5632 [27:09<04:23, 3.14it/s]
epoch 0 loss 0.2147: 85%|████████▌ | 4808/5632 [27:09<04:20, 3.16it/s]
epoch 0 loss 0.21466: 85%|████████▌ | 4808/5632 [27:10<04:20, 3.16it/s]
epoch 0 loss 0.21466: 85%|████████▌ | 4809/5632 [27:10<04:19, 3.17it/s]
epoch 0 loss 0.21461: 85%|████████▌ | 4809/5632 [27:10<04:19, 3.17it/s]
epoch 0 loss 0.21461: 85%|████████▌ | 4810/5632 [27:10<04:17, 3.19it/s]
epoch 0 loss 0.21457: 85%|████████▌ | 4810/5632 [27:10<04:17, 3.19it/s]
epoch 0 loss 0.21457: 85%|████████▌ | 4811/5632 [27:10<04:17, 3.19it/s]
epoch 0 loss 0.21453: 85%|████████▌ | 4811/5632 [27:11<04:17, 3.19it/s]
epoch 0 loss 0.21453: 85%|████████▌ | 4812/5632 [27:11<04:16, 3.20it/s]
epoch 0 loss 0.21448: 85%|████████▌ | 4812/5632 [27:11<04:16, 3.20it/s]
epoch 0 loss 0.21448: 85%|████████▌ | 4813/5632 [27:11<04:15, 3.21it/s]
epoch 0 loss 0.21451: 85%|████████▌ | 4813/5632 [27:11<04:15, 3.21it/s]
epoch 0 loss 0.21451: 85%|████████▌ | 4814/5632 [27:11<04:14, 3.21it/s]
epoch 0 loss 0.21447: 85%|████████▌ | 4814/5632 [27:12<04:14, 3.21it/s]
epoch 0 loss 0.21447: 85%|████████▌ | 4815/5632 [27:12<04:13, 3.22it/s]
epoch 0 loss 0.21443: 85%|████████▌ | 4815/5632 [27:12<04:13, 3.22it/s]
epoch 0 loss 0.21443: 86%|████████▌ | 4816/5632 [27:12<04:13, 3.22it/s]
epoch 0 loss 0.21438: 86%|████████▌ | 4816/5632 [27:12<04:13, 3.22it/s]
epoch 0 loss 0.21438: 86%|████████▌ | 4817/5632 [27:12<04:15, 3.19it/s]
epoch 0 loss 0.21441: 86%|████████▌ | 4817/5632 [27:13<04:15, 3.19it/s]
epoch 0 loss 0.21441: 86%|████████▌ | 4818/5632 [27:13<04:15, 3.18it/s]
epoch 0 loss 0.21436: 86%|████████▌ | 4818/5632 [27:13<04:15, 3.18it/s]
epoch 0 loss 0.21436: 86%|████████▌ | 4819/5632 [27:13<04:14, 3.20it/s]
epoch 0 loss 0.21432: 86%|████████▌ | 4819/5632 [27:13<04:14, 3.20it/s]
epoch 0 loss 0.21432: 86%|████████▌ | 4820/5632 [27:13<04:13, 3.20it/s]
epoch 0 loss 0.21428: 86%|████████▌ | 4820/5632 [27:13<04:13, 3.20it/s]
epoch 0 loss 0.21428: 86%|████████▌ | 4821/5632 [27:13<04:12, 3.21it/s]
epoch 0 loss 0.21424: 86%|████████▌ | 4821/5632 [27:14<04:12, 3.21it/s]
epoch 0 loss 0.21424: 86%|████████▌ | 4822/5632 [27:14<04:12, 3.21it/s]
epoch 0 loss 0.21419: 86%|████████▌ | 4822/5632 [27:14<04:12, 3.21it/s]
epoch 0 loss 0.21419: 86%|████████▌ | 4823/5632 [27:14<04:11, 3.22it/s]
epoch 0 loss 0.21415: 86%|████████▌ | 4823/5632 [27:14<04:11, 3.22it/s]
epoch 0 loss 0.21415: 86%|████████▌ | 4824/5632 [27:14<04:10, 3.22it/s]
epoch 0 loss 0.21411: 86%|████████▌ | 4824/5632 [27:15<04:10, 3.22it/s]
epoch 0 loss 0.21411: 86%|████████▌ | 4825/5632 [27:15<04:10, 3.22it/s]
epoch 0 loss 0.21406: 86%|████████▌ | 4825/5632 [27:15<04:10, 3.22it/s]
epoch 0 loss 0.21406: 86%|████████▌ | 4826/5632 [27:15<04:10, 3.21it/s]
epoch 0 loss 0.21402: 86%|████████▌ | 4826/5632 [27:15<04:10, 3.21it/s]
epoch 0 loss 0.21402: 86%|████████▌ | 4827/5632 [27:15<04:09, 3.22it/s]
epoch 0 loss 0.21398: 86%|████████▌ | 4827/5632 [27:16<04:09, 3.22it/s]
epoch 0 loss 0.21398: 86%|████████▌ | 4828/5632 [27:16<04:08, 3.23it/s]
epoch 0 loss 0.21393: 86%|████████▌ | 4828/5632 [27:16<04:08, 3.23it/s]
epoch 0 loss 0.21393: 86%|████████▌ | 4829/5632 [27:16<04:08, 3.23it/s]
epoch 0 loss 0.21394: 86%|████████▌ | 4829/5632 [27:16<04:08, 3.23it/s]
epoch 0 loss 0.21394: 86%|████████▌ | 4830/5632 [27:16<04:08, 3.23it/s]
epoch 0 loss 0.2139: 86%|████████▌ | 4830/5632 [27:17<04:08, 3.23it/s]
epoch 0 loss 0.2139: 86%|████████▌ | 4831/5632 [27:17<04:07, 3.24it/s]
epoch 0 loss 0.21385: 86%|████████▌ | 4831/5632 [27:17<04:07, 3.24it/s]
epoch 0 loss 0.21385: 86%|████████▌ | 4832/5632 [27:17<04:07, 3.23it/s]
epoch 0 loss 0.21381: 86%|████████▌ | 4832/5632 [27:17<04:07, 3.23it/s]
epoch 0 loss 0.21381: 86%|████████▌ | 4833/5632 [27:17<04:06, 3.24it/s]
epoch 0 loss 0.21377: 86%|████████▌ | 4833/5632 [27:17<04:06, 3.24it/s]
epoch 0 loss 0.21377: 86%|████████▌ | 4834/5632 [27:18<04:07, 3.23it/s]
epoch 0 loss 0.21372: 86%|████████▌ | 4834/5632 [27:18<04:07, 3.23it/s]
epoch 0 loss 0.21372: 86%|████████▌ | 4835/5632 [27:18<04:07, 3.22it/s]
epoch 0 loss 0.21368: 86%|████████▌ | 4835/5632 [27:18<04:07, 3.22it/s]
epoch 0 loss 0.21368: 86%|████████▌ | 4836/5632 [27:18<04:06, 3.22it/s]
epoch 0 loss 0.21364: 86%|████████▌ | 4836/5632 [27:18<04:06, 3.22it/s]
epoch 0 loss 0.21364: 86%|████████▌ | 4837/5632 [27:18<04:06, 3.23it/s]
epoch 0 loss 0.21359: 86%|████████▌ | 4837/5632 [27:19<04:06, 3.23it/s]
epoch 0 loss 0.21359: 86%|████████▌ | 4838/5632 [27:19<04:05, 3.23it/s]
epoch 0 loss 0.21355: 86%|████████▌ | 4838/5632 [27:19<04:05, 3.23it/s]
epoch 0 loss 0.21355: 86%|████████▌ | 4839/5632 [27:19<04:05, 3.23it/s]
epoch 0 loss 0.21351: 86%|████████▌ | 4839/5632 [27:19<04:05, 3.23it/s]
epoch 0 loss 0.21351: 86%|████████▌ | 4840/5632 [27:19<04:05, 3.23it/s]
epoch 0 loss 0.21346: 86%|████████▌ | 4840/5632 [27:20<04:05, 3.23it/s]
epoch 0 loss 0.21346: 86%|████████▌ | 4841/5632 [27:20<04:04, 3.23it/s]
epoch 0 loss 0.21342: 86%|████████▌ | 4841/5632 [27:20<04:04, 3.23it/s]
epoch 0 loss 0.21342: 86%|████████▌ | 4842/5632 [27:20<04:06, 3.21it/s]
epoch 0 loss 0.21338: 86%|████████▌ | 4842/5632 [27:21<04:06, 3.21it/s]
epoch 0 loss 0.21338: 86%|████████▌ | 4843/5632 [27:21<08:23, 1.57it/s]
epoch 0 loss 0.21334: 86%|████████▌ | 4843/5632 [27:22<08:23, 1.57it/s]
epoch 0 loss 0.21334: 86%|████████▌ | 4844/5632 [27:22<07:05, 1.85it/s]
epoch 0 loss 0.21329: 86%|████████▌ | 4844/5632 [27:22<07:05, 1.85it/s]
epoch 0 loss 0.21329: 86%|████████▌ | 4845/5632 [27:22<06:10, 2.13it/s]
epoch 0 loss 0.21325: 86%|████████▌ | 4845/5632 [27:22<06:10, 2.13it/s]
epoch 0 loss 0.21325: 86%|████████▌ | 4846/5632 [27:22<05:32, 2.37it/s]
epoch 0 loss 0.21321: 86%|████████▌ | 4846/5632 [27:23<05:32, 2.37it/s]
epoch 0 loss 0.21321: 86%|████████▌ | 4847/5632 [27:23<05:05, 2.57it/s]
epoch 0 loss 0.21317: 86%|████████▌ | 4847/5632 [27:23<05:05, 2.57it/s]
epoch 0 loss 0.21317: 86%|████████▌ | 4848/5632 [27:23<04:46, 2.74it/s]
epoch 0 loss 0.21324: 86%|████████▌ | 4848/5632 [27:23<04:46, 2.74it/s]
epoch 0 loss 0.21324: 86%|████████▌ | 4849/5632 [27:23<04:33, 2.86it/s]
epoch 0 loss 0.2132: 86%|████████▌ | 4849/5632 [27:24<04:33, 2.86it/s]
epoch 0 loss 0.2132: 86%|████████▌ | 4850/5632 [27:24<04:24, 2.96it/s]
epoch 0 loss 0.21315: 86%|████████▌ | 4850/5632 [27:24<04:24, 2.96it/s]
epoch 0 loss 0.21315: 86%|████████▌ | 4851/5632 [27:24<04:17, 3.03it/s]
epoch 0 loss 0.21311: 86%|████████▌ | 4851/5632 [27:24<04:17, 3.03it/s]
epoch 0 loss 0.21311: 86%|████████▌ | 4852/5632 [27:24<04:12, 3.09it/s]
epoch 0 loss 0.21307: 86%|████████▌ | 4852/5632 [27:24<04:12, 3.09it/s]
epoch 0 loss 0.21307: 86%|████████▌ | 4853/5632 [27:24<04:09, 3.13it/s]
epoch 0 loss 0.21302: 86%|████████▌ | 4853/5632 [27:25<04:09, 3.13it/s]
epoch 0 loss 0.21302: 86%|████████▌ | 4854/5632 [27:25<04:06, 3.16it/s]
epoch 0 loss 0.21299: 86%|████████▌ | 4854/5632 [27:25<04:06, 3.16it/s]
epoch 0 loss 0.21299: 86%|████████▌ | 4855/5632 [27:25<04:04, 3.18it/s]
epoch 0 loss 0.21294: 86%|████████▌ | 4855/5632 [27:25<04:04, 3.18it/s]
epoch 0 loss 0.21294: 86%|████████▌ | 4856/5632 [27:25<04:02, 3.20it/s]
epoch 0 loss 0.21291: 86%|████████▌ | 4856/5632 [27:26<04:02, 3.20it/s]
epoch 0 loss 0.21291: 86%|████████▌ | 4857/5632 [27:26<04:01, 3.20it/s]
epoch 0 loss 0.21286: 86%|████████▌ | 4857/5632 [27:26<04:01, 3.20it/s]
epoch 0 loss 0.21286: 86%|████████▋ | 4858/5632 [27:26<04:01, 3.21it/s]
epoch 0 loss 0.21282: 86%|████████▋ | 4858/5632 [27:26<04:01, 3.21it/s]
epoch 0 loss 0.21282: 86%|████████▋ | 4859/5632 [27:26<03:59, 3.22it/s]
epoch 0 loss 0.21278: 86%|████████▋ | 4859/5632 [27:27<03:59, 3.22it/s]
epoch 0 loss 0.21278: 86%|████████▋ | 4860/5632 [27:27<03:59, 3.22it/s]
epoch 0 loss 0.21273: 86%|████████▋ | 4860/5632 [27:27<03:59, 3.22it/s]
epoch 0 loss 0.21273: 86%|████████▋ | 4861/5632 [27:27<03:58, 3.23it/s]
epoch 0 loss 0.21274: 86%|████████▋ | 4861/5632 [27:27<03:58, 3.23it/s]
epoch 0 loss 0.21274: 86%|████████▋ | 4862/5632 [27:27<03:57, 3.24it/s]
epoch 0 loss 0.2127: 86%|████████▋ | 4862/5632 [27:28<03:57, 3.24it/s]
epoch 0 loss 0.2127: 86%|████████▋ | 4863/5632 [27:28<03:58, 3.23it/s]
epoch 0 loss 0.21266: 86%|████████▋ | 4863/5632 [27:28<03:58, 3.23it/s]
epoch 0 loss 0.21266: 86%|████████▋ | 4864/5632 [27:28<03:57, 3.24it/s]
epoch 0 loss 0.21261: 86%|████████▋ | 4864/5632 [27:28<03:57, 3.24it/s]
epoch 0 loss 0.21261: 86%|████████▋ | 4865/5632 [27:28<03:58, 3.22it/s]
epoch 0 loss 0.21257: 86%|████████▋ | 4865/5632 [27:29<03:58, 3.22it/s]
epoch 0 loss 0.21257: 86%|████████▋ | 4866/5632 [27:29<03:58, 3.21it/s]
epoch 0 loss 0.21253: 86%|████████▋ | 4866/5632 [27:29<03:58, 3.21it/s]
epoch 0 loss 0.21253: 86%|████████▋ | 4867/5632 [27:29<03:57, 3.22it/s]
epoch 0 loss 0.21248: 86%|████████▋ | 4867/5632 [27:29<03:57, 3.22it/s]
epoch 0 loss 0.21248: 86%|████████▋ | 4868/5632 [27:29<03:57, 3.22it/s]
epoch 0 loss 0.21248: 86%|████████▋ | 4868/5632 [27:29<03:57, 3.22it/s]
epoch 0 loss 0.21248: 86%|████████▋ | 4869/5632 [27:29<03:56, 3.22it/s]
epoch 0 loss 0.21243: 86%|████████▋ | 4869/5632 [27:30<03:56, 3.22it/s]
epoch 0 loss 0.21243: 86%|████████▋ | 4870/5632 [27:30<03:56, 3.22it/s]
epoch 0 loss 0.21239: 86%|████████▋ | 4870/5632 [27:30<03:56, 3.22it/s]
epoch 0 loss 0.21239: 86%|████████▋ | 4871/5632 [27:30<03:55, 3.23it/s]
epoch 0 loss 0.21235: 86%|████████▋ | 4871/5632 [27:30<03:55, 3.23it/s]
epoch 0 loss 0.21235: 87%|████████▋ | 4872/5632 [27:30<03:55, 3.22it/s]
epoch 0 loss 0.21231: 87%|████████▋ | 4872/5632 [27:31<03:55, 3.22it/s]
epoch 0 loss 0.21231: 87%|████████▋ | 4873/5632 [27:31<03:55, 3.22it/s]
epoch 0 loss 0.21232: 87%|████████▋ | 4873/5632 [27:31<03:55, 3.22it/s]
epoch 0 loss 0.21232: 87%|████████▋ | 4874/5632 [27:31<03:54, 3.23it/s]
epoch 0 loss 0.21228: 87%|████████▋ | 4874/5632 [27:31<03:54, 3.23it/s]
epoch 0 loss 0.21228: 87%|████████▋ | 4875/5632 [27:31<03:54, 3.23it/s]
epoch 0 loss 0.21224: 87%|████████▋ | 4875/5632 [27:32<03:54, 3.23it/s]
epoch 0 loss 0.21224: 87%|████████▋ | 4876/5632 [27:32<03:54, 3.23it/s]
epoch 0 loss 0.21227: 87%|████████▋ | 4876/5632 [27:32<03:54, 3.23it/s]
epoch 0 loss 0.21227: 87%|████████▋ | 4877/5632 [27:32<03:53, 3.23it/s]
epoch 0 loss 0.21223: 87%|████████▋ | 4877/5632 [27:32<03:53, 3.23it/s]
epoch 0 loss 0.21223: 87%|████████▋ | 4878/5632 [27:32<03:52, 3.25it/s]
epoch 0 loss 0.21219: 87%|████████▋ | 4878/5632 [27:33<03:52, 3.25it/s]
epoch 0 loss 0.21219: 87%|████████▋ | 4879/5632 [27:33<03:52, 3.24it/s]
epoch 0 loss 0.21215: 87%|████████▋ | 4879/5632 [27:33<03:52, 3.24it/s]
epoch 0 loss 0.21215: 87%|████████▋ | 4880/5632 [27:33<03:52, 3.24it/s]
epoch 0 loss 0.21211: 87%|████████▋ | 4880/5632 [27:33<03:52, 3.24it/s]
epoch 0 loss 0.21211: 87%|████████▋ | 4881/5632 [27:33<03:52, 3.23it/s]
epoch 0 loss 0.21211: 87%|████████▋ | 4881/5632 [27:33<03:52, 3.23it/s]
epoch 0 loss 0.21211: 87%|████████▋ | 4882/5632 [27:33<03:52, 3.23it/s]
epoch 0 loss 0.21207: 87%|████████▋ | 4882/5632 [27:34<03:52, 3.23it/s]
epoch 0 loss 0.21207: 87%|████████▋ | 4883/5632 [27:34<03:52, 3.22it/s]
epoch 0 loss 0.21202: 87%|████████▋ | 4883/5632 [27:34<03:52, 3.22it/s]
epoch 0 loss 0.21202: 87%|████████▋ | 4884/5632 [27:34<03:51, 3.23it/s]
epoch 0 loss 0.21199: 87%|████████▋ | 4884/5632 [27:34<03:51, 3.23it/s]
epoch 0 loss 0.21199: 87%|████████▋ | 4885/5632 [27:34<03:51, 3.23it/s]
epoch 0 loss 0.21194: 87%|████████▋ | 4885/5632 [27:35<03:51, 3.23it/s]
epoch 0 loss 0.21194: 87%|████████▋ | 4886/5632 [27:35<03:50, 3.23it/s]
epoch 0 loss 0.21196: 87%|████████▋ | 4886/5632 [27:35<03:50, 3.23it/s]
epoch 0 loss 0.21196: 87%|████████▋ | 4887/5632 [27:35<03:51, 3.22it/s]
epoch 0 loss 0.21192: 87%|████████▋ | 4887/5632 [27:35<03:51, 3.22it/s]
epoch 0 loss 0.21192: 87%|████████▋ | 4888/5632 [27:35<03:50, 3.22it/s]
epoch 0 loss 0.21188: 87%|████████▋ | 4888/5632 [27:37<03:50, 3.22it/s]
epoch 0 loss 0.21188: 87%|████████▋ | 4889/5632 [27:37<08:26, 1.47it/s]
epoch 0 loss 0.21183: 87%|████████▋ | 4889/5632 [27:37<08:26, 1.47it/s]
epoch 0 loss 0.21183: 87%|████████▋ | 4890/5632 [27:37<07:02, 1.76it/s]
epoch 0 loss 0.21179: 87%|████████▋ | 4890/5632 [27:37<07:02, 1.76it/s]
epoch 0 loss 0.21179: 87%|████████▋ | 4891/5632 [27:37<06:04, 2.03it/s]
epoch 0 loss 0.21176: 87%|████████▋ | 4891/5632 [27:38<06:04, 2.03it/s]
epoch 0 loss 0.21176: 87%|████████▋ | 4892/5632 [27:38<05:23, 2.28it/s]
epoch 0 loss 0.21172: 87%|████████▋ | 4892/5632 [27:38<05:23, 2.28it/s]
epoch 0 loss 0.21172: 87%|████████▋ | 4893/5632 [27:38<04:56, 2.49it/s]
epoch 0 loss 0.21168: 87%|████████▋ | 4893/5632 [27:38<04:56, 2.49it/s]
epoch 0 loss 0.21168: 87%|████████▋ | 4894/5632 [27:38<04:35, 2.68it/s]
epoch 0 loss 0.21164: 87%|████████▋ | 4894/5632 [27:39<04:35, 2.68it/s]
epoch 0 loss 0.21164: 87%|████████▋ | 4895/5632 [27:39<04:19, 2.83it/s]
epoch 0 loss 0.2116: 87%|████████▋ | 4895/5632 [27:39<04:19, 2.83it/s]
epoch 0 loss 0.2116: 87%|████████▋ | 4896/5632 [27:39<04:10, 2.94it/s]
epoch 0 loss 0.21156: 87%|████████▋ | 4896/5632 [27:39<04:10, 2.94it/s]
epoch 0 loss 0.21156: 87%|████████▋ | 4897/5632 [27:39<04:05, 3.00it/s]
epoch 0 loss 0.21151: 87%|████████▋ | 4897/5632 [27:40<04:05, 3.00it/s]
epoch 0 loss 0.21151: 87%|████████▋ | 4898/5632 [27:40<04:00, 3.06it/s]
epoch 0 loss 0.21147: 87%|████████▋ | 4898/5632 [27:40<04:00, 3.06it/s]
epoch 0 loss 0.21147: 87%|████████▋ | 4899/5632 [27:40<03:56, 3.11it/s]
epoch 0 loss 0.21143: 87%|████████▋ | 4899/5632 [27:40<03:56, 3.11it/s]
epoch 0 loss 0.21143: 87%|████████▋ | 4900/5632 [27:40<03:53, 3.14it/s]
epoch 0 loss 0.21139: 87%|████████▋ | 4900/5632 [27:41<03:53, 3.14it/s]
epoch 0 loss 0.21139: 87%|████████▋ | 4901/5632 [27:41<03:51, 3.16it/s]
epoch 0 loss 0.21139: 87%|████████▋ | 4901/5632 [27:41<03:51, 3.16it/s]
epoch 0 loss 0.21139: 87%|████████▋ | 4902/5632 [27:41<03:48, 3.19it/s]
epoch 0 loss 0.21135: 87%|████████▋ | 4902/5632 [27:41<03:48, 3.19it/s]
epoch 0 loss 0.21135: 87%|████████▋ | 4903/5632 [27:41<03:47, 3.20it/s]
epoch 0 loss 0.21132: 87%|████████▋ | 4903/5632 [27:42<03:47, 3.20it/s]
epoch 0 loss 0.21132: 87%|████████▋ | 4904/5632 [27:42<03:46, 3.22it/s]
epoch 0 loss 0.21128: 87%|████████▋ | 4904/5632 [27:42<03:46, 3.22it/s]
epoch 0 loss 0.21128: 87%|████████▋ | 4905/5632 [27:42<03:46, 3.22it/s]
epoch 0 loss 0.21123: 87%|████████▋ | 4905/5632 [27:42<03:46, 3.22it/s]
epoch 0 loss 0.21123: 87%|████████▋ | 4906/5632 [27:42<03:45, 3.22it/s]
epoch 0 loss 0.21128: 87%|████████▋ | 4906/5632 [27:42<03:45, 3.22it/s]
epoch 0 loss 0.21128: 87%|████████▋ | 4907/5632 [27:42<03:45, 3.22it/s]
epoch 0 loss 0.21124: 87%|████████▋ | 4907/5632 [27:43<03:45, 3.22it/s]
epoch 0 loss 0.21124: 87%|████████▋ | 4908/5632 [27:43<03:44, 3.22it/s]
epoch 0 loss 0.2112: 87%|████████▋ | 4908/5632 [27:43<03:44, 3.22it/s]
epoch 0 loss 0.2112: 87%|████████▋ | 4909/5632 [27:43<03:45, 3.21it/s]
epoch 0 loss 0.21124: 87%|████████▋ | 4909/5632 [27:43<03:45, 3.21it/s]
epoch 0 loss 0.21124: 87%|████████▋ | 4910/5632 [27:43<03:43, 3.23it/s]
epoch 0 loss 0.21119: 87%|████████▋ | 4910/5632 [27:44<03:43, 3.23it/s]
epoch 0 loss 0.21119: 87%|████████▋ | 4911/5632 [27:44<03:43, 3.23it/s]
epoch 0 loss 0.21115: 87%|████████▋ | 4911/5632 [27:44<03:43, 3.23it/s]
epoch 0 loss 0.21115: 87%|████████▋ | 4912/5632 [27:44<03:42, 3.23it/s]
epoch 0 loss 0.21111: 87%|████████▋ | 4912/5632 [27:44<03:42, 3.23it/s]
epoch 0 loss 0.21111: 87%|████████▋ | 4913/5632 [27:44<03:42, 3.23it/s]
epoch 0 loss 0.21107: 87%|████████▋ | 4913/5632 [27:45<03:42, 3.23it/s]
epoch 0 loss 0.21107: 87%|████████▋ | 4914/5632 [27:45<03:42, 3.22it/s]
epoch 0 loss 0.21103: 87%|████████▋ | 4914/5632 [27:45<03:42, 3.22it/s]
epoch 0 loss 0.21103: 87%|████████▋ | 4915/5632 [27:45<03:42, 3.22it/s]
epoch 0 loss 0.21099: 87%|████████▋ | 4915/5632 [27:45<03:42, 3.22it/s]
epoch 0 loss 0.21099: 87%|████████▋ | 4916/5632 [27:45<03:42, 3.21it/s]
epoch 0 loss 0.21094: 87%|████████▋ | 4916/5632 [27:46<03:42, 3.21it/s]
epoch 0 loss 0.21094: 87%|████████▋ | 4917/5632 [27:46<03:42, 3.22it/s]
epoch 0 loss 0.211: 87%|████████▋ | 4917/5632 [27:46<03:42, 3.22it/s]
epoch 0 loss 0.211: 87%|████████▋ | 4918/5632 [27:46<03:41, 3.22it/s]
epoch 0 loss 0.21101: 87%|████████▋ | 4918/5632 [27:46<03:41, 3.22it/s]
epoch 0 loss 0.21101: 87%|████████▋ | 4919/5632 [27:46<03:41, 3.22it/s]
epoch 0 loss 0.21097: 87%|████████▋ | 4919/5632 [27:46<03:41, 3.22it/s]
epoch 0 loss 0.21097: 87%|████████▋ | 4920/5632 [27:46<03:40, 3.22it/s]
epoch 0 loss 0.21093: 87%|████████▋ | 4920/5632 [27:47<03:40, 3.22it/s]
epoch 0 loss 0.21093: 87%|████████▋ | 4921/5632 [27:47<03:40, 3.22it/s]
epoch 0 loss 0.21089: 87%|████████▋ | 4921/5632 [27:47<03:40, 3.22it/s]
epoch 0 loss 0.21089: 87%|████████▋ | 4922/5632 [27:47<03:39, 3.23it/s]
epoch 0 loss 0.21085: 87%|████████▋ | 4922/5632 [27:47<03:39, 3.23it/s]
epoch 0 loss 0.21085: 87%|████████▋ | 4923/5632 [27:47<03:39, 3.22it/s]
epoch 0 loss 0.21081: 87%|████████▋ | 4923/5632 [27:48<03:39, 3.22it/s]
epoch 0 loss 0.21081: 87%|████████▋ | 4924/5632 [27:48<03:39, 3.23it/s]
epoch 0 loss 0.21083: 87%|████████▋ | 4924/5632 [27:48<03:39, 3.23it/s]
epoch 0 loss 0.21083: 87%|████████▋ | 4925/5632 [27:48<03:39, 3.22it/s]
epoch 0 loss 0.21083: 87%|████████▋ | 4925/5632 [27:48<03:39, 3.22it/s]
epoch 0 loss 0.21083: 87%|████████▋ | 4926/5632 [27:48<03:38, 3.23it/s]
epoch 0 loss 0.21081: 87%|████████▋ | 4926/5632 [27:49<03:38, 3.23it/s]
epoch 0 loss 0.21081: 87%|████████▋ | 4927/5632 [27:49<03:38, 3.23it/s]
epoch 0 loss 0.21077: 87%|████████▋ | 4927/5632 [27:49<03:38, 3.23it/s]
epoch 0 loss 0.21077: 88%|████████▊ | 4928/5632 [27:49<03:38, 3.22it/s]
epoch 0 loss 0.21074: 88%|████████▊ | 4928/5632 [27:49<03:38, 3.22it/s]
epoch 0 loss 0.21074: 88%|████████▊ | 4929/5632 [27:49<03:38, 3.22it/s]
epoch 0 loss 0.21075: 88%|████████▊ | 4929/5632 [27:50<03:38, 3.22it/s]
epoch 0 loss 0.21075: 88%|████████▊ | 4930/5632 [27:50<03:38, 3.22it/s]
epoch 0 loss 0.21071: 88%|████████▊ | 4930/5632 [27:50<03:38, 3.22it/s]
epoch 0 loss 0.21071: 88%|████████▊ | 4931/5632 [27:50<03:37, 3.22it/s]
epoch 0 loss 0.2107: 88%|████████▊ | 4931/5632 [27:50<03:37, 3.22it/s]
epoch 0 loss 0.2107: 88%|████████▊ | 4932/5632 [27:50<03:37, 3.22it/s]
epoch 0 loss 0.21066: 88%|████████▊ | 4932/5632 [27:51<03:37, 3.22it/s]
epoch 0 loss 0.21066: 88%|████████▊ | 4933/5632 [27:51<03:37, 3.22it/s]
epoch 0 loss 0.21066: 88%|████████▊ | 4933/5632 [27:52<03:37, 3.22it/s]
epoch 0 loss 0.21066: 88%|████████▊ | 4934/5632 [27:52<07:18, 1.59it/s]
epoch 0 loss 0.21069: 88%|████████▊ | 4934/5632 [27:52<07:18, 1.59it/s]
epoch 0 loss 0.21069: 88%|████████▊ | 4935/5632 [27:52<06:11, 1.88it/s]
epoch 0 loss 0.21065: 88%|████████▊ | 4935/5632 [27:53<06:11, 1.88it/s]
epoch 0 loss 0.21065: 88%|████████▊ | 4936/5632 [27:53<05:24, 2.15it/s]
epoch 0 loss 0.21061: 88%|████████▊ | 4936/5632 [27:53<05:24, 2.15it/s]
epoch 0 loss 0.21061: 88%|████████▊ | 4937/5632 [27:53<04:51, 2.38it/s]
epoch 0 loss 0.21065: 88%|████████▊ | 4937/5632 [27:53<04:51, 2.38it/s]
epoch 0 loss 0.21065: 88%|████████▊ | 4938/5632 [27:53<04:28, 2.59it/s]
epoch 0 loss 0.21061: 88%|████████▊ | 4938/5632 [27:53<04:28, 2.59it/s]
epoch 0 loss 0.21061: 88%|████████▊ | 4939/5632 [27:53<04:11, 2.75it/s]
epoch 0 loss 0.21058: 88%|████████▊ | 4939/5632 [27:54<04:11, 2.75it/s]
epoch 0 loss 0.21058: 88%|████████▊ | 4940/5632 [27:54<04:01, 2.86it/s]
epoch 0 loss 0.21055: 88%|████████▊ | 4940/5632 [27:54<04:01, 2.86it/s]
epoch 0 loss 0.21055: 88%|████████▊ | 4941/5632 [27:54<03:54, 2.95it/s]
epoch 0 loss 0.21051: 88%|████████▊ | 4941/5632 [27:54<03:54, 2.95it/s]
epoch 0 loss 0.21051: 88%|████████▊ | 4942/5632 [27:54<03:48, 3.02it/s]
epoch 0 loss 0.21048: 88%|████████▊ | 4942/5632 [27:55<03:48, 3.02it/s]
epoch 0 loss 0.21048: 88%|████████▊ | 4943/5632 [27:55<03:43, 3.08it/s]
epoch 0 loss 0.21044: 88%|████████▊ | 4943/5632 [27:55<03:43, 3.08it/s]
epoch 0 loss 0.21044: 88%|████████▊ | 4944/5632 [27:55<03:42, 3.10it/s]
epoch 0 loss 0.21044: 88%|████████▊ | 4944/5632 [27:55<03:42, 3.10it/s]
epoch 0 loss 0.21044: 88%|████████▊ | 4945/5632 [27:55<03:38, 3.14it/s]
epoch 0 loss 0.2104: 88%|████████▊ | 4945/5632 [27:56<03:38, 3.14it/s]
epoch 0 loss 0.2104: 88%|████████▊ | 4946/5632 [27:56<03:36, 3.16it/s]
epoch 0 loss 0.21036: 88%|████████▊ | 4946/5632 [27:56<03:36, 3.16it/s]
epoch 0 loss 0.21036: 88%|████████▊ | 4947/5632 [27:56<03:35, 3.19it/s]
epoch 0 loss 0.21032: 88%|████████▊ | 4947/5632 [27:56<03:35, 3.19it/s]
epoch 0 loss 0.21032: 88%|████████▊ | 4948/5632 [27:56<03:33, 3.20it/s]
epoch 0 loss 0.21028: 88%|████████▊ | 4948/5632 [27:57<03:33, 3.20it/s]
epoch 0 loss 0.21028: 88%|████████▊ | 4949/5632 [27:57<03:32, 3.21it/s]
epoch 0 loss 0.21027: 88%|████████▊ | 4949/5632 [27:57<03:32, 3.21it/s]
epoch 0 loss 0.21027: 88%|████████▊ | 4950/5632 [27:57<03:32, 3.21it/s]
epoch 0 loss 0.2103: 88%|████████▊ | 4950/5632 [27:57<03:32, 3.21it/s]
epoch 0 loss 0.2103: 88%|████████▊ | 4951/5632 [27:57<03:36, 3.15it/s]
epoch 0 loss 0.21026: 88%|████████▊ | 4951/5632 [27:58<03:36, 3.15it/s]
epoch 0 loss 0.21026: 88%|████████▊ | 4952/5632 [27:58<03:36, 3.14it/s]
epoch 0 loss 0.21022: 88%|████████▊ | 4952/5632 [27:58<03:36, 3.14it/s]
epoch 0 loss 0.21022: 88%|████████▊ | 4953/5632 [27:58<03:41, 3.07it/s]
epoch 0 loss 0.21018: 88%|████████▊ | 4953/5632 [27:58<03:41, 3.07it/s]
epoch 0 loss 0.21018: 88%|████████▊ | 4954/5632 [27:58<03:37, 3.11it/s]
epoch 0 loss 0.21014: 88%|████████▊ | 4954/5632 [27:58<03:37, 3.11it/s]
epoch 0 loss 0.21014: 88%|████████▊ | 4955/5632 [27:58<03:34, 3.15it/s]
epoch 0 loss 0.2101: 88%|████████▊ | 4955/5632 [27:59<03:34, 3.15it/s]
epoch 0 loss 0.2101: 88%|████████▊ | 4956/5632 [27:59<03:33, 3.16it/s]
epoch 0 loss 0.21005: 88%|████████▊ | 4956/5632 [27:59<03:33, 3.16it/s]
epoch 0 loss 0.21005: 88%|████████▊ | 4957/5632 [27:59<03:33, 3.16it/s]
epoch 0 loss 0.21001: 88%|████████▊ | 4957/5632 [27:59<03:33, 3.16it/s]
epoch 0 loss 0.21001: 88%|████████▊ | 4958/5632 [27:59<03:33, 3.16it/s]
epoch 0 loss 0.20998: 88%|████████▊ | 4958/5632 [28:00<03:33, 3.16it/s]
epoch 0 loss 0.20998: 88%|████████▊ | 4959/5632 [28:00<03:33, 3.16it/s]
epoch 0 loss 0.20994: 88%|████████▊ | 4959/5632 [28:00<03:33, 3.16it/s]
epoch 0 loss 0.20994: 88%|████████▊ | 4960/5632 [28:00<03:34, 3.13it/s]
epoch 0 loss 0.2099: 88%|████████▊ | 4960/5632 [28:00<03:34, 3.13it/s]
epoch 0 loss 0.2099: 88%|████████▊ | 4961/5632 [28:00<03:38, 3.08it/s]
epoch 0 loss 0.20986: 88%|████████▊ | 4961/5632 [28:01<03:38, 3.08it/s]
epoch 0 loss 0.20986: 88%|████████▊ | 4962/5632 [28:01<03:36, 3.10it/s]
epoch 0 loss 0.20982: 88%|████████▊ | 4962/5632 [28:01<03:36, 3.10it/s]
epoch 0 loss 0.20982: 88%|████████▊ | 4963/5632 [28:01<03:34, 3.12it/s]
epoch 0 loss 0.20978: 88%|████████▊ | 4963/5632 [28:01<03:34, 3.12it/s]
epoch 0 loss 0.20978: 88%|████████▊ | 4964/5632 [28:01<03:34, 3.12it/s]
epoch 0 loss 0.20974: 88%|████████▊ | 4964/5632 [28:02<03:34, 3.12it/s]
epoch 0 loss 0.20974: 88%|████████▊ | 4965/5632 [28:02<03:34, 3.11it/s]
epoch 0 loss 0.2097: 88%|████████▊ | 4965/5632 [28:02<03:34, 3.11it/s]
epoch 0 loss 0.2097: 88%|████████▊ | 4966/5632 [28:02<03:32, 3.13it/s]
epoch 0 loss 0.20965: 88%|████████▊ | 4966/5632 [28:02<03:32, 3.13it/s]
epoch 0 loss 0.20965: 88%|████████▊ | 4967/5632 [28:02<03:31, 3.15it/s]
epoch 0 loss 0.20961: 88%|████████▊ | 4967/5632 [28:03<03:31, 3.15it/s]
epoch 0 loss 0.20961: 88%|████████▊ | 4968/5632 [28:03<03:29, 3.17it/s]
epoch 0 loss 0.20957: 88%|████████▊ | 4968/5632 [28:03<03:29, 3.17it/s]
epoch 0 loss 0.20957: 88%|████████▊ | 4969/5632 [28:03<03:27, 3.19it/s]
epoch 0 loss 0.20953: 88%|████████▊ | 4969/5632 [28:03<03:27, 3.19it/s]
epoch 0 loss 0.20953: 88%|████████▊ | 4970/5632 [28:03<03:26, 3.20it/s]
epoch 0 loss 0.20949: 88%|████████▊ | 4970/5632 [28:04<03:26, 3.20it/s]
epoch 0 loss 0.20949: 88%|████████▊ | 4971/5632 [28:04<03:25, 3.21it/s]
epoch 0 loss 0.20948: 88%|████████▊ | 4971/5632 [28:04<03:25, 3.21it/s]
epoch 0 loss 0.20948: 88%|████████▊ | 4972/5632 [28:04<03:25, 3.21it/s]
epoch 0 loss 0.20944: 88%|████████▊ | 4972/5632 [28:04<03:25, 3.21it/s]
epoch 0 loss 0.20944: 88%|████████▊ | 4973/5632 [28:04<03:24, 3.22it/s]
epoch 0 loss 0.2094: 88%|████████▊ | 4973/5632 [28:04<03:24, 3.22it/s]
epoch 0 loss 0.2094: 88%|████████▊ | 4974/5632 [28:05<03:24, 3.22it/s]
epoch 0 loss 0.20936: 88%|████████▊ | 4974/5632 [28:06<03:24, 3.22it/s]
epoch 0 loss 0.20936: 88%|████████▊ | 4975/5632 [28:06<07:00, 1.56it/s]
epoch 0 loss 0.20932: 88%|████████▊ | 4975/5632 [28:06<07:00, 1.56it/s]
epoch 0 loss 0.20932: 88%|████████▊ | 4976/5632 [28:06<05:54, 1.85it/s]
epoch 0 loss 0.20928: 88%|████████▊ | 4976/5632 [28:07<05:54, 1.85it/s]
epoch 0 loss 0.20928: 88%|████████▊ | 4977/5632 [28:07<05:08, 2.12it/s]
epoch 0 loss 0.20924: 88%|████████▊ | 4977/5632 [28:07<05:08, 2.12it/s]
epoch 0 loss 0.20924: 88%|████████▊ | 4978/5632 [28:07<04:36, 2.36it/s]
epoch 0 loss 0.20936: 88%|████████▊ | 4978/5632 [28:07<04:36, 2.36it/s]
epoch 0 loss 0.20936: 88%|████████▊ | 4979/5632 [28:07<04:13, 2.57it/s]
epoch 0 loss 0.20932: 88%|████████▊ | 4979/5632 [28:07<04:13, 2.57it/s]
epoch 0 loss 0.20932: 88%|████████▊ | 4980/5632 [28:07<03:57, 2.74it/s]
epoch 0 loss 0.20928: 88%|████████▊ | 4980/5632 [28:08<03:57, 2.74it/s]
epoch 0 loss 0.20928: 88%|████████▊ | 4981/5632 [28:08<03:46, 2.87it/s]
epoch 0 loss 0.20924: 88%|████████▊ | 4981/5632 [28:08<03:46, 2.87it/s]
epoch 0 loss 0.20924: 88%|████████▊ | 4982/5632 [28:08<03:39, 2.97it/s]
epoch 0 loss 0.2092: 88%|████████▊ | 4982/5632 [28:08<03:39, 2.97it/s]
epoch 0 loss 0.2092: 88%|████████▊ | 4983/5632 [28:08<03:33, 3.04it/s]
epoch 0 loss 0.2092: 88%|████████▊ | 4983/5632 [28:09<03:33, 3.04it/s]
epoch 0 loss 0.2092: 88%|████████▊ | 4984/5632 [28:09<03:29, 3.10it/s]
epoch 0 loss 0.20916: 88%|████████▊ | 4984/5632 [28:09<03:29, 3.10it/s]
epoch 0 loss 0.20916: 89%|████████▊ | 4985/5632 [28:09<03:26, 3.14it/s]
epoch 0 loss 0.20912: 89%|████████▊ | 4985/5632 [28:09<03:26, 3.14it/s]
epoch 0 loss 0.20912: 89%|████████▊ | 4986/5632 [28:09<03:23, 3.17it/s]
epoch 0 loss 0.20908: 89%|████████▊ | 4986/5632 [28:10<03:23, 3.17it/s]
epoch 0 loss 0.20908: 89%|████████▊ | 4987/5632 [28:10<03:22, 3.19it/s]
epoch 0 loss 0.20904: 89%|████████▊ | 4987/5632 [28:10<03:22, 3.19it/s]
epoch 0 loss 0.20904: 89%|████████▊ | 4988/5632 [28:10<03:21, 3.20it/s]
epoch 0 loss 0.20899: 89%|████████▊ | 4988/5632 [28:10<03:21, 3.20it/s]
epoch 0 loss 0.20899: 89%|████████▊ | 4989/5632 [28:10<03:20, 3.21it/s]
epoch 0 loss 0.20895: 89%|████████▊ | 4989/5632 [28:11<03:20, 3.21it/s]
epoch 0 loss 0.20895: 89%|████████▊ | 4990/5632 [28:11<03:19, 3.22it/s]
epoch 0 loss 0.20891: 89%|████████▊ | 4990/5632 [28:11<03:19, 3.22it/s]
epoch 0 loss 0.20891: 89%|████████▊ | 4991/5632 [28:11<03:18, 3.22it/s]
epoch 0 loss 0.20887: 89%|████████▊ | 4991/5632 [28:11<03:18, 3.22it/s]
epoch 0 loss 0.20887: 89%|████████▊ | 4992/5632 [28:11<03:18, 3.22it/s]
epoch 0 loss 0.20883: 89%|████████▊ | 4992/5632 [28:11<03:18, 3.22it/s]
epoch 0 loss 0.20883: 89%|████████▊ | 4993/5632 [28:11<03:18, 3.23it/s]
epoch 0 loss 0.20879: 89%|████████▊ | 4993/5632 [28:12<03:18, 3.23it/s]
epoch 0 loss 0.20879: 89%|████████▊ | 4994/5632 [28:12<03:17, 3.23it/s]
epoch 0 loss 0.20882: 89%|████████▊ | 4994/5632 [28:12<03:17, 3.23it/s]
epoch 0 loss 0.20882: 89%|████████▊ | 4995/5632 [28:12<03:17, 3.23it/s]
epoch 0 loss 0.20878: 89%|████████▊ | 4995/5632 [28:12<03:17, 3.23it/s]
epoch 0 loss 0.20878: 89%|████████▊ | 4996/5632 [28:12<03:16, 3.23it/s]
epoch 0 loss 0.20874: 89%|████████▊ | 4996/5632 [28:13<03:16, 3.23it/s]
epoch 0 loss 0.20874: 89%|████████▊ | 4997/5632 [28:13<03:16, 3.23it/s]
epoch 0 loss 0.20874: 89%|████████▊ | 4997/5632 [28:13<03:16, 3.23it/s]
epoch 0 loss 0.20874: 89%|████████▊ | 4998/5632 [28:13<03:16, 3.23it/s]
epoch 0 loss 0.2087: 89%|████████▊ | 4998/5632 [28:13<03:16, 3.23it/s]
epoch 0 loss 0.2087: 89%|████████▉ | 4999/5632 [28:13<03:15, 3.23it/s]
epoch 0 loss 0.20866: 89%|████████▉ | 4999/5632 [28:14<03:15, 3.23it/s]
epoch 0 loss 0.20866: 89%|████████▉ | 5000/5632 [28:14<03:15, 3.23it/s]
epoch 0 loss 0.20862: 89%|████████▉ | 5000/5632 [28:14<03:15, 3.23it/s]
epoch 0 loss 0.20862: 89%|████████▉ | 5001/5632 [28:14<03:15, 3.23it/s]
epoch 0 loss 0.20858: 89%|████████▉ | 5001/5632 [28:14<03:15, 3.23it/s]
epoch 0 loss 0.20858: 89%|████████▉ | 5002/5632 [28:14<03:16, 3.21it/s]
epoch 0 loss 0.20854: 89%|████████▉ | 5002/5632 [28:15<03:16, 3.21it/s]
epoch 0 loss 0.20854: 89%|████████▉ | 5003/5632 [28:15<03:15, 3.21it/s]
epoch 0 loss 0.2085: 89%|████████▉ | 5003/5632 [28:15<03:15, 3.21it/s]
epoch 0 loss 0.2085: 89%|████████▉ | 5004/5632 [28:15<03:15, 3.22it/s]
epoch 0 loss 0.20846: 89%|████████▉ | 5004/5632 [28:15<03:15, 3.22it/s]
epoch 0 loss 0.20846: 89%|████████▉ | 5005/5632 [28:15<03:15, 3.21it/s]
epoch 0 loss 0.20842: 89%|████████▉ | 5005/5632 [28:16<03:15, 3.21it/s]
epoch 0 loss 0.20842: 89%|████████▉ | 5006/5632 [28:16<03:15, 3.19it/s]
epoch 0 loss 0.20838: 89%|████████▉ | 5006/5632 [28:16<03:15, 3.19it/s]
epoch 0 loss 0.20838: 89%|████████▉ | 5007/5632 [28:16<03:15, 3.20it/s]
epoch 0 loss 0.20843: 89%|████████▉ | 5007/5632 [28:16<03:15, 3.20it/s]
epoch 0 loss 0.20843: 89%|████████▉ | 5008/5632 [28:16<03:16, 3.18it/s]
epoch 0 loss 0.20839: 89%|████████▉ | 5008/5632 [28:16<03:16, 3.18it/s]
epoch 0 loss 0.20839: 89%|████████▉ | 5009/5632 [28:16<03:18, 3.14it/s]
epoch 0 loss 0.20835: 89%|████████▉ | 5009/5632 [28:17<03:18, 3.14it/s]
epoch 0 loss 0.20835: 89%|████████▉ | 5010/5632 [28:17<03:18, 3.14it/s]
epoch 0 loss 0.20832: 89%|████████▉ | 5010/5632 [28:17<03:18, 3.14it/s]
epoch 0 loss 0.20832: 89%|████████▉ | 5011/5632 [28:17<03:17, 3.15it/s]
epoch 0 loss 0.20843: 89%|████████▉ | 5011/5632 [28:17<03:17, 3.15it/s]
epoch 0 loss 0.20843: 89%|████████▉ | 5012/5632 [28:17<03:16, 3.16it/s]
epoch 0 loss 0.20839: 89%|████████▉ | 5012/5632 [28:18<03:16, 3.16it/s]
epoch 0 loss 0.20839: 89%|████████▉ | 5013/5632 [28:18<03:17, 3.13it/s]
epoch 0 loss 0.20835: 89%|████████▉ | 5013/5632 [28:18<03:17, 3.13it/s]
epoch 0 loss 0.20835: 89%|████████▉ | 5014/5632 [28:18<03:17, 3.13it/s]
epoch 0 loss 0.2084: 89%|████████▉ | 5014/5632 [28:18<03:17, 3.13it/s]
epoch 0 loss 0.2084: 89%|████████▉ | 5015/5632 [28:18<03:16, 3.14it/s]
epoch 0 loss 0.20835: 89%|████████▉ | 5015/5632 [28:19<03:16, 3.14it/s]
epoch 0 loss 0.20835: 89%|████████▉ | 5016/5632 [28:19<03:16, 3.13it/s]
epoch 0 loss 0.20831: 89%|████████▉ | 5016/5632 [28:19<03:16, 3.13it/s]
epoch 0 loss 0.20831: 89%|████████▉ | 5017/5632 [28:19<03:16, 3.13it/s]
epoch 0 loss 0.20827: 89%|████████▉ | 5017/5632 [28:19<03:16, 3.13it/s]
epoch 0 loss 0.20827: 89%|████████▉ | 5018/5632 [28:19<03:16, 3.13it/s]
epoch 0 loss 0.2083: 89%|████████▉ | 5018/5632 [28:20<03:16, 3.13it/s]
epoch 0 loss 0.2083: 89%|████████▉ | 5019/5632 [28:20<03:15, 3.13it/s]
epoch 0 loss 0.20826: 89%|████████▉ | 5019/5632 [28:21<03:15, 3.13it/s]
epoch 0 loss 0.20826: 89%|████████▉ | 5020/5632 [28:21<07:28, 1.36it/s]
epoch 0 loss 0.20822: 89%|████████▉ | 5020/5632 [28:22<07:28, 1.36it/s]
epoch 0 loss 0.20822: 89%|████████▉ | 5021/5632 [28:22<06:10, 1.65it/s]
epoch 0 loss 0.20818: 89%|████████▉ | 5021/5632 [28:22<06:10, 1.65it/s]
epoch 0 loss 0.20818: 89%|████████▉ | 5022/5632 [28:22<05:14, 1.94it/s]
epoch 0 loss 0.20823: 89%|████████▉ | 5022/5632 [28:22<05:14, 1.94it/s]
epoch 0 loss 0.20823: 89%|████████▉ | 5023/5632 [28:22<04:36, 2.20it/s]
epoch 0 loss 0.20819: 89%|████████▉ | 5023/5632 [28:23<04:36, 2.20it/s]
epoch 0 loss 0.20819: 89%|████████▉ | 5024/5632 [28:23<04:09, 2.44it/s]
epoch 0 loss 0.20815: 89%|████████▉ | 5024/5632 [28:23<04:09, 2.44it/s]
epoch 0 loss 0.20815: 89%|████████▉ | 5025/5632 [28:23<03:50, 2.63it/s]
epoch 0 loss 0.20819: 89%|████████▉ | 5025/5632 [28:23<03:50, 2.63it/s]
epoch 0 loss 0.20819: 89%|████████▉ | 5026/5632 [28:23<03:37, 2.78it/s]
epoch 0 loss 0.20815: 89%|████████▉ | 5026/5632 [28:24<03:37, 2.78it/s]
epoch 0 loss 0.20815: 89%|████████▉ | 5027/5632 [28:24<03:27, 2.91it/s]
epoch 0 loss 0.20811: 89%|████████▉ | 5027/5632 [28:24<03:27, 2.91it/s]
epoch 0 loss 0.20811: 89%|████████▉ | 5028/5632 [28:24<03:21, 3.00it/s]
epoch 0 loss 0.20807: 89%|████████▉ | 5028/5632 [28:24<03:21, 3.00it/s]
epoch 0 loss 0.20807: 89%|████████▉ | 5029/5632 [28:24<03:16, 3.07it/s]
epoch 0 loss 0.20803: 89%|████████▉ | 5029/5632 [28:24<03:16, 3.07it/s]
epoch 0 loss 0.20803: 89%|████████▉ | 5030/5632 [28:24<03:13, 3.12it/s]
epoch 0 loss 0.20802: 89%|████████▉ | 5030/5632 [28:25<03:13, 3.12it/s]
epoch 0 loss 0.20802: 89%|████████▉ | 5031/5632 [28:25<03:10, 3.15it/s]
epoch 0 loss 0.20801: 89%|████████▉ | 5031/5632 [28:25<03:10, 3.15it/s]
epoch 0 loss 0.20801: 89%|████████▉ | 5032/5632 [28:25<03:09, 3.17it/s]
epoch 0 loss 0.20797: 89%|████████▉ | 5032/5632 [28:25<03:09, 3.17it/s]
epoch 0 loss 0.20797: 89%|████████▉ | 5033/5632 [28:25<03:07, 3.19it/s]
epoch 0 loss 0.20793: 89%|████████▉ | 5033/5632 [28:26<03:07, 3.19it/s]
epoch 0 loss 0.20793: 89%|████████▉ | 5034/5632 [28:26<03:06, 3.21it/s]
epoch 0 loss 0.20789: 89%|████████▉ | 5034/5632 [28:26<03:06, 3.21it/s]
epoch 0 loss 0.20789: 89%|████████▉ | 5035/5632 [28:26<03:05, 3.21it/s]
epoch 0 loss 0.20785: 89%|████████▉ | 5035/5632 [28:26<03:05, 3.21it/s]
epoch 0 loss 0.20785: 89%|████████▉ | 5036/5632 [28:26<03:04, 3.22it/s]
epoch 0 loss 0.20782: 89%|████████▉ | 5036/5632 [28:27<03:04, 3.22it/s]
epoch 0 loss 0.20782: 89%|████████▉ | 5037/5632 [28:27<03:04, 3.23it/s]
epoch 0 loss 0.20782: 89%|████████▉ | 5037/5632 [28:27<03:04, 3.23it/s]
epoch 0 loss 0.20782: 89%|████████▉ | 5038/5632 [28:27<03:03, 3.23it/s]
epoch 0 loss 0.20784: 89%|████████▉ | 5038/5632 [28:27<03:03, 3.23it/s]
epoch 0 loss 0.20784: 89%|████████▉ | 5039/5632 [28:27<03:03, 3.23it/s]
epoch 0 loss 0.2078: 89%|████████▉ | 5039/5632 [28:28<03:03, 3.23it/s]
epoch 0 loss 0.2078: 89%|████████▉ | 5040/5632 [28:28<03:03, 3.23it/s]
epoch 0 loss 0.20776: 89%|████████▉ | 5040/5632 [28:28<03:03, 3.23it/s]
epoch 0 loss 0.20776: 90%|████████▉ | 5041/5632 [28:28<03:02, 3.23it/s]
epoch 0 loss 0.20779: 90%|████████▉ | 5041/5632 [28:28<03:02, 3.23it/s]
epoch 0 loss 0.20779: 90%|████████▉ | 5042/5632 [28:28<03:02, 3.23it/s]
epoch 0 loss 0.20775: 90%|████████▉ | 5042/5632 [28:28<03:02, 3.23it/s]
epoch 0 loss 0.20775: 90%|████████▉ | 5043/5632 [28:28<03:02, 3.24it/s]
epoch 0 loss 0.20771: 90%|████████▉ | 5043/5632 [28:29<03:02, 3.24it/s]
epoch 0 loss 0.20771: 90%|████████▉ | 5044/5632 [28:29<03:01, 3.24it/s]
epoch 0 loss 0.20773: 90%|████████▉ | 5044/5632 [28:29<03:01, 3.24it/s]
epoch 0 loss 0.20773: 90%|████████▉ | 5045/5632 [28:29<03:01, 3.23it/s]
epoch 0 loss 0.20769: 90%|████████▉ | 5045/5632 [28:29<03:01, 3.23it/s]
epoch 0 loss 0.20769: 90%|████████▉ | 5046/5632 [28:29<03:01, 3.24it/s]
epoch 0 loss 0.20765: 90%|████████▉ | 5046/5632 [28:30<03:01, 3.24it/s]
epoch 0 loss 0.20765: 90%|████████▉ | 5047/5632 [28:30<03:01, 3.23it/s]
epoch 0 loss 0.20761: 90%|████████▉ | 5047/5632 [28:30<03:01, 3.23it/s]
epoch 0 loss 0.20761: 90%|████████▉ | 5048/5632 [28:30<03:00, 3.23it/s]
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epoch 0 loss 0.2019: 93%|█████████▎| 5244/5632 [29:38<04:05, 1.58it/s]
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epoch 0 loss 0.20182: 93%|█████████▎| 5246/5632 [29:39<03:00, 2.14it/s]
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epoch 0 loss 0.20183: 93%|█████████▎| 5247/5632 [29:39<02:41, 2.38it/s]
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epoch 0 loss 0.20179: 93%|█████████▎| 5249/5632 [29:40<02:19, 2.75it/s]
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epoch 0 loss 0.20164: 93%|█████████▎| 5253/5632 [29:41<02:02, 3.10it/s]
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epoch 0 loss 0.20172: 93%|█████████▎| 5254/5632 [29:41<02:00, 3.13it/s]
epoch 0 loss 0.20169: 93%|█████████▎| 5254/5632 [29:42<02:00, 3.13it/s]
epoch 0 loss 0.20169: 93%|█████████▎| 5255/5632 [29:42<01:58, 3.17it/s]
epoch 0 loss 0.20165: 93%|█████████▎| 5255/5632 [29:42<01:58, 3.17it/s]
epoch 0 loss 0.20165: 93%|█████████▎| 5256/5632 [29:42<01:57, 3.20it/s]
epoch 0 loss 0.20161: 93%|█████████▎| 5256/5632 [29:42<01:57, 3.20it/s]
epoch 0 loss 0.20161: 93%|█████████▎| 5257/5632 [29:42<01:56, 3.21it/s]
epoch 0 loss 0.20158: 93%|█████████▎| 5257/5632 [29:43<01:56, 3.21it/s]
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epoch 0 loss 0.20158: 93%|█████████▎| 5260/5632 [29:43<01:55, 3.23it/s]
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epoch 0 loss 0.20154: 93%|█████████▎| 5261/5632 [29:43<01:54, 3.24it/s]
epoch 0 loss 0.2015: 93%|█████████▎| 5261/5632 [29:44<01:54, 3.24it/s]
epoch 0 loss 0.2015: 93%|█████████▎| 5262/5632 [29:44<01:54, 3.24it/s]
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epoch 0 loss 0.20141: 94%|█████████▎| 5266/5632 [29:45<01:53, 3.24it/s]
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epoch 0 loss 0.20131: 94%|█████████▎| 5270/5632 [29:46<01:51, 3.24it/s]
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epoch 0 loss 0.20123: 94%|█████████▎| 5271/5632 [29:47<01:51, 3.24it/s]
epoch 0 loss 0.20123: 94%|█████████▎| 5272/5632 [29:47<01:51, 3.23it/s]
epoch 0 loss 0.2012: 94%|█████████▎| 5272/5632 [29:47<01:51, 3.23it/s]
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epoch 0 loss 0.20116: 94%|█████████▎| 5273/5632 [29:47<01:51, 3.23it/s]
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epoch 0 loss 0.20123: 94%|█████████▎| 5275/5632 [29:48<01:50, 3.23it/s]
epoch 0 loss 0.20123: 94%|█████████▎| 5276/5632 [29:48<01:50, 3.23it/s]
epoch 0 loss 0.20119: 94%|█████████▎| 5276/5632 [29:48<01:50, 3.23it/s]
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epoch 0 loss 0.20115: 94%|█████████▎| 5277/5632 [29:49<01:49, 3.23it/s]
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epoch 0 loss 0.20116: 94%|█████████▍| 5280/5632 [29:49<01:49, 3.23it/s]
epoch 0 loss 0.20112: 94%|█████████▍| 5280/5632 [29:50<01:49, 3.23it/s]
epoch 0 loss 0.20112: 94%|█████████▍| 5281/5632 [29:50<01:48, 3.22it/s]
epoch 0 loss 0.20108: 94%|█████████▍| 5281/5632 [29:50<01:48, 3.22it/s]
epoch 0 loss 0.20108: 94%|█████████▍| 5282/5632 [29:50<01:48, 3.22it/s]
epoch 0 loss 0.20105: 94%|█████████▍| 5282/5632 [29:50<01:48, 3.22it/s]
epoch 0 loss 0.20105: 94%|█████████▍| 5283/5632 [29:50<01:48, 3.21it/s]
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epoch 0 loss 0.20102: 94%|█████████▍| 5284/5632 [29:51<01:48, 3.21it/s]
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epoch 0 loss 0.20084: 94%|█████████▍| 5291/5632 [29:55<03:05, 1.83it/s]
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epoch 0 loss 0.20025: 94%|█████████▍| 5315/5632 [30:02<01:37, 3.24it/s]
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epoch 0 loss 0.20015: 94%|█████████▍| 5318/5632 [30:03<01:37, 3.23it/s]
epoch 0 loss 0.20015: 94%|█████████▍| 5319/5632 [30:03<01:36, 3.24it/s]
epoch 0 loss 0.20011: 94%|█████████▍| 5319/5632 [30:03<01:36, 3.24it/s]
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epoch 0 loss 0.19817: 96%|█████████▌| 5395/5632 [30:30<01:13, 3.22it/s]
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epoch 0 loss 0.19547: 98%|█████████▊| 5527/5632 [31:14<00:32, 3.22it/s]
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epoch 0 loss 0.19315: 100%|█████████▉| 5631/5632 [31:52<00:00, 3.23it/s]04/23/2024 16:16:08 - INFO - __main__ - Creating features from index file at ../dataset/valid.txt
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04/23/2024 16:16:22 - INFO - __main__ - ***** Running evaluation *****
04/23/2024 16:16:22 - INFO - __main__ - Num examples = 41541
04/23/2024 16:16:22 - INFO - __main__ - Batch size = 32
04/23/2024 16:21:38 - INFO - __main__ - ***** Eval results *****
04/23/2024 16:21:38 - INFO - __main__ - eval_f1 = 0.9165
04/23/2024 16:21:38 - INFO - __main__ - eval_precision = 0.9114
04/23/2024 16:21:38 - INFO - __main__ - eval_recall = 0.9216
04/23/2024 16:21:38 - INFO - __main__ - eval_threshold = 0.92
04/23/2024 16:21:38 - INFO - __main__ - ********************
04/23/2024 16:21:38 - INFO - __main__ - Best f1:0.9165
04/23/2024 16:21:38 - INFO - __main__ - ********************
04/23/2024 16:21:39 - INFO - __main__ - Saving model checkpoint to ../model/checkpoint-best-f1/model.bin
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04/23/2024 16:21:39 - INFO - __main__ - Saving model checkpoint to ../model/epoch_1/subject_model.pth
0%| | 0/5632 [00:00, ?it/s]/home/yifei/cophi/mtpnet/Code-Code/Clone-detection-BigCloneBench/code/model.py:44: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
prob=F.softmax(logits)
/home/yifei/anaconda3/envs/nlp/lib/python3.10/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.
warnings.warn('Was asked to gather along dimension 0, but all '
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epoch 1 loss 0.06576: 11%|█ | 615/5632 [03:29<26:01, 3.21it/s]
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epoch 1 loss 0.06567: 11%|█ | 616/5632 [03:29<58:58, 1.42it/s]
epoch 1 loss 0.06567: 11%|█ | 617/5632 [03:29<49:02, 1.70it/s]
epoch 1 loss 0.06557: 11%|█ | 617/5632 [03:29<49:02, 1.70it/s]
epoch 1 loss 0.06557: 11%|█ | 618/5632 [03:29<42:10, 1.98it/s]
epoch 1 loss 0.06547: 11%|█ | 618/5632 [03:30<42:10, 1.98it/s]
epoch 1 loss 0.06547: 11%|█ | 619/5632 [03:30<37:13, 2.24it/s]
epoch 1 loss 0.06537: 11%|█ | 619/5632 [03:30<37:13, 2.24it/s]
epoch 1 loss 0.06537: 11%|█ | 620/5632 [03:30<33:50, 2.47it/s]
epoch 1 loss 0.06527: 11%|█ | 620/5632 [03:30<33:50, 2.47it/s]
epoch 1 loss 0.06527: 11%|█ | 621/5632 [03:30<31:31, 2.65it/s]
epoch 1 loss 0.06523: 11%|█ | 621/5632 [03:31<31:31, 2.65it/s]
epoch 1 loss 0.06523: 11%|█ | 622/5632 [03:31<29:51, 2.80it/s]
epoch 1 loss 0.06536: 11%|█ | 622/5632 [03:31<29:51, 2.80it/s]
epoch 1 loss 0.06536: 11%|█ | 623/5632 [03:31<28:41, 2.91it/s]
epoch 1 loss 0.06534: 11%|█ | 623/5632 [03:31<28:41, 2.91it/s]
epoch 1 loss 0.06534: 11%|█ | 624/5632 [03:31<27:50, 3.00it/s]
epoch 1 loss 0.06524: 11%|█ | 624/5632 [03:32<27:50, 3.00it/s]
epoch 1 loss 0.06524: 11%|█ | 625/5632 [03:32<27:16, 3.06it/s]
epoch 1 loss 0.06514: 11%|█ | 625/5632 [03:32<27:16, 3.06it/s]
epoch 1 loss 0.06514: 11%|█ | 626/5632 [03:32<26:50, 3.11it/s]
epoch 1 loss 0.06504: 11%|█ | 626/5632 [03:32<26:50, 3.11it/s]
epoch 1 loss 0.06504: 11%|█ | 627/5632 [03:32<26:33, 3.14it/s]
epoch 1 loss 0.06494: 11%|█ | 627/5632 [03:33<26:33, 3.14it/s]
epoch 1 loss 0.06494: 11%|█ | 628/5632 [03:33<26:20, 3.17it/s]
epoch 1 loss 0.06485: 11%|█ | 628/5632 [03:33<26:20, 3.17it/s]
epoch 1 loss 0.06485: 11%|█ | 629/5632 [03:33<26:12, 3.18it/s]
epoch 1 loss 0.06478: 11%|█ | 629/5632 [03:33<26:12, 3.18it/s]
epoch 1 loss 0.06478: 11%|█ | 630/5632 [03:33<26:06, 3.19it/s]
epoch 1 loss 0.06468: 11%|█ | 630/5632 [03:33<26:06, 3.19it/s]
epoch 1 loss 0.06468: 11%|█ | 631/5632 [03:33<26:00, 3.20it/s]
epoch 1 loss 0.06458: 11%|█ | 631/5632 [03:34<26:00, 3.20it/s]
epoch 1 loss 0.06458: 11%|█ | 632/5632 [03:34<25:58, 3.21it/s]
epoch 1 loss 0.0646: 11%|█ | 632/5632 [03:34<25:58, 3.21it/s]
epoch 1 loss 0.0646: 11%|█ | 633/5632 [03:34<25:55, 3.21it/s]
epoch 1 loss 0.06449: 11%|█ | 633/5632 [03:34<25:55, 3.21it/s]
epoch 1 loss 0.06449: 11%|█▏ | 634/5632 [03:34<25:53, 3.22it/s]
epoch 1 loss 0.0644: 11%|█▏ | 634/5632 [03:35<25:53, 3.22it/s]
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epoch 1 loss 0.06454: 11%|█▏ | 635/5632 [03:35<25:48, 3.23it/s]
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epoch 1 loss 0.06444: 11%|█▏ | 636/5632 [03:35<25:49, 3.22it/s]
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epoch 1 loss 0.06434: 11%|█▏ | 637/5632 [03:36<25:48, 3.23it/s]
epoch 1 loss 0.06434: 11%|█▏ | 638/5632 [03:36<25:44, 3.23it/s]
epoch 1 loss 0.06451: 11%|█▏ | 638/5632 [03:36<25:44, 3.23it/s]
epoch 1 loss 0.06451: 11%|█▏ | 639/5632 [03:36<25:46, 3.23it/s]
epoch 1 loss 0.06441: 11%|█▏ | 639/5632 [03:36<25:46, 3.23it/s]
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epoch 1 loss 0.06495: 11%|█▏ | 640/5632 [03:37<25:45, 3.23it/s]
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epoch 1 loss 0.06565: 11%|█▏ | 642/5632 [03:37<25:51, 3.22it/s]
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epoch 1 loss 0.06627: 11%|█▏ | 643/5632 [03:37<25:48, 3.22it/s]
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epoch 1 loss 0.06629: 12%|█▏ | 660/5632 [03:43<25:43, 3.22it/s]
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epoch 1 loss 0.06631: 12%|█▏ | 661/5632 [03:43<25:41, 3.23it/s]
epoch 1 loss 0.06631: 12%|█▏ | 662/5632 [03:43<25:42, 3.22it/s]
epoch 1 loss 0.06621: 12%|█▏ | 662/5632 [03:44<25:42, 3.22it/s]
epoch 1 loss 0.06621: 12%|█▏ | 663/5632 [03:44<51:14, 1.62it/s]
epoch 1 loss 0.06611: 12%|█▏ | 663/5632 [03:45<51:14, 1.62it/s]
epoch 1 loss 0.06611: 12%|█▏ | 664/5632 [03:45<43:42, 1.89it/s]
epoch 1 loss 0.06601: 12%|█▏ | 664/5632 [03:45<43:42, 1.89it/s]
epoch 1 loss 0.06601: 12%|█▏ | 665/5632 [03:45<38:19, 2.16it/s]
epoch 1 loss 0.06592: 12%|█▏ | 665/5632 [03:45<38:19, 2.16it/s]
epoch 1 loss 0.06592: 12%|█▏ | 666/5632 [03:45<34:41, 2.39it/s]
epoch 1 loss 0.06582: 12%|█▏ | 666/5632 [03:46<34:41, 2.39it/s]
epoch 1 loss 0.06582: 12%|█▏ | 667/5632 [03:46<32:08, 2.57it/s]
epoch 1 loss 0.06573: 12%|█▏ | 667/5632 [03:46<32:08, 2.57it/s]
epoch 1 loss 0.06573: 12%|█▏ | 668/5632 [03:46<30:12, 2.74it/s]
epoch 1 loss 0.06563: 12%|█▏ | 668/5632 [03:46<30:12, 2.74it/s]
epoch 1 loss 0.06563: 12%|█▏ | 669/5632 [03:46<28:50, 2.87it/s]
epoch 1 loss 0.06555: 12%|█▏ | 669/5632 [03:47<28:50, 2.87it/s]
epoch 1 loss 0.06555: 12%|█▏ | 670/5632 [03:47<27:55, 2.96it/s]
epoch 1 loss 0.06546: 12%|█▏ | 670/5632 [03:47<27:55, 2.96it/s]
epoch 1 loss 0.06546: 12%|█▏ | 671/5632 [03:47<27:42, 2.98it/s]
epoch 1 loss 0.06582: 12%|█▏ | 671/5632 [03:47<27:42, 2.98it/s]
epoch 1 loss 0.06582: 12%|█▏ | 672/5632 [03:47<27:10, 3.04it/s]
epoch 1 loss 0.06574: 12%|█▏ | 672/5632 [03:48<27:10, 3.04it/s]
epoch 1 loss 0.06574: 12%|█▏ | 673/5632 [03:48<26:39, 3.10it/s]
epoch 1 loss 0.06564: 12%|█▏ | 673/5632 [03:48<26:39, 3.10it/s]
epoch 1 loss 0.06564: 12%|█▏ | 674/5632 [03:48<26:24, 3.13it/s]
epoch 1 loss 0.06555: 12%|█▏ | 674/5632 [03:48<26:24, 3.13it/s]
epoch 1 loss 0.06555: 12%|█▏ | 675/5632 [03:48<26:12, 3.15it/s]
epoch 1 loss 0.06547: 12%|█▏ | 675/5632 [03:48<26:12, 3.15it/s]
epoch 1 loss 0.06547: 12%|█▏ | 676/5632 [03:49<25:59, 3.18it/s]
epoch 1 loss 0.06537: 12%|█▏ | 676/5632 [03:49<25:59, 3.18it/s]
epoch 1 loss 0.06537: 12%|█▏ | 677/5632 [03:49<25:54, 3.19it/s]
epoch 1 loss 0.06528: 12%|█▏ | 677/5632 [03:49<25:54, 3.19it/s]
epoch 1 loss 0.06528: 12%|█▏ | 678/5632 [03:49<25:48, 3.20it/s]
epoch 1 loss 0.06519: 12%|█▏ | 678/5632 [03:49<25:48, 3.20it/s]
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epoch 1 loss 0.06511: 12%|█▏ | 679/5632 [03:50<25:48, 3.20it/s]
epoch 1 loss 0.06511: 12%|█▏ | 680/5632 [03:50<25:45, 3.21it/s]
epoch 1 loss 0.06531: 12%|█▏ | 680/5632 [03:50<25:45, 3.21it/s]
epoch 1 loss 0.06531: 12%|█▏ | 681/5632 [03:50<25:40, 3.21it/s]
epoch 1 loss 0.06522: 12%|█▏ | 681/5632 [03:50<25:40, 3.21it/s]
epoch 1 loss 0.06522: 12%|█▏ | 682/5632 [03:50<25:39, 3.22it/s]
epoch 1 loss 0.06513: 12%|█▏ | 682/5632 [03:51<25:39, 3.22it/s]
epoch 1 loss 0.06513: 12%|█▏ | 683/5632 [03:51<25:37, 3.22it/s]
epoch 1 loss 0.06504: 12%|█▏ | 683/5632 [03:51<25:37, 3.22it/s]
epoch 1 loss 0.06504: 12%|█▏ | 684/5632 [03:51<25:35, 3.22it/s]
epoch 1 loss 0.06573: 12%|█▏ | 684/5632 [03:51<25:35, 3.22it/s]
epoch 1 loss 0.06573: 12%|█▏ | 685/5632 [03:51<25:34, 3.22it/s]
epoch 1 loss 0.06563: 12%|█▏ | 685/5632 [03:52<25:34, 3.22it/s]
epoch 1 loss 0.06563: 12%|█▏ | 686/5632 [03:52<25:37, 3.22it/s]
epoch 1 loss 0.06557: 12%|█▏ | 686/5632 [03:52<25:37, 3.22it/s]
epoch 1 loss 0.06557: 12%|█▏ | 687/5632 [03:52<25:38, 3.21it/s]
epoch 1 loss 0.06616: 12%|█▏ | 687/5632 [03:52<25:38, 3.21it/s]
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epoch 1 loss 0.06607: 12%|█▏ | 688/5632 [03:53<25:38, 3.21it/s]
epoch 1 loss 0.06607: 12%|█▏ | 689/5632 [03:53<25:36, 3.22it/s]
epoch 1 loss 0.06597: 12%|█▏ | 689/5632 [03:53<25:36, 3.22it/s]
epoch 1 loss 0.06597: 12%|█▏ | 690/5632 [03:53<25:37, 3.21it/s]
epoch 1 loss 0.06592: 12%|█▏ | 690/5632 [03:53<25:37, 3.21it/s]
epoch 1 loss 0.06592: 12%|█▏ | 691/5632 [03:53<25:30, 3.23it/s]
epoch 1 loss 0.06583: 12%|█▏ | 691/5632 [03:53<25:30, 3.23it/s]
epoch 1 loss 0.06583: 12%|█▏ | 692/5632 [03:53<25:26, 3.24it/s]
epoch 1 loss 0.06599: 12%|█▏ | 692/5632 [03:54<25:26, 3.24it/s]
epoch 1 loss 0.06599: 12%|█▏ | 693/5632 [03:54<25:28, 3.23it/s]
epoch 1 loss 0.0659: 12%|█▏ | 693/5632 [03:54<25:28, 3.23it/s]
epoch 1 loss 0.0659: 12%|█▏ | 694/5632 [03:54<25:29, 3.23it/s]
epoch 1 loss 0.06581: 12%|█▏ | 694/5632 [03:54<25:29, 3.23it/s]
epoch 1 loss 0.06581: 12%|█▏ | 695/5632 [03:54<25:38, 3.21it/s]
epoch 1 loss 0.06572: 12%|█▏ | 695/5632 [03:55<25:38, 3.21it/s]
epoch 1 loss 0.06572: 12%|█▏ | 696/5632 [03:55<25:32, 3.22it/s]
epoch 1 loss 0.06563: 12%|█▏ | 696/5632 [03:55<25:32, 3.22it/s]
epoch 1 loss 0.06563: 12%|█▏ | 697/5632 [03:55<25:35, 3.21it/s]
epoch 1 loss 0.06554: 12%|█▏ | 697/5632 [03:55<25:35, 3.21it/s]
epoch 1 loss 0.06554: 12%|█▏ | 698/5632 [03:55<25:34, 3.22it/s]
epoch 1 loss 0.06544: 12%|█▏ | 698/5632 [03:56<25:34, 3.22it/s]
epoch 1 loss 0.06544: 12%|█▏ | 699/5632 [03:56<25:32, 3.22it/s]
epoch 1 loss 0.06592: 12%|█▏ | 699/5632 [03:56<25:32, 3.22it/s]
epoch 1 loss 0.06592: 12%|█▏ | 700/5632 [03:56<25:38, 3.21it/s]
epoch 1 loss 0.06582: 12%|█▏ | 700/5632 [03:56<25:38, 3.21it/s]
epoch 1 loss 0.06582: 12%|█▏ | 701/5632 [03:56<25:38, 3.21it/s]
epoch 1 loss 0.06575: 12%|█▏ | 701/5632 [03:57<25:38, 3.21it/s]
epoch 1 loss 0.06575: 12%|█▏ | 702/5632 [03:57<25:36, 3.21it/s]
epoch 1 loss 0.06566: 12%|█▏ | 702/5632 [03:57<25:36, 3.21it/s]
epoch 1 loss 0.06566: 12%|█▏ | 703/5632 [03:57<25:36, 3.21it/s]
epoch 1 loss 0.06557: 12%|█▏ | 703/5632 [03:57<25:36, 3.21it/s]
epoch 1 loss 0.06557: 12%|█▎ | 704/5632 [03:57<25:38, 3.20it/s]
epoch 1 loss 0.06547: 12%|█▎ | 704/5632 [03:58<25:38, 3.20it/s]
epoch 1 loss 0.06547: 13%|█▎ | 705/5632 [03:58<25:35, 3.21it/s]
epoch 1 loss 0.06538: 13%|█▎ | 705/5632 [03:58<25:35, 3.21it/s]
epoch 1 loss 0.06538: 13%|█▎ | 706/5632 [03:58<25:37, 3.20it/s]
epoch 1 loss 0.06529: 13%|█▎ | 706/5632 [03:58<25:37, 3.20it/s]
epoch 1 loss 0.06529: 13%|█▎ | 707/5632 [03:58<25:35, 3.21it/s]
epoch 1 loss 0.06523: 13%|█▎ | 707/5632 [03:58<25:35, 3.21it/s]
epoch 1 loss 0.06523: 13%|█▎ | 708/5632 [03:58<25:33, 3.21it/s]
epoch 1 loss 0.06514: 13%|█▎ | 708/5632 [03:59<25:33, 3.21it/s]
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epoch 1 loss 0.06507: 13%|█▎ | 709/5632 [04:00<25:33, 3.21it/s]
epoch 1 loss 0.06507: 13%|█▎ | 710/5632 [04:00<49:22, 1.66it/s]
epoch 1 loss 0.06502: 13%|█▎ | 710/5632 [04:00<49:22, 1.66it/s]
epoch 1 loss 0.06502: 13%|█▎ | 711/5632 [04:00<42:12, 1.94it/s]
epoch 1 loss 0.06493: 13%|█▎ | 711/5632 [04:01<42:12, 1.94it/s]
epoch 1 loss 0.06493: 13%|█▎ | 712/5632 [04:01<37:10, 2.21it/s]
epoch 1 loss 0.06484: 13%|█▎ | 712/5632 [04:01<37:10, 2.21it/s]
epoch 1 loss 0.06484: 13%|█▎ | 713/5632 [04:01<33:39, 2.44it/s]
epoch 1 loss 0.06476: 13%|█▎ | 713/5632 [04:01<33:39, 2.44it/s]
epoch 1 loss 0.06476: 13%|█▎ | 714/5632 [04:01<31:10, 2.63it/s]
epoch 1 loss 0.06468: 13%|█▎ | 714/5632 [04:02<31:10, 2.63it/s]
epoch 1 loss 0.06468: 13%|█▎ | 715/5632 [04:02<29:27, 2.78it/s]
epoch 1 loss 0.06459: 13%|█▎ | 715/5632 [04:02<29:27, 2.78it/s]
epoch 1 loss 0.06459: 13%|█▎ | 716/5632 [04:02<28:16, 2.90it/s]
epoch 1 loss 0.06479: 13%|█▎ | 716/5632 [04:02<28:16, 2.90it/s]
epoch 1 loss 0.06479: 13%|█▎ | 717/5632 [04:02<27:25, 2.99it/s]
epoch 1 loss 0.06471: 13%|█▎ | 717/5632 [04:03<27:25, 2.99it/s]
epoch 1 loss 0.06471: 13%|█▎ | 718/5632 [04:03<26:49, 3.05it/s]
epoch 1 loss 0.06462: 13%|█▎ | 718/5632 [04:03<26:49, 3.05it/s]
epoch 1 loss 0.06462: 13%|█▎ | 719/5632 [04:03<26:27, 3.09it/s]
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epoch 1 loss 0.06453: 13%|█▎ | 720/5632 [04:03<26:34, 3.08it/s]
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epoch 1 loss 0.06475: 13%|█▎ | 721/5632 [04:04<26:46, 3.06it/s]
epoch 1 loss 0.06475: 13%|█▎ | 722/5632 [04:04<26:22, 3.10it/s]
epoch 1 loss 0.06467: 13%|█▎ | 722/5632 [04:04<26:22, 3.10it/s]
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epoch 1 loss 0.06458: 13%|█▎ | 723/5632 [04:04<26:08, 3.13it/s]
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epoch 1 loss 0.06449: 13%|█▎ | 724/5632 [04:05<26:06, 3.13it/s]
epoch 1 loss 0.06449: 13%|█▎ | 725/5632 [04:05<26:05, 3.14it/s]
epoch 1 loss 0.0644: 13%|█▎ | 725/5632 [04:05<26:05, 3.14it/s]
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epoch 1 loss 0.06448: 13%|█▎ | 727/5632 [04:06<26:03, 3.14it/s]
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epoch 1 loss 0.06439: 13%|█▎ | 728/5632 [04:06<25:50, 3.16it/s]
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epoch 1 loss 0.06486: 13%|█▎ | 729/5632 [04:06<25:41, 3.18it/s]
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epoch 1 loss 0.06497: 13%|█▎ | 731/5632 [04:07<25:32, 3.20it/s]
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epoch 1 loss 0.06509: 13%|█▎ | 732/5632 [04:07<25:28, 3.21it/s]
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epoch 1 loss 0.06497: 13%|█▎ | 735/5632 [04:08<25:25, 3.21it/s]
epoch 1 loss 0.06491: 13%|█▎ | 735/5632 [04:08<25:25, 3.21it/s]
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epoch 1 loss 0.065: 13%|█▎ | 736/5632 [04:09<25:32, 3.20it/s]
epoch 1 loss 0.065: 13%|█▎ | 737/5632 [04:09<25:43, 3.17it/s]
epoch 1 loss 0.06494: 13%|█▎ | 737/5632 [04:09<25:43, 3.17it/s]
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epoch 1 loss 0.06551: 13%|█▎ | 738/5632 [04:09<25:34, 3.19it/s]
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epoch 1 loss 0.06535: 13%|█▎ | 740/5632 [04:10<25:29, 3.20it/s]
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epoch 1 loss 0.06529: 13%|█▎ | 741/5632 [04:10<25:27, 3.20it/s]
epoch 1 loss 0.06529: 13%|█▎ | 742/5632 [04:10<25:26, 3.20it/s]
epoch 1 loss 0.0652: 13%|█▎ | 742/5632 [04:10<25:26, 3.20it/s]
epoch 1 loss 0.0652: 13%|█▎ | 743/5632 [04:10<25:24, 3.21it/s]
epoch 1 loss 0.06511: 13%|█▎ | 743/5632 [04:11<25:24, 3.21it/s]
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epoch 1 loss 0.06503: 13%|█▎ | 744/5632 [04:11<25:23, 3.21it/s]
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epoch 1 loss 0.06498: 13%|█▎ | 745/5632 [04:11<25:20, 3.21it/s]
epoch 1 loss 0.06498: 13%|█▎ | 746/5632 [04:11<25:19, 3.22it/s]
epoch 1 loss 0.0649: 13%|█▎ | 746/5632 [04:12<25:19, 3.22it/s]
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epoch 1 loss 0.06422: 13%|█▎ | 755/5632 [04:14<25:13, 3.22it/s]
epoch 1 loss 0.06422: 13%|█▎ | 756/5632 [04:14<25:16, 3.22it/s]
epoch 1 loss 0.06434: 13%|█▎ | 756/5632 [04:16<25:16, 3.22it/s]
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epoch 1 loss 0.06426: 13%|█▎ | 757/5632 [04:16<56:40, 1.43it/s]
epoch 1 loss 0.06426: 13%|█▎ | 758/5632 [04:16<47:13, 1.72it/s]
epoch 1 loss 0.06418: 13%|█▎ | 758/5632 [04:17<47:13, 1.72it/s]
epoch 1 loss 0.06418: 13%|█▎ | 759/5632 [04:17<40:43, 1.99it/s]
epoch 1 loss 0.0641: 13%|█▎ | 759/5632 [04:17<40:43, 1.99it/s]
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epoch 1 loss 0.06425: 13%|█▎ | 760/5632 [04:17<36:01, 2.25it/s]
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epoch 1 loss 0.06417: 14%|█▎ | 761/5632 [04:18<32:49, 2.47it/s]
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epoch 1 loss 0.06409: 14%|█▎ | 762/5632 [04:18<30:34, 2.65it/s]
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epoch 1 loss 0.06401: 14%|█▎ | 763/5632 [04:18<28:56, 2.80it/s]
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epoch 1 loss 0.06395: 14%|█▎ | 764/5632 [04:19<27:49, 2.92it/s]
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epoch 1 loss 0.06391: 14%|█▎ | 765/5632 [04:19<27:00, 3.00it/s]
epoch 1 loss 0.06391: 14%|█▎ | 766/5632 [04:19<26:27, 3.07it/s]
epoch 1 loss 0.06383: 14%|█▎ | 766/5632 [04:19<26:27, 3.07it/s]
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epoch 1 loss 0.06375: 14%|█▎ | 767/5632 [04:19<26:03, 3.11it/s]
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epoch 1 loss 0.06366: 14%|█▎ | 768/5632 [04:20<25:48, 3.14it/s]
epoch 1 loss 0.06366: 14%|█▎ | 769/5632 [04:20<25:37, 3.16it/s]
epoch 1 loss 0.06385: 14%|█▎ | 769/5632 [04:20<25:37, 3.16it/s]
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epoch 1 loss 0.06419: 14%|█▎ | 770/5632 [04:20<25:28, 3.18it/s]
epoch 1 loss 0.06419: 14%|█▎ | 771/5632 [04:20<25:22, 3.19it/s]
epoch 1 loss 0.06412: 14%|█▎ | 771/5632 [04:21<25:22, 3.19it/s]
epoch 1 loss 0.06412: 14%|█▎ | 772/5632 [04:21<25:17, 3.20it/s]
epoch 1 loss 0.06404: 14%|█▎ | 772/5632 [04:21<25:17, 3.20it/s]
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epoch 1 loss 0.06447: 14%|█▎ | 774/5632 [04:22<25:10, 3.22it/s]
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epoch 1 loss 0.06439: 14%|█▍ | 775/5632 [04:22<25:10, 3.22it/s]
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epoch 1 loss 0.06435: 14%|█▍ | 776/5632 [04:22<25:08, 3.22it/s]
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epoch 1 loss 0.06429: 14%|█▍ | 777/5632 [04:23<25:06, 3.22it/s]
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epoch 1 loss 0.06414: 14%|█▍ | 779/5632 [04:23<25:03, 3.23it/s]
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epoch 1 loss 0.06406: 14%|█▍ | 780/5632 [04:23<25:04, 3.23it/s]
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epoch 1 loss 0.0631: 14%|█▍ | 802/5632 [04:30<25:18, 3.18it/s]
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epoch 1 loss 0.06377: 15%|█▍ | 821/5632 [04:37<24:53, 3.22it/s]
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epoch 1 loss 0.04923: 48%|████▊ | 2688/5632 [15:07<18:57, 2.59it/s]
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epoch 1 loss 0.04921: 48%|████▊ | 2689/5632 [15:07<17:56, 2.73it/s]
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epoch 1 loss 0.04919: 48%|████▊ | 2690/5632 [15:07<17:07, 2.86it/s]
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epoch 1 loss 0.04925: 48%|████▊ | 2730/5632 [15:21<14:59, 3.23it/s]
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epoch 1 loss 0.04923: 48%|████▊ | 2731/5632 [15:21<30:37, 1.58it/s]
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epoch 1 loss 0.04922: 49%|████▊ | 2732/5632 [15:21<25:55, 1.86it/s]
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epoch 1 loss 0.0492: 49%|████▊ | 2733/5632 [15:22<22:38, 2.13it/s]
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epoch 1 loss 0.04918: 49%|████▊ | 2734/5632 [15:22<20:19, 2.38it/s]
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epoch 1 loss 0.04917: 49%|████▊ | 2735/5632 [15:22<18:38, 2.59it/s]
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epoch 1 loss 0.04915: 49%|████▊ | 2736/5632 [15:23<17:32, 2.75it/s]
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epoch 1 loss 0.04914: 49%|████▊ | 2737/5632 [15:23<16:45, 2.88it/s]
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epoch 1 loss 0.04912: 49%|████▊ | 2738/5632 [15:23<16:11, 2.98it/s]
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epoch 1 loss 0.0491: 49%|████▊ | 2739/5632 [15:24<15:47, 3.05it/s]
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epoch 1 loss 0.04626: 57%|█████▋ | 3201/5632 [17:58<24:27, 1.66it/s]
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epoch 1 loss 0.04625: 57%|█████▋ | 3202/5632 [17:58<20:52, 1.94it/s]
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epoch 1 loss 0.04624: 57%|█████▋ | 3203/5632 [17:59<18:22, 2.20it/s]
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epoch 1 loss 0.04619: 57%|█████▋ | 3218/5632 [18:03<12:33, 3.20it/s]
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epoch 1 loss 0.04617: 57%|█████▋ | 3225/5632 [18:06<12:39, 3.17it/s]
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epoch 1 loss 0.04616: 57%|█████▋ | 3226/5632 [18:06<12:33, 3.19it/s]
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epoch 1 loss 0.04615: 57%|█████▋ | 3227/5632 [18:06<12:30, 3.20it/s]
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epoch 1 loss 0.04609: 57%|█████▋ | 3231/5632 [18:08<12:26, 3.22it/s]
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epoch 1 loss 0.04518: 62%|██████▏ | 3484/5632 [19:33<19:16, 1.86it/s]
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epoch 1 loss 0.04517: 62%|██████▏ | 3485/5632 [19:34<16:48, 2.13it/s]
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epoch 1 loss 0.04439: 65%|██████▍ | 3653/5632 [20:29<10:15, 3.22it/s]
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epoch 1 loss 0.04459: 65%|██████▌ | 3687/5632 [20:40<10:05, 3.21it/s]
epoch 1 loss 0.04461: 65%|██████▌ | 3687/5632 [20:41<10:05, 3.21it/s]
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epoch 1 loss 0.04431: 67%|██████▋ | 3751/5632 [21:02<09:40, 3.24it/s]
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epoch 1 loss 0.04427: 67%|██████▋ | 3754/5632 [21:03<09:40, 3.23it/s]
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epoch 1 loss 0.04426: 67%|██████▋ | 3755/5632 [21:03<09:40, 3.23it/s]
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epoch 1 loss 0.04425: 67%|██████▋ | 3765/5632 [21:07<19:31, 1.59it/s]
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epoch 1 loss 0.04424: 67%|██████▋ | 3766/5632 [21:07<16:33, 1.88it/s]
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epoch 1 loss 0.04423: 67%|██████▋ | 3767/5632 [21:08<14:27, 2.15it/s]
epoch 1 loss 0.04423: 67%|██████▋ | 3768/5632 [21:08<13:00, 2.39it/s]
epoch 1 loss 0.04422: 67%|██████▋ | 3768/5632 [21:08<13:00, 2.39it/s]
epoch 1 loss 0.04422: 67%|██████▋ | 3769/5632 [21:08<11:59, 2.59it/s]
epoch 1 loss 0.04421: 67%|██████▋ | 3769/5632 [21:08<11:59, 2.59it/s]
epoch 1 loss 0.04421: 67%|██████▋ | 3770/5632 [21:08<11:15, 2.76it/s]
epoch 1 loss 0.0442: 67%|██████▋ | 3770/5632 [21:09<11:15, 2.76it/s]
epoch 1 loss 0.0442: 67%|██████▋ | 3771/5632 [21:09<10:45, 2.88it/s]
epoch 1 loss 0.04419: 67%|██████▋ | 3771/5632 [21:09<10:45, 2.88it/s]
epoch 1 loss 0.04419: 67%|██████▋ | 3772/5632 [21:09<10:24, 2.98it/s]
epoch 1 loss 0.04418: 67%|██████▋ | 3772/5632 [21:09<10:24, 2.98it/s]
epoch 1 loss 0.04418: 67%|██████▋ | 3773/5632 [21:09<10:09, 3.05it/s]
epoch 1 loss 0.04417: 67%|██████▋ | 3773/5632 [21:09<10:09, 3.05it/s]
epoch 1 loss 0.04417: 67%|██████▋ | 3774/5632 [21:09<09:58, 3.10it/s]
epoch 1 loss 0.04416: 67%|██████▋ | 3774/5632 [21:10<09:58, 3.10it/s]
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epoch 1 loss 0.04415: 67%|██████▋ | 3775/5632 [21:10<09:51, 3.14it/s]
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epoch 1 loss 0.04414: 67%|██████▋ | 3776/5632 [21:10<09:46, 3.16it/s]
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epoch 1 loss 0.04228: 78%|███████▊ | 4365/5632 [24:28<06:41, 3.15it/s]
epoch 1 loss 0.04227: 78%|███████▊ | 4365/5632 [24:28<06:41, 3.15it/s]
epoch 1 loss 0.04227: 78%|███████▊ | 4366/5632 [24:28<06:39, 3.17it/s]
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epoch 1 loss 0.04225: 78%|███████▊ | 4368/5632 [24:29<06:37, 3.18it/s]
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epoch 1 loss 0.04223: 78%|███████▊ | 4369/5632 [24:29<06:41, 3.15it/s]
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epoch 1 loss 0.04221: 78%|███████▊ | 4372/5632 [24:30<06:41, 3.14it/s]
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epoch 1 loss 0.04219: 78%|███████▊ | 4373/5632 [24:31<06:38, 3.16it/s]
epoch 1 loss 0.04219: 78%|███████▊ | 4374/5632 [24:31<06:35, 3.18it/s]
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epoch 1 loss 0.04218: 78%|███████▊ | 4375/5632 [24:31<06:33, 3.20it/s]
epoch 1 loss 0.04217: 78%|███████▊ | 4375/5632 [24:33<06:33, 3.20it/s]
epoch 1 loss 0.04217: 78%|███████▊ | 4376/5632 [24:33<14:09, 1.48it/s]
epoch 1 loss 0.04216: 78%|███████▊ | 4376/5632 [24:33<14:09, 1.48it/s]
epoch 1 loss 0.04216: 78%|███████▊ | 4377/5632 [24:33<11:50, 1.77it/s]
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epoch 1 loss 0.04216: 78%|███████▊ | 4378/5632 [24:33<10:13, 2.04it/s]
epoch 1 loss 0.04215: 78%|███████▊ | 4378/5632 [24:34<10:13, 2.04it/s]
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epoch 1 loss 0.04219: 78%|███████▊ | 4382/5632 [24:34<07:21, 2.83it/s]
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epoch 1 loss 0.04218: 78%|███████▊ | 4383/5632 [24:35<07:04, 2.94it/s]
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epoch 1 loss 0.04214: 78%|███████▊ | 4388/5632 [24:36<06:30, 3.18it/s]
epoch 1 loss 0.04217: 78%|███████▊ | 4388/5632 [24:37<06:30, 3.18it/s]
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epoch 1 loss 0.0422: 78%|███████▊ | 4390/5632 [24:37<06:27, 3.21it/s]
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epoch 1 loss 0.04212: 78%|███████▊ | 4400/5632 [24:40<06:21, 3.23it/s]
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epoch 1 loss 0.04211: 78%|███████▊ | 4401/5632 [24:41<06:21, 3.23it/s]
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epoch 1 loss 0.04209: 78%|███████▊ | 4403/5632 [24:41<06:21, 3.22it/s]
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epoch 1 loss 0.04207: 78%|███████▊ | 4406/5632 [24:42<06:21, 3.21it/s]
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epoch 1 loss 0.04206: 78%|███████▊ | 4407/5632 [24:42<06:21, 3.21it/s]
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epoch 1 loss 0.04205: 78%|███████▊ | 4408/5632 [24:43<06:20, 3.21it/s]
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epoch 1 loss 0.04207: 78%|███████▊ | 4412/5632 [24:44<06:18, 3.22it/s]
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epoch 1 loss 0.0421: 78%|███████▊ | 4417/5632 [24:46<06:16, 3.23it/s]
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epoch 1 loss 0.04205: 79%|███████▊ | 4424/5632 [24:49<12:32, 1.60it/s]
epoch 1 loss 0.04204: 79%|███████▊ | 4424/5632 [24:49<12:32, 1.60it/s]
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epoch 1 loss 0.04203: 79%|███████▊ | 4425/5632 [24:50<10:39, 1.89it/s]
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epoch 1 loss 0.04199: 79%|███████▊ | 4429/5632 [24:51<07:14, 2.77it/s]
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epoch 1 loss 0.0408: 83%|████████▎ | 4666/5632 [26:11<05:19, 3.03it/s]
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epoch 1 loss 0.04063: 83%|████████▎ | 4701/5632 [26:22<04:49, 3.21it/s]
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epoch 1 loss 0.04062: 83%|████████▎ | 4702/5632 [26:22<04:49, 3.22it/s]
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epoch 1 loss 0.04061: 84%|████████▎ | 4704/5632 [26:24<04:48, 3.22it/s]
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epoch 1 loss 0.0406: 84%|████████▎ | 4705/5632 [26:24<10:11, 1.52it/s]
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epoch 1 loss 0.04065: 84%|████████▎ | 4715/5632 [26:27<04:52, 3.13it/s]
epoch 1 loss 0.04065: 84%|████████▎ | 4716/5632 [26:27<04:49, 3.16it/s]
epoch 1 loss 0.04064: 84%|████████▎ | 4716/5632 [26:27<04:49, 3.16it/s]
epoch 1 loss 0.04064: 84%|████████▍ | 4717/5632 [26:27<04:47, 3.18it/s]
epoch 1 loss 0.04063: 84%|████████▍ | 4717/5632 [26:28<04:47, 3.18it/s]
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epoch 1 loss 0.04059: 84%|████████▍ | 4726/5632 [26:30<04:40, 3.23it/s]
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epoch 1 loss 0.04058: 84%|████████▍ | 4727/5632 [26:31<04:40, 3.23it/s]
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epoch 1 loss 0.04057: 84%|████████▍ | 4729/5632 [26:31<04:39, 3.23it/s]
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epoch 1 loss 0.04059: 84%|████████▍ | 4733/5632 [26:33<04:38, 3.23it/s]
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epoch 1 loss 0.04054: 84%|████████▍ | 4740/5632 [26:34<04:37, 3.21it/s]
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epoch 1 loss 0.04052: 84%|████████▍ | 4741/5632 [26:35<04:36, 3.22it/s]
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epoch 1 loss 0.04051: 84%|████████▍ | 4743/5632 [26:35<04:35, 3.22it/s]
epoch 1 loss 0.0405: 84%|████████▍ | 4743/5632 [26:36<04:35, 3.22it/s]
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epoch 1 loss 0.04049: 84%|████████▍ | 4745/5632 [26:36<04:36, 3.21it/s]
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epoch 1 loss 0.04048: 84%|████████▍ | 4746/5632 [26:37<04:35, 3.21it/s]
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epoch 1 loss 0.04056: 84%|████████▍ | 4747/5632 [26:37<04:34, 3.22it/s]
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epoch 1 loss 0.04051: 84%|████████▍ | 4754/5632 [26:40<07:38, 1.91it/s]
epoch 1 loss 0.0405: 84%|████████▍ | 4754/5632 [26:41<07:38, 1.91it/s]
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epoch 1 loss 0.04049: 84%|████████▍ | 4756/5632 [26:41<06:02, 2.42it/s]
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epoch 1 loss 0.04043: 85%|████████▍ | 4765/5632 [26:44<04:32, 3.19it/s]
epoch 1 loss 0.04042: 85%|████████▍ | 4765/5632 [26:44<04:32, 3.19it/s]
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epoch 1 loss 0.04029: 85%|████████▍ | 4781/5632 [26:49<04:23, 3.23it/s]
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epoch 1 loss 0.04027: 85%|████████▍ | 4783/5632 [26:50<04:23, 3.23it/s]
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epoch 1 loss 0.04026: 85%|████████▍ | 4785/5632 [26:50<04:21, 3.24it/s]
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epoch 1 loss 0.04022: 85%|████████▌ | 4790/5632 [26:52<04:20, 3.24it/s]
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epoch 1 loss 0.04021: 85%|████████▌ | 4791/5632 [26:52<04:19, 3.24it/s]
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epoch 1 loss 0.04035: 85%|████████▌ | 4794/5632 [26:53<04:19, 3.23it/s]
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epoch 1 loss 0.04033: 85%|████████▌ | 4796/5632 [26:54<04:18, 3.23it/s]
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epoch 1 loss 0.04032: 85%|████████▌ | 4798/5632 [26:55<04:18, 3.23it/s]
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epoch 1 loss 0.04031: 85%|████████▌ | 4800/5632 [26:56<07:28, 1.86it/s]
epoch 1 loss 0.0403: 85%|████████▌ | 4800/5632 [26:56<07:28, 1.86it/s]
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epoch 1 loss 0.04029: 85%|████████▌ | 4801/5632 [26:56<06:29, 2.13it/s]
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epoch 1 loss 0.04028: 85%|████████▌ | 4803/5632 [26:57<05:21, 2.58it/s]
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epoch 1 loss 0.04027: 85%|████████▌ | 4804/5632 [26:57<05:01, 2.74it/s]
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epoch 1 loss 0.04026: 85%|████████▌ | 4805/5632 [26:57<04:47, 2.87it/s]
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epoch 1 loss 0.04025: 85%|████████▌ | 4806/5632 [26:58<04:37, 2.97it/s]
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epoch 1 loss 0.04025: 85%|████████▌ | 4808/5632 [26:58<04:26, 3.09it/s]
epoch 1 loss 0.04024: 85%|████████▌ | 4808/5632 [26:58<04:26, 3.09it/s]
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epoch 1 loss 0.04023: 85%|████████▌ | 4809/5632 [26:59<04:22, 3.13it/s]
epoch 1 loss 0.04023: 85%|████████▌ | 4810/5632 [26:59<04:20, 3.16it/s]
epoch 1 loss 0.04022: 85%|████████▌ | 4810/5632 [26:59<04:20, 3.16it/s]
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epoch 1 loss 0.04021: 85%|████████▌ | 4811/5632 [26:59<04:18, 3.18it/s]
epoch 1 loss 0.04021: 85%|████████▌ | 4812/5632 [26:59<04:16, 3.20it/s]
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epoch 1 loss 0.0402: 85%|████████▌ | 4813/5632 [27:00<04:15, 3.21it/s]
epoch 1 loss 0.0402: 85%|████████▌ | 4814/5632 [27:00<04:14, 3.21it/s]
epoch 1 loss 0.04019: 85%|████████▌ | 4814/5632 [27:00<04:14, 3.21it/s]
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epoch 1 loss 0.0397: 89%|████████▉ | 5033/5632 [28:15<03:05, 3.22it/s]
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epoch 1 loss 0.03969: 89%|████████▉ | 5034/5632 [28:15<06:29, 1.54it/s]
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epoch 1 loss 0.03967: 89%|████████▉ | 5037/5632 [28:16<04:14, 2.34it/s]
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epoch 1 loss 0.03966: 89%|████████▉ | 5038/5632 [28:17<03:52, 2.55it/s]
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epoch 1 loss 0.03966: 89%|████████▉ | 5040/5632 [28:17<03:27, 2.86it/s]
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epoch 1 loss 0.03964: 90%|████████▉ | 5041/5632 [28:18<03:19, 2.96it/s]
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epoch 1 loss 0.03962: 90%|████████▉ | 5044/5632 [28:19<03:07, 3.14it/s]
epoch 1 loss 0.03962: 90%|████████▉ | 5045/5632 [28:19<03:05, 3.16it/s]
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epoch 1 loss 0.0396: 90%|████████▉ | 5046/5632 [28:19<03:03, 3.18it/s]
epoch 1 loss 0.0396: 90%|████████▉ | 5047/5632 [28:19<03:02, 3.20it/s]
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epoch 1 loss 0.0396: 90%|████████▉ | 5048/5632 [28:19<03:01, 3.21it/s]
epoch 1 loss 0.03959: 90%|████████▉ | 5048/5632 [28:20<03:01, 3.21it/s]
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epoch 1 loss 0.03957: 90%|████████▉ | 5051/5632 [28:21<02:59, 3.23it/s]
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epoch 1 loss 0.03954: 90%|████████▉ | 5054/5632 [28:22<02:58, 3.23it/s]
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epoch 1 loss 0.03939: 90%|█████████ | 5082/5632 [28:32<05:20, 1.72it/s]
epoch 1 loss 0.03939: 90%|█████████ | 5083/5632 [28:32<04:35, 2.00it/s]
epoch 1 loss 0.03938: 90%|█████████ | 5083/5632 [28:32<04:35, 2.00it/s]
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epoch 1 loss 0.03937: 90%|█████████ | 5084/5632 [28:32<04:03, 2.25it/s]
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epoch 1 loss 0.03936: 90%|█████████ | 5086/5632 [28:33<03:24, 2.67it/s]
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epoch 1 loss 0.03931: 91%|█████████ | 5128/5632 [28:47<06:20, 1.32it/s]
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epoch 1 loss 0.03932: 91%|█████████ | 5131/5632 [28:48<03:51, 2.16it/s]
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epoch 1 loss 0.03929: 91%|█████████ | 5135/5632 [28:50<02:51, 2.89it/s]
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epoch 1 loss 0.03928: 91%|█████████ | 5136/5632 [28:50<02:46, 2.98it/s]
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epoch 1 loss 0.03927: 91%|█████████ | 5138/5632 [28:50<02:39, 3.10it/s]
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epoch 1 loss 0.03927: 91%|█████████ | 5139/5632 [28:50<02:37, 3.13it/s]
epoch 1 loss 0.03926: 91%|█████████ | 5139/5632 [28:51<02:37, 3.13it/s]
epoch 1 loss 0.03926: 91%|█████████▏| 5140/5632 [28:51<02:36, 3.15it/s]
epoch 1 loss 0.03925: 91%|█████████▏| 5140/5632 [28:51<02:36, 3.15it/s]
epoch 1 loss 0.03925: 91%|█████████▏| 5141/5632 [28:51<02:34, 3.17it/s]
epoch 1 loss 0.03924: 91%|█████████▏| 5141/5632 [28:51<02:34, 3.17it/s]
epoch 1 loss 0.03924: 91%|█████████▏| 5142/5632 [28:51<02:33, 3.19it/s]
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epoch 1 loss 0.03924: 91%|█████████▏| 5143/5632 [28:52<02:33, 3.19it/s]
epoch 1 loss 0.03923: 91%|█████████▏| 5143/5632 [28:52<02:33, 3.19it/s]
epoch 1 loss 0.03923: 91%|█████████▏| 5144/5632 [28:52<02:32, 3.20it/s]
epoch 1 loss 0.03922: 91%|█████████▏| 5144/5632 [28:52<02:32, 3.20it/s]
epoch 1 loss 0.03922: 91%|█████████▏| 5145/5632 [28:52<02:31, 3.21it/s]
epoch 1 loss 0.03921: 91%|█████████▏| 5145/5632 [28:53<02:31, 3.21it/s]
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epoch 1 loss 0.03921: 91%|█████████▏| 5147/5632 [28:53<02:30, 3.22it/s]
epoch 1 loss 0.0392: 91%|█████████▏| 5147/5632 [28:53<02:30, 3.22it/s]
epoch 1 loss 0.0392: 91%|█████████▏| 5148/5632 [28:53<02:30, 3.22it/s]
epoch 1 loss 0.03919: 91%|█████████▏| 5148/5632 [28:54<02:30, 3.22it/s]
epoch 1 loss 0.03919: 91%|█████████▏| 5149/5632 [28:54<02:30, 3.22it/s]
epoch 1 loss 0.03919: 91%|█████████▏| 5149/5632 [28:54<02:30, 3.22it/s]
epoch 1 loss 0.03919: 91%|█████████▏| 5150/5632 [28:54<02:29, 3.22it/s]
epoch 1 loss 0.03918: 91%|█████████▏| 5150/5632 [28:54<02:29, 3.22it/s]
epoch 1 loss 0.03918: 91%|█████████▏| 5151/5632 [28:54<02:29, 3.22it/s]
epoch 1 loss 0.03917: 91%|█████████▏| 5151/5632 [28:54<02:29, 3.22it/s]
epoch 1 loss 0.03917: 91%|█████████▏| 5152/5632 [28:54<02:28, 3.23it/s]
epoch 1 loss 0.03916: 91%|█████████▏| 5152/5632 [28:55<02:28, 3.23it/s]
epoch 1 loss 0.03916: 91%|█████████▏| 5153/5632 [28:55<02:28, 3.23it/s]
epoch 1 loss 0.03916: 91%|█████████▏| 5153/5632 [28:55<02:28, 3.23it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5154/5632 [28:55<02:28, 3.23it/s]
epoch 1 loss 0.03915: 92%|█████████▏| 5154/5632 [28:55<02:28, 3.23it/s]
epoch 1 loss 0.03915: 92%|█████████▏| 5155/5632 [28:55<02:27, 3.23it/s]
epoch 1 loss 0.03914: 92%|█████████▏| 5155/5632 [28:56<02:27, 3.23it/s]
epoch 1 loss 0.03914: 92%|█████████▏| 5156/5632 [28:56<02:27, 3.22it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5156/5632 [28:56<02:27, 3.22it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5157/5632 [28:56<02:27, 3.22it/s]
epoch 1 loss 0.03919: 92%|█████████▏| 5157/5632 [28:56<02:27, 3.22it/s]
epoch 1 loss 0.03919: 92%|█████████▏| 5158/5632 [28:56<02:27, 3.22it/s]
epoch 1 loss 0.03919: 92%|█████████▏| 5158/5632 [28:57<02:27, 3.22it/s]
epoch 1 loss 0.03919: 92%|█████████▏| 5159/5632 [28:57<02:27, 3.22it/s]
epoch 1 loss 0.03918: 92%|█████████▏| 5159/5632 [28:57<02:27, 3.22it/s]
epoch 1 loss 0.03918: 92%|█████████▏| 5160/5632 [28:57<02:26, 3.22it/s]
epoch 1 loss 0.03917: 92%|█████████▏| 5160/5632 [28:57<02:26, 3.22it/s]
epoch 1 loss 0.03917: 92%|█████████▏| 5161/5632 [28:57<02:26, 3.22it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5161/5632 [28:58<02:26, 3.22it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5162/5632 [28:58<02:25, 3.23it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5162/5632 [28:58<02:25, 3.23it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5163/5632 [28:58<02:24, 3.24it/s]
epoch 1 loss 0.03915: 92%|█████████▏| 5163/5632 [28:58<02:24, 3.24it/s]
epoch 1 loss 0.03915: 92%|█████████▏| 5164/5632 [28:58<02:24, 3.24it/s]
epoch 1 loss 0.03914: 92%|█████████▏| 5164/5632 [28:59<02:24, 3.24it/s]
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epoch 1 loss 0.03917: 92%|█████████▏| 5165/5632 [28:59<02:24, 3.24it/s]
epoch 1 loss 0.03917: 92%|█████████▏| 5166/5632 [28:59<02:23, 3.24it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5166/5632 [28:59<02:23, 3.24it/s]
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epoch 1 loss 0.03915: 92%|█████████▏| 5167/5632 [28:59<02:23, 3.24it/s]
epoch 1 loss 0.03915: 92%|█████████▏| 5168/5632 [28:59<02:23, 3.23it/s]
epoch 1 loss 0.03914: 92%|█████████▏| 5168/5632 [29:00<02:23, 3.23it/s]
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epoch 1 loss 0.03914: 92%|█████████▏| 5170/5632 [29:00<02:22, 3.23it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5170/5632 [29:00<02:22, 3.23it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5171/5632 [29:00<02:22, 3.23it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5171/5632 [29:01<02:22, 3.23it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5172/5632 [29:01<02:22, 3.23it/s]
epoch 1 loss 0.03912: 92%|█████████▏| 5172/5632 [29:01<02:22, 3.23it/s]
epoch 1 loss 0.03912: 92%|█████████▏| 5173/5632 [29:01<02:22, 3.23it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5173/5632 [29:01<02:22, 3.23it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5174/5632 [29:01<02:21, 3.24it/s]
epoch 1 loss 0.03912: 92%|█████████▏| 5174/5632 [29:03<02:21, 3.24it/s]
epoch 1 loss 0.03912: 92%|█████████▏| 5175/5632 [29:03<04:51, 1.57it/s]
epoch 1 loss 0.03914: 92%|█████████▏| 5175/5632 [29:03<04:51, 1.57it/s]
epoch 1 loss 0.03914: 92%|█████████▏| 5176/5632 [29:03<04:06, 1.85it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5176/5632 [29:03<04:06, 1.85it/s]
epoch 1 loss 0.03913: 92%|█████████▏| 5177/5632 [29:03<03:34, 2.12it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5177/5632 [29:04<03:34, 2.12it/s]
epoch 1 loss 0.03916: 92%|█████████▏| 5178/5632 [29:04<03:11, 2.37it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5178/5632 [29:04<03:11, 2.37it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5179/5632 [29:04<02:56, 2.57it/s]
epoch 1 loss 0.03922: 92%|█████████▏| 5179/5632 [29:04<02:56, 2.57it/s]
epoch 1 loss 0.03922: 92%|█████████▏| 5180/5632 [29:04<02:45, 2.74it/s]
epoch 1 loss 0.03922: 92%|█████████▏| 5180/5632 [29:05<02:45, 2.74it/s]
epoch 1 loss 0.03922: 92%|█████████▏| 5181/5632 [29:05<02:37, 2.87it/s]
epoch 1 loss 0.03927: 92%|█████████▏| 5181/5632 [29:05<02:37, 2.87it/s]
epoch 1 loss 0.03927: 92%|█████████▏| 5182/5632 [29:05<02:31, 2.97it/s]
epoch 1 loss 0.03926: 92%|█████████▏| 5182/5632 [29:05<02:31, 2.97it/s]
epoch 1 loss 0.03926: 92%|█████████▏| 5183/5632 [29:05<02:27, 3.04it/s]
epoch 1 loss 0.03926: 92%|█████████▏| 5183/5632 [29:05<02:27, 3.04it/s]
epoch 1 loss 0.03926: 92%|█████████▏| 5184/5632 [29:06<02:25, 3.09it/s]
epoch 1 loss 0.03925: 92%|█████████▏| 5184/5632 [29:06<02:25, 3.09it/s]
epoch 1 loss 0.03925: 92%|█████████▏| 5185/5632 [29:06<02:22, 3.13it/s]
epoch 1 loss 0.03924: 92%|█████████▏| 5185/5632 [29:06<02:22, 3.13it/s]
epoch 1 loss 0.03924: 92%|█████████▏| 5186/5632 [29:06<02:20, 3.17it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5186/5632 [29:06<02:20, 3.17it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5187/5632 [29:06<02:19, 3.19it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5187/5632 [29:07<02:19, 3.19it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5188/5632 [29:07<02:18, 3.20it/s]
epoch 1 loss 0.03924: 92%|█████████▏| 5188/5632 [29:07<02:18, 3.20it/s]
epoch 1 loss 0.03924: 92%|█████████▏| 5189/5632 [29:07<02:18, 3.21it/s]
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epoch 1 loss 0.03924: 92%|█████████▏| 5190/5632 [29:07<02:17, 3.21it/s]
epoch 1 loss 0.03929: 92%|█████████▏| 5190/5632 [29:08<02:17, 3.21it/s]
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epoch 1 loss 0.03928: 92%|█████████▏| 5192/5632 [29:08<02:16, 3.21it/s]
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epoch 1 loss 0.03927: 92%|█████████▏| 5194/5632 [29:09<02:15, 3.22it/s]
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epoch 1 loss 0.03926: 92%|█████████▏| 5195/5632 [29:09<02:15, 3.22it/s]
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epoch 1 loss 0.03925: 92%|█████████▏| 5197/5632 [29:10<02:14, 3.23it/s]
epoch 1 loss 0.03925: 92%|█████████▏| 5198/5632 [29:10<02:14, 3.23it/s]
epoch 1 loss 0.03924: 92%|█████████▏| 5198/5632 [29:10<02:14, 3.23it/s]
epoch 1 loss 0.03924: 92%|█████████▏| 5199/5632 [29:10<02:14, 3.22it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5199/5632 [29:10<02:14, 3.22it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5200/5632 [29:10<02:14, 3.22it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5200/5632 [29:11<02:14, 3.22it/s]
epoch 1 loss 0.03923: 92%|█████████▏| 5201/5632 [29:11<02:13, 3.22it/s]
epoch 1 loss 0.03932: 92%|█████████▏| 5201/5632 [29:11<02:13, 3.22it/s]
epoch 1 loss 0.03932: 92%|█████████▏| 5202/5632 [29:11<02:13, 3.22it/s]
epoch 1 loss 0.03931: 92%|█████████▏| 5202/5632 [29:11<02:13, 3.22it/s]
epoch 1 loss 0.03931: 92%|█████████▏| 5203/5632 [29:11<02:12, 3.23it/s]
epoch 1 loss 0.0393: 92%|█████████▏| 5203/5632 [29:12<02:12, 3.23it/s]
epoch 1 loss 0.0393: 92%|█████████▏| 5204/5632 [29:12<02:12, 3.24it/s]
epoch 1 loss 0.0393: 92%|█████████▏| 5204/5632 [29:12<02:12, 3.24it/s]
epoch 1 loss 0.0393: 92%|█████████▏| 5205/5632 [29:12<02:11, 3.25it/s]
epoch 1 loss 0.03929: 92%|█████████▏| 5205/5632 [29:12<02:11, 3.25it/s]
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epoch 1 loss 0.03926: 92%|█████████▏| 5209/5632 [29:14<02:10, 3.23it/s]
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epoch 1 loss 0.03925: 93%|█████████▎| 5210/5632 [29:14<02:11, 3.22it/s]
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epoch 1 loss 0.03923: 93%|█████████▎| 5213/5632 [29:15<02:10, 3.20it/s]
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epoch 1 loss 0.03922: 93%|█████████▎| 5214/5632 [29:15<02:11, 3.19it/s]
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epoch 1 loss 0.03921: 93%|█████████▎| 5216/5632 [29:16<02:09, 3.21it/s]
epoch 1 loss 0.03921: 93%|█████████▎| 5217/5632 [29:16<02:11, 3.15it/s]
epoch 1 loss 0.0392: 93%|█████████▎| 5217/5632 [29:16<02:11, 3.15it/s]
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epoch 1 loss 0.03919: 93%|█████████▎| 5219/5632 [29:17<02:10, 3.17it/s]
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epoch 1 loss 0.03918: 93%|█████████▎| 5220/5632 [29:17<02:09, 3.18it/s]
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epoch 1 loss 0.03917: 93%|█████████▎| 5221/5632 [29:19<02:08, 3.19it/s]
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epoch 1 loss 0.03916: 93%|█████████▎| 5223/5632 [29:19<04:12, 1.62it/s]
epoch 1 loss 0.03916: 93%|█████████▎| 5224/5632 [29:19<03:34, 1.90it/s]
epoch 1 loss 0.03915: 93%|█████████▎| 5224/5632 [29:20<03:34, 1.90it/s]
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epoch 1 loss 0.03915: 93%|█████████▎| 5226/5632 [29:20<02:48, 2.40it/s]
epoch 1 loss 0.03914: 93%|█████████▎| 5226/5632 [29:20<02:48, 2.40it/s]
epoch 1 loss 0.03914: 93%|█████████▎| 5227/5632 [29:20<02:35, 2.60it/s]
epoch 1 loss 0.03913: 93%|█████████▎| 5227/5632 [29:21<02:35, 2.60it/s]
epoch 1 loss 0.03913: 93%|█████████▎| 5228/5632 [29:21<02:26, 2.76it/s]
epoch 1 loss 0.03912: 93%|█████████▎| 5228/5632 [29:21<02:26, 2.76it/s]
epoch 1 loss 0.03912: 93%|█████████▎| 5229/5632 [29:21<02:19, 2.89it/s]
epoch 1 loss 0.03912: 93%|█████████▎| 5229/5632 [29:21<02:19, 2.89it/s]
epoch 1 loss 0.03912: 93%|█████████▎| 5230/5632 [29:21<02:14, 2.98it/s]
epoch 1 loss 0.03911: 93%|█████████▎| 5230/5632 [29:22<02:14, 2.98it/s]
epoch 1 loss 0.03911: 93%|█████████▎| 5231/5632 [29:22<02:11, 3.05it/s]
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epoch 1 loss 0.03853: 96%|█████████▋| 5421/5632 [30:25<01:06, 3.16it/s]
epoch 1 loss 0.03852: 96%|█████████▋| 5421/5632 [30:26<01:06, 3.16it/s]
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epoch 1 loss 0.03855: 96%|█████████▋| 5422/5632 [30:26<01:06, 3.17it/s]
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epoch 1 loss 0.03854: 96%|█████████▋| 5424/5632 [30:26<01:05, 3.19it/s]
epoch 1 loss 0.03854: 96%|█████████▋| 5424/5632 [30:27<01:05, 3.19it/s]
epoch 1 loss 0.03854: 96%|█████████▋| 5425/5632 [30:27<01:04, 3.20it/s]
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epoch 1 loss 0.03853: 96%|█████████▋| 5426/5632 [30:27<01:04, 3.21it/s]
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epoch 1 loss 0.03855: 96%|█████████▋| 5427/5632 [30:27<01:03, 3.22it/s]
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epoch 1 loss 0.0385: 96%|█████████▋| 5433/5632 [30:29<01:01, 3.22it/s]
epoch 1 loss 0.0385: 96%|█████████▋| 5434/5632 [30:29<01:01, 3.22it/s]
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epoch 1 loss 0.0385: 97%|█████████▋| 5435/5632 [30:30<01:01, 3.22it/s]
epoch 1 loss 0.03849: 97%|█████████▋| 5435/5632 [30:30<01:01, 3.22it/s]
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epoch 1 loss 0.0384: 97%|█████████▋| 5448/5632 [30:34<00:57, 3.22it/s]
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epoch 1 loss 0.03833: 97%|█████████▋| 5458/5632 [30:39<01:45, 1.64it/s]
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epoch 1 loss 0.03832: 97%|█████████▋| 5460/5632 [30:39<01:18, 2.19it/s]
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epoch 1 loss 0.03831: 97%|█████████▋| 5461/5632 [30:40<01:10, 2.43it/s]
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epoch 1 loss 0.03831: 97%|█████████▋| 5463/5632 [30:40<01:00, 2.78it/s]
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epoch 1 loss 0.0383: 97%|█████████▋| 5464/5632 [30:40<00:57, 2.90it/s]
epoch 1 loss 0.03829: 97%|█████████▋| 5464/5632 [30:40<00:57, 2.90it/s]
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epoch 1 loss 0.03828: 97%|█████████▋| 5466/5632 [30:41<00:54, 3.06it/s]
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epoch 1 loss 0.03827: 97%|█████████▋| 5467/5632 [30:41<00:53, 3.11it/s]
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epoch 1 loss 0.03826: 97%|█████████▋| 5469/5632 [30:42<00:51, 3.17it/s]
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epoch 1 loss 0.03825: 97%|█████████▋| 5470/5632 [30:42<00:50, 3.18it/s]
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epoch 1 loss 0.03816: 98%|█████████▊| 5507/5632 [30:55<00:53, 2.35it/s]
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epoch 1 loss 0.03816: 98%|█████████▊| 5509/5632 [30:55<00:45, 2.73it/s]
epoch 1 loss 0.03815: 98%|█████████▊| 5509/5632 [30:56<00:45, 2.73it/s]
epoch 1 loss 0.03815: 98%|█████████▊| 5510/5632 [30:56<00:42, 2.86it/s]
epoch 1 loss 0.03814: 98%|█████████▊| 5510/5632 [30:56<00:42, 2.86it/s]
epoch 1 loss 0.03814: 98%|█████████▊| 5511/5632 [30:56<00:40, 2.96it/s]
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epoch 1 loss 0.03814: 98%|█████████▊| 5512/5632 [30:56<00:39, 3.03it/s]
epoch 1 loss 0.03813: 98%|█████████▊| 5512/5632 [30:56<00:39, 3.03it/s]
epoch 1 loss 0.03813: 98%|█████████▊| 5513/5632 [30:56<00:38, 3.09it/s]
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epoch 1 loss 0.03784: 100%|█████████▉| 5608/5632 [31:28<00:07, 3.14it/s]
epoch 1 loss 0.03783: 100%|█████████▉| 5608/5632 [31:29<00:07, 3.14it/s]
epoch 1 loss 0.03783: 100%|█████████▉| 5609/5632 [31:29<00:07, 3.16it/s]
epoch 1 loss 0.03782: 100%|█████████▉| 5609/5632 [31:29<00:07, 3.16it/s]
epoch 1 loss 0.03782: 100%|█████████▉| 5610/5632 [31:29<00:06, 3.18it/s]
epoch 1 loss 0.03782: 100%|█████████▉| 5610/5632 [31:29<00:06, 3.18it/s]
epoch 1 loss 0.03782: 100%|█████████▉| 5611/5632 [31:29<00:06, 3.19it/s]
epoch 1 loss 0.03781: 100%|█████████▉| 5611/5632 [31:30<00:06, 3.19it/s]
epoch 1 loss 0.03781: 100%|█████████▉| 5612/5632 [31:30<00:06, 3.20it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5612/5632 [31:30<00:06, 3.20it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5613/5632 [31:30<00:05, 3.21it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5613/5632 [31:30<00:05, 3.21it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5614/5632 [31:30<00:05, 3.22it/s]
epoch 1 loss 0.03781: 100%|█████████▉| 5614/5632 [31:31<00:05, 3.22it/s]
epoch 1 loss 0.03781: 100%|█████████▉| 5615/5632 [31:31<00:05, 3.22it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5615/5632 [31:31<00:05, 3.22it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5616/5632 [31:31<00:04, 3.23it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5616/5632 [31:31<00:04, 3.23it/s]
epoch 1 loss 0.0378: 100%|█████████▉| 5617/5632 [31:31<00:04, 3.23it/s]
epoch 1 loss 0.03779: 100%|█████████▉| 5617/5632 [31:31<00:04, 3.23it/s]
epoch 1 loss 0.03779: 100%|█████████▉| 5618/5632 [31:31<00:04, 3.23it/s]
epoch 1 loss 0.03778: 100%|█████████▉| 5618/5632 [31:32<00:04, 3.23it/s]
epoch 1 loss 0.03778: 100%|█████████▉| 5619/5632 [31:32<00:04, 3.23it/s]
epoch 1 loss 0.03778: 100%|█████████▉| 5619/5632 [31:32<00:04, 3.23it/s]
epoch 1 loss 0.03778: 100%|█████████▉| 5620/5632 [31:32<00:03, 3.23it/s]
epoch 1 loss 0.03777: 100%|█████████▉| 5620/5632 [31:32<00:03, 3.23it/s]
epoch 1 loss 0.03777: 100%|█████████▉| 5621/5632 [31:32<00:03, 3.23it/s]
epoch 1 loss 0.03776: 100%|█████████▉| 5621/5632 [31:33<00:03, 3.23it/s]
epoch 1 loss 0.03776: 100%|█████████▉| 5622/5632 [31:33<00:03, 3.23it/s]
epoch 1 loss 0.03776: 100%|█████████▉| 5622/5632 [31:33<00:03, 3.23it/s]
epoch 1 loss 0.03776: 100%|█████████▉| 5623/5632 [31:33<00:02, 3.23it/s]
epoch 1 loss 0.03776: 100%|█████████▉| 5623/5632 [31:33<00:02, 3.23it/s]
epoch 1 loss 0.03776: 100%|█████████▉| 5624/5632 [31:33<00:02, 3.22it/s]
epoch 1 loss 0.03775: 100%|█████████▉| 5624/5632 [31:34<00:02, 3.22it/s]
epoch 1 loss 0.03775: 100%|█████████▉| 5625/5632 [31:34<00:02, 3.22it/s]
epoch 1 loss 0.03775: 100%|█████████▉| 5625/5632 [31:34<00:02, 3.22it/s]
epoch 1 loss 0.03775: 100%|█████████▉| 5626/5632 [31:34<00:01, 3.23it/s]
epoch 1 loss 0.03774: 100%|█████████▉| 5626/5632 [31:34<00:01, 3.23it/s]
epoch 1 loss 0.03774: 100%|█████████▉| 5627/5632 [31:34<00:01, 3.23it/s]
epoch 1 loss 0.03773: 100%|█████████▉| 5627/5632 [31:35<00:01, 3.23it/s]
epoch 1 loss 0.03773: 100%|█████████▉| 5628/5632 [31:35<00:01, 3.23it/s]
epoch 1 loss 0.03774: 100%|█████████▉| 5628/5632 [31:35<00:01, 3.23it/s]
epoch 1 loss 0.03774: 100%|█████████▉| 5629/5632 [31:35<00:00, 3.23it/s]
epoch 1 loss 0.03773: 100%|█████████▉| 5629/5632 [31:35<00:00, 3.23it/s]
epoch 1 loss 0.03773: 100%|█████████▉| 5630/5632 [31:35<00:00, 3.23it/s]
epoch 1 loss 0.03772: 100%|█████████▉| 5630/5632 [31:35<00:00, 3.23it/s]
epoch 1 loss 0.03772: 100%|█████████▉| 5631/5632 [31:35<00:00, 3.23it/s]
epoch 1 loss 0.03772: 100%|█████████▉| 5631/5632 [31:36<00:00, 3.23it/s]04/23/2024 16:53:16 - INFO - __main__ - Creating features from index file at ../dataset/valid.txt
0%| | 0/41541 [00:00, ?it/s][A
3%|▎ | 1300/41541 [00:00<00:04, 8393.44it/s][A
6%|▋ | 2600/41541 [00:00<00:04, 9217.82it/s][A
9%|▉ | 3900/41541 [00:00<00:04, 9155.77it/s][A
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19%|█▉ | 7800/41541 [00:00<00:03, 9523.75it/s][A
22%|██▏ | 9100/41541 [00:00<00:03, 9689.31it/s][A
25%|██▌ | 10400/41541 [00:01<00:03, 9894.52it/s][A
27%|██▋ | 11394/41541 [00:02<00:10, 2851.38it/s][A
29%|██▉ | 12106/41541 [00:02<00:09, 3179.18it/s][A
31%|███▏ | 13000/41541 [00:02<00:08, 3542.70it/s][A
33%|███▎ | 13650/41541 [00:02<00:07, 3864.12it/s][A
34%|███▍ | 14300/41541 [00:04<00:21, 1265.36it/s][A
38%|███▊ | 15600/41541 [00:04<00:13, 1917.78it/s][A
39%|███▉ | 16250/41541 [00:04<00:11, 2261.39it/s][A
41%|████ | 16900/41541 [00:04<00:09, 2626.58it/s][A
42%|████▏ | 17550/41541 [00:04<00:07, 3068.55it/s][A
45%|████▌ | 18850/41541 [00:04<00:05, 4054.20it/s][A
48%|████▊ | 19793/41541 [00:04<00:04, 4908.62it/s][A
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52%|█████▏ | 21458/41541 [00:05<00:03, 5106.04it/s][A
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55%|█████▍ | 22796/41541 [00:05<00:03, 5707.61it/s][A
56%|█████▋ | 23441/41541 [00:05<00:03, 5860.59it/s][A
59%|█████▉ | 24700/41541 [00:05<00:02, 6582.41it/s][A
61%|██████ | 25386/41541 [00:06<00:05, 2807.18it/s][A
63%|██████▎ | 26000/41541 [00:06<00:04, 3185.77it/s][A
64%|██████▍ | 26650/41541 [00:06<00:04, 3534.88it/s][A
66%|██████▌ | 27300/41541 [00:06<00:03, 3940.51it/s][A
67%|██████▋ | 27950/41541 [00:06<00:03, 4342.61it/s][A
70%|███████ | 29250/41541 [00:07<00:02, 4966.34it/s][A
74%|███████▎ | 30550/41541 [00:07<00:01, 5698.70it/s][A
75%|███████▌ | 31200/41541 [00:07<00:01, 5403.57it/s][A
78%|███████▊ | 32500/41541 [00:07<00:01, 5910.90it/s][A
81%|████████▏ | 33800/41541 [00:07<00:01, 6231.52it/s][A
83%|████████▎ | 34450/41541 [00:07<00:01, 6012.96it/s][A
86%|████████▌ | 35750/41541 [00:08<00:01, 3424.27it/s][A
89%|████████▉ | 37050/41541 [00:08<00:01, 3914.59it/s][A
92%|█████████▏| 38350/41541 [00:08<00:00, 4690.11it/s][A
95%|█████████▌| 39650/41541 [00:09<00:00, 5213.85it/s][A
99%|█████████▊| 40950/41541 [00:09<00:00, 5798.48it/s][A
100%|██████████| 41541/41541 [00:09<00:00, 4448.69it/s]
04/23/2024 16:53:30 - INFO - __main__ - ***** Running evaluation *****
04/23/2024 16:53:30 - INFO - __main__ - Num examples = 41541
04/23/2024 16:53:30 - INFO - __main__ - Batch size = 32
04/23/2024 16:57:39 - INFO - __main__ - ***** Eval results *****
04/23/2024 16:57:39 - INFO - __main__ - eval_f1 = 0.9365
04/23/2024 16:57:39 - INFO - __main__ - eval_precision = 0.9437
04/23/2024 16:57:39 - INFO - __main__ - eval_recall = 0.9294
04/23/2024 16:57:39 - INFO - __main__ - eval_threshold = 0.97
04/23/2024 16:57:40 - INFO - __main__ - ********************
04/23/2024 16:57:40 - INFO - __main__ - Best f1:0.9365
04/23/2024 16:57:40 - INFO - __main__ - ********************
04/23/2024 16:57:42 - INFO - __main__ - Saving model checkpoint to ../model/checkpoint-best-f1/model.bin
epoch 1 loss 0.03772: 100%|██████████| 5632/5632 [36:02<00:00, 80.30s/it]
epoch 1 loss 0.03772: 100%|██████████| 5632/5632 [36:02<00:00, 2.60it/s]
04/23/2024 16:57:42 - INFO - __main__ - Saving model checkpoint to ../model/epoch_2/subject_model.pth