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mrdrozdov/snli-enc-parse.log

Created April 18, 2017 18:20
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snli-enc-parse.log
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snli-enc-parse.log
[apd283@log-1 spinn-logs]$ cat snli-17-enc-parse-0.log
17-02-12 22:26:13 [1] Flag values:
{ '?': None,
'actively_decay_learning_rate': True,
'batch_size': 32,
'branch_name': 'master',
'bucket_eval': True,
'ckpt_interval_steps': 5000,
'ckpt_on_best_dev_error': True,
'ckpt_path': '/scratch/apd283/spinn-logs',
'ckpt_step': 1000,
'clipping_max_value': 5.0,
'data_type': 'snli',
'debug': False,
'deque_length': None,
'embedding_data_path': '/scratch/apd283/glove/glove.840B.300d.txt',
'embedding_keep_rate': 0.94,
'encode_bidirectional': True,
'encode_num_layers': 1,
'encode_reverse': False,
'eval_data_limit': -1,
'eval_data_path': '/scratch/apd283/snli_1.0/snli_1.0_dev.jsonl',
'eval_interval_steps': 500,
'eval_seq_length': 150,
'expanded_eval_only_mode': False,
'experiment_name': 'snli-17-enc-parse-0',
'gpu': 0,
'help': None,
'helpshort': None,
'helpxml': None,
'init_range': 0.005,
'l2_lambda': 1e-05,
'lateral_tracking': True,
'learning_rate': 0.0003,
'learning_rate_decay_per_10k_steps': 0.75,
'load_best': False,
'log_path': '/scratch/apd283/spinn-logs',
'metrics_interval_steps': 10,
'metrics_path': '/scratch/apd283/spinn-logs',
'mlp_bn': True,
'mlp_dim': 1024,
'model_dim': 600,
'model_type': 'SPINN',
'num_mlp_layers': 2,
'optimizer_type': 'Adam',
'rl_baseline': 'ema',
'rl_mu': 0.1,
'rl_reward': 'standard',
'semantic_classifier_keep_rate': 0.94,
'seq_length': 150,
'sha': '1642e6376e8a4f25ef0d500539f2cd429c16c4ec',
'show_progress_bar': True,
'shuffle_eval': False,
'shuffle_eval_seed': 123,
'smart_batching': True,
'statistics_interval_steps': 500,
'tracking_lstm_hidden_dim': 40,
'training_data_path': '/scratch/apd283/snli_1.0/snli_1.0_train.jsonl',
'training_steps': 500000,
'transition_weight': 1.0,
'truncate_eval_batch': True,
'truncate_train_batch': True,
'use_difference_feature': True,
'use_encode': True,
'use_internal_parser': True,
'use_l2_cost': True,
'use_left_padding': True,
'use_peano': True,
'use_product_feature': True,
'use_skips': False,
'use_tracking_in_composition': True,
'validate_transitions': True,
'word_embedding_dim': 300}
17-02-12 22:26:49 [1] In open vocabulary mode. Using loaded embeddings without fine-tuning.
17-02-12 22:26:49 [1] Constructing vocabulary...
17-02-12 22:26:51 [1] Found 36675 word types.
17-02-12 22:27:04 [1] Loading vocabulary with 32589 words from /scratch/apd283/glove/glove.840B.300d.txt
17-02-12 22:27:32 [1] Preprocessing training data.
17-02-12 22:27:58 [1] Preprocessing eval data: /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl
17-02-12 22:28:06 [1] Building model.
17-02-12 22:28:06 [1] Architecture: SentencePairModel (
(embed): Embed (
(projection): Linear (300 -> 600)
)
(encode): LSTM(600, 300, batch_first=True, bidirectional=True)
(spinn): SPINN (
(reduce): Reduce (
(left): CustomLinear (300 -> 1500)
(right): CustomLinear (300 -> 1500)
(track): CustomLinear (40 -> 1500)
)
(tracker): Tracker (
(buf): CustomLinear (300 -> 160)
(stack1): CustomLinear (300 -> 160)
(stack2): CustomLinear (300 -> 160)
(lateral): CustomLinear (40 -> 160)
)
(transition_net): Linear (40 -> 2)
)
(mlp): MLP (
(bn_inp): BatchNorm1d(1200, eps=1e-05, momentum=0.1, affine=True)
(l0): CustomLinear (1200 -> 1024)
(bn0): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True)
(l1): CustomLinear (1024 -> 1024)
(bn1): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True)
(l2): CustomLinear (1024 -> 3)
)
)
17-02-12 22:28:06 [1] Total params: 5746537.0
17-02-12 22:28:08 [1] Training.
17-02-12 22:28:13 [1] Step: 0 Acc: 0.56250 0.71382 Cost: 1.98268 1.18685 0.69200 0.10382 Time: 0.00424
17-02-12 22:31:33 [1] Step: 500 Acc: 0.46850 0.68871 Cost: 1.46639 0.87755 0.48490 0.10395 Time: 0.00029
17-02-12 22:32:04 [1] Step: 500 Eval acc: 0.511910 0.694946 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 22:35:39 [1] Step: 1000 Acc: 0.53231 0.73905 Cost: 1.47021 0.99255 0.37387 0.10378 Time: 0.00031
17-02-12 22:36:14 [1] Step: 1000 Eval acc: 0.527077 0.747458 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 22:39:53 [1] Step: 1500 Acc: 0.56137 0.76977 Cost: 1.54688 1.06953 0.37410 0.10325 Time: 0.00031
17-02-12 22:40:28 [1] Step: 1500 Eval acc: 0.594361 0.774111 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 22:40:28 [1] Checkpointing with new best dev accuracy of 0.594361
17-02-12 22:44:04 [1] Step: 2000 Acc: 0.59031 0.82247 Cost: 1.26470 0.85692 0.30537 0.10242 Time: 0.00031
17-02-12 22:44:36 [1] Step: 2000 Eval acc: 0.605456 0.824657 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-12 22:44:36 [1] Checkpointing with new best dev accuracy of 0.605456
17-02-12 22:48:07 [1] Step: 2500 Acc: 0.60388 0.85410 Cost: 1.22766 0.78659 0.33955 0.10152 Time: 0.00032
17-02-12 22:48:40 [1] Step: 2500 Eval acc: 0.645664 0.831364 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 22:48:40 [1] Checkpointing with new best dev accuracy of 0.645664
17-02-12 22:52:31 [1] Step: 3000 Acc: 0.62225 0.86253 Cost: 1.17084 0.86841 0.20195 0.10048 Time: 0.00033
17-02-12 22:53:07 [1] Step: 3000 Eval acc: 0.639149 0.851539 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 22:56:48 [1] Step: 3500 Acc: 0.63787 0.86966 Cost: 0.94007 0.56529 0.27535 0.09943 Time: 0.00032
17-02-12 22:57:21 [1] Step: 3500 Eval acc: 0.653705 0.866528 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 22:57:21 [1] Checkpointing with new best dev accuracy of 0.653705
17-02-12 23:01:09 [1] Step: 4000 Acc: 0.64087 0.87438 Cost: 0.91263 0.69162 0.12274 0.09828 Time: 0.00033
17-02-12 23:01:42 [1] Step: 4000 Eval acc: 0.669585 0.864742 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 23:01:42 [1] Checkpointing with new best dev accuracy of 0.669585
17-02-12 23:05:28 [1] Step: 4500 Acc: 0.65012 0.88211 Cost: 1.18753 0.85146 0.23894 0.09712 Time: 0.00033
17-02-12 23:06:00 [1] Step: 4500 Eval acc: 0.686584 0.873159 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 23:06:01 [1] Checkpointing with new best dev accuracy of 0.686584
17-02-12 23:09:42 [1] Step: 5000 Acc: 0.66025 0.88687 Cost: 1.14738 0.79564 0.25562 0.09611 Time: 0.00032
17-02-12 23:10:17 [1] Step: 5000 Eval acc: 0.693506 0.878756 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 23:10:17 [1] Checkpointing with new best dev accuracy of 0.693506
17-02-12 23:10:17 [1] Checkpointing.
17-02-12 23:13:57 [1] Step: 5500 Acc: 0.66606 0.89145 Cost: 1.05179 0.70650 0.25033 0.09497 Time: 0.00032
17-02-12 23:14:29 [1] Step: 5500 Eval acc: 0.695440 0.882861 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-12 23:18:12 [1] Step: 6000 Acc: 0.67412 0.89367 Cost: 1.23006 0.87739 0.25871 0.09397 Time: 0.00032
17-02-12 23:18:44 [1] Step: 6000 Eval acc: 0.694829 0.889320 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-12 23:22:27 [1] Step: 6500 Acc: 0.67631 0.89437 Cost: 0.90490 0.68437 0.12752 0.09302 Time: 0.00032
17-02-12 23:22:59 [1] Step: 6500 Eval acc: 0.702158 0.887069 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-12 23:22:59 [1] Checkpointing with new best dev accuracy of 0.702158
17-02-12 23:26:39 [1] Step: 7000 Acc: 0.68088 0.89746 Cost: 1.08468 0.82882 0.16371 0.09215 Time: 0.00032
17-02-12 23:27:14 [1] Step: 7000 Eval acc: 0.713559 0.891372 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-12 23:27:14 [1] Checkpointing with new best dev accuracy of 0.713559
17-02-12 23:30:52 [1] Step: 7500 Acc: 0.68144 0.90208 Cost: 1.14055 0.83267 0.21645 0.09143 Time: 0.00031
17-02-12 23:31:25 [1] Step: 7500 Eval acc: 0.716103 0.892640 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-12 23:35:09 [1] Step: 8000 Acc: 0.68969 0.90199 Cost: 1.20547 0.94989 0.16486 0.09072 Time: 0.00032
17-02-12 23:35:42 [1] Step: 8000 Eval acc: 0.723229 0.895463 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-12 23:35:42 [1] Checkpointing with new best dev accuracy of 0.723229
17-02-12 23:39:23 [1] Step: 8500 Acc: 0.69106 0.90560 Cost: 0.88159 0.62190 0.16966 0.09004 Time: 0.00032
17-02-12 23:39:55 [1] Step: 8500 Eval acc: 0.725265 0.897150 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-12 23:43:32 [1] Step: 9000 Acc: 0.69731 0.90666 Cost: 0.81618 0.57740 0.14925 0.08953 Time: 0.00031
17-02-12 23:44:07 [1] Step: 9000 Eval acc: 0.728115 0.898661 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-12 23:44:07 [1] Checkpointing with new best dev accuracy of 0.728115
17-02-12 23:47:45 [1] Step: 9500 Acc: 0.70175 0.90791 Cost: 1.04795 0.73605 0.22295 0.08895 Time: 0.00031
17-02-12 23:48:17 [1] Step: 9500 Eval acc: 0.728522 0.900700 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-12 23:51:56 [1] Step: 10000 Acc: 0.70906 0.91197 Cost: 0.64164 0.43579 0.11738 0.08847 Time: 0.00032
17-02-12 23:52:27 [1] Step: 10000 Eval acc: 0.736665 0.892910 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-12 23:52:27 [1] Checkpointing with new best dev accuracy of 0.736665
17-02-12 23:52:28 [1] Checkpointing.
17-02-12 23:56:01 [1] Step: 10500 Acc: 0.70781 0.91464 Cost: 0.75290 0.57630 0.08852 0.08809 Time: 0.00032
17-02-12 23:56:32 [1] Step: 10500 Eval acc: 0.737378 0.897759 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:00:07 [1] Step: 11000 Acc: 0.71319 0.91510 Cost: 0.80645 0.65653 0.06218 0.08774 Time: 0.00032
17-02-13 00:00:38 [1] Step: 11000 Eval acc: 0.739923 0.902919 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:00:38 [1] Checkpointing with new best dev accuracy of 0.739923
17-02-13 00:04:18 [1] Step: 11500 Acc: 0.71262 0.91381 Cost: 0.88819 0.67513 0.12563 0.08742 Time: 0.00032
17-02-13 00:04:50 [1] Step: 11500 Eval acc: 0.738803 0.905039 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:08:21 [1] Step: 12000 Acc: 0.71800 0.92034 Cost: 0.85452 0.63355 0.13391 0.08706 Time: 0.00031
17-02-13 00:08:52 [1] Step: 12000 Eval acc: 0.740330 0.904525 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:12:27 [1] Step: 12500 Acc: 0.73181 0.91662 Cost: 1.04968 0.79400 0.16873 0.08695 Time: 0.00031
17-02-13 00:12:58 [1] Step: 12500 Eval acc: 0.749695 0.902834 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:12:58 [1] Checkpointing with new best dev accuracy of 0.749695
17-02-13 00:16:41 [1] Step: 13000 Acc: 0.72206 0.91729 Cost: 1.15012 0.91303 0.15021 0.08687 Time: 0.00032
17-02-13 00:17:13 [1] Step: 13000 Eval acc: 0.751018 0.903650 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:20:55 [1] Step: 13500 Acc: 0.72356 0.91452 Cost: 0.81085 0.65065 0.07356 0.08664 Time: 0.00031
17-02-13 00:21:26 [1] Step: 13500 Eval acc: 0.757329 0.910916 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:21:26 [1] Checkpointing with new best dev accuracy of 0.757329
17-02-13 00:25:08 [1] Step: 14000 Acc: 0.72719 0.91661 Cost: 0.91621 0.65775 0.17196 0.08651 Time: 0.00032
17-02-13 00:25:40 [1] Step: 14000 Eval acc: 0.758143 0.909216 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:29:24 [1] Step: 14500 Acc: 0.73150 0.91585 Cost: 0.93408 0.65929 0.18823 0.08656 Time: 0.00032
17-02-13 00:29:56 [1] Step: 14500 Eval acc: 0.761502 0.908639 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 00:29:56 [1] Checkpointing with new best dev accuracy of 0.761502
17-02-13 00:33:38 [1] Step: 15000 Acc: 0.73756 0.91920 Cost: 0.70686 0.51701 0.10338 0.08646 Time: 0.00032
17-02-13 00:34:10 [1] Step: 15000 Eval acc: 0.763844 0.909608 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 00:34:10 [1] Checkpointing.
17-02-13 00:37:48 [1] Step: 15500 Acc: 0.73794 0.92056 Cost: 0.72642 0.43750 0.20242 0.08650 Time: 0.00032
17-02-13 00:38:22 [1] Step: 15500 Eval acc: 0.765981 0.911056 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 00:38:22 [1] Checkpointing with new best dev accuracy of 0.765981
17-02-13 00:41:57 [1] Step: 16000 Acc: 0.73556 0.92505 Cost: 0.81860 0.61562 0.11652 0.08647 Time: 0.00031
17-02-13 00:42:29 [1] Step: 16000 Eval acc: 0.768017 0.907407 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 00:46:06 [1] Step: 16500 Acc: 0.74162 0.92528 Cost: 0.73686 0.56000 0.09035 0.08651 Time: 0.00032
17-02-13 00:46:38 [1] Step: 16500 Eval acc: 0.767712 0.908643 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 00:50:14 [1] Step: 17000 Acc: 0.73875 0.92316 Cost: 0.81125 0.62269 0.10202 0.08655 Time: 0.00032
17-02-13 00:50:48 [1] Step: 17000 Eval acc: 0.766999 0.914832 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 00:54:28 [1] Step: 17500 Acc: 0.75113 0.92536 Cost: 0.59498 0.43141 0.07686 0.08671 Time: 0.00032
17-02-13 00:55:00 [1] Step: 17500 Eval acc: 0.771885 0.915017 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 00:55:01 [1] Checkpointing with new best dev accuracy of 0.771885
17-02-13 00:58:43 [1] Step: 18000 Acc: 0.75356 0.92521 Cost: 0.85611 0.65681 0.11227 0.08703 Time: 0.00032
17-02-13 00:59:19 [1] Step: 18000 Eval acc: 0.765676 0.915806 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 01:03:04 [1] Step: 18500 Acc: 0.74894 0.92272 Cost: 0.68086 0.46378 0.12980 0.08728 Time: 0.00032
17-02-13 01:03:37 [1] Step: 18500 Eval acc: 0.775346 0.913217 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 01:03:37 [1] Checkpointing with new best dev accuracy of 0.775346
17-02-13 01:07:18 [1] Step: 19000 Acc: 0.75381 0.92417 Cost: 0.77309 0.54452 0.14111 0.08746 Time: 0.00032
17-02-13 01:07:54 [1] Step: 19000 Eval acc: 0.773412 0.914263 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 01:11:37 [1] Step: 19500 Acc: 0.75687 0.92719 Cost: 0.80264 0.58622 0.12880 0.08763 Time: 0.00032
17-02-13 01:12:10 [1] Step: 19500 Eval acc: 0.779214 0.912446 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 01:12:10 [1] Checkpointing with new best dev accuracy of 0.779214
17-02-13 01:15:51 [1] Step: 20000 Acc: 0.75925 0.92641 Cost: 0.85770 0.65875 0.11101 0.08795 Time: 0.00032
17-02-13 01:16:27 [1] Step: 20000 Eval acc: 0.781861 0.913303 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 01:16:27 [1] Checkpointing with new best dev accuracy of 0.781861
17-02-13 01:16:27 [1] Checkpointing.
17-02-13 01:20:09 [1] Step: 20500 Acc: 0.76231 0.92610 Cost: 1.06672 0.86971 0.10886 0.08815 Time: 0.00032
17-02-13 01:20:42 [1] Step: 20500 Eval acc: 0.782980 0.913496 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-13 01:24:28 [1] Step: 21000 Acc: 0.75706 0.92647 Cost: 0.51441 0.35860 0.06750 0.08830 Time: 0.00033
17-02-13 01:25:01 [1] Step: 21000 Eval acc: 0.785831 0.914660 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 01:25:01 [1] Checkpointing with new best dev accuracy of 0.785831
17-02-13 01:28:50 [1] Step: 21500 Acc: 0.76494 0.92389 Cost: 1.01622 0.76880 0.15886 0.08856 Time: 0.00033
17-02-13 01:29:22 [1] Step: 21500 Eval acc: 0.787357 0.915905 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 01:33:12 [1] Step: 22000 Acc: 0.76675 0.92463 Cost: 1.17619 0.72674 0.36075 0.08870 Time: 0.00033
17-02-13 01:33:46 [1] Step: 22000 Eval acc: 0.781963 0.915946 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 01:37:32 [1] Step: 22500 Acc: 0.76438 0.93138 Cost: 1.06324 0.91706 0.05723 0.08895 Time: 0.00033
17-02-13 01:38:05 [1] Step: 22500 Eval acc: 0.789495 0.916189 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-13 01:38:05 [1] Checkpointing with new best dev accuracy of 0.789495
17-02-13 01:41:54 [1] Step: 23000 Acc: 0.76106 0.92638 Cost: 0.74491 0.57931 0.07654 0.08906 Time: 0.00033
17-02-13 01:42:27 [1] Step: 23000 Eval acc: 0.789597 0.916582 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 01:46:11 [1] Step: 23500 Acc: 0.76738 0.93032 Cost: 0.97821 0.81097 0.07791 0.08934 Time: 0.00033
17-02-13 01:46:43 [1] Step: 23500 Eval acc: 0.790004 0.917912 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 01:50:22 [1] Step: 24000 Acc: 0.76963 0.92937 Cost: 0.85216 0.65388 0.10855 0.08973 Time: 0.00032
17-02-13 01:50:56 [1] Step: 24000 Eval acc: 0.794890 0.917335 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 01:50:56 [1] Checkpointing with new best dev accuracy of 0.794890
17-02-13 01:54:25 [1] Step: 24500 Acc: 0.76587 0.93246 Cost: 1.01483 0.77518 0.14963 0.09002 Time: 0.00031
17-02-13 01:54:59 [1] Step: 24500 Eval acc: 0.785118 0.918260 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 01:58:36 [1] Step: 25000 Acc: 0.76344 0.93175 Cost: 0.66289 0.51378 0.05895 0.09016 Time: 0.00031
17-02-13 01:59:08 [1] Step: 25000 Eval acc: 0.787357 0.919004 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 01:59:08 [1] Checkpointing.
17-02-13 02:02:53 [1] Step: 25500 Acc: 0.76856 0.92615 Cost: 0.67047 0.53844 0.04165 0.09038 Time: 0.00032
17-02-13 02:03:24 [1] Step: 25500 Eval acc: 0.795297 0.917249 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 02:06:59 [1] Step: 26000 Acc: 0.76431 0.93352 Cost: 0.75576 0.57136 0.09383 0.09057 Time: 0.00032
17-02-13 02:07:34 [1] Step: 26000 Eval acc: 0.797740 0.918129 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 02:07:34 [1] Checkpointing with new best dev accuracy of 0.797740
17-02-13 02:11:11 [1] Step: 26500 Acc: 0.77150 0.93255 Cost: 0.70017 0.45738 0.15198 0.09080 Time: 0.00032
17-02-13 02:11:43 [1] Step: 26500 Eval acc: 0.790411 0.917624 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 02:15:27 [1] Step: 27000 Acc: 0.77031 0.92809 Cost: 0.78398 0.54933 0.14367 0.09098 Time: 0.00032
17-02-13 02:15:59 [1] Step: 27000 Eval acc: 0.798351 0.919802 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 02:19:40 [1] Step: 27500 Acc: 0.77138 0.92948 Cost: 0.59847 0.37446 0.13276 0.09125 Time: 0.00032
17-02-13 02:20:12 [1] Step: 27500 Eval acc: 0.798758 0.919992 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 02:23:46 [1] Step: 28000 Acc: 0.77844 0.93265 Cost: 0.50811 0.35016 0.06648 0.09148 Time: 0.00031
17-02-13 02:24:17 [1] Step: 28000 Eval acc: 0.797231 0.916604 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 02:27:54 [1] Step: 28500 Acc: 0.77275 0.93313 Cost: 0.67041 0.45234 0.12633 0.09175 Time: 0.00032
17-02-13 02:28:25 [1] Step: 28500 Eval acc: 0.802015 0.917060 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 02:28:25 [1] Checkpointing with new best dev accuracy of 0.802015
17-02-13 02:32:06 [1] Step: 29000 Acc: 0.77206 0.93246 Cost: 0.44928 0.29529 0.06201 0.09198 Time: 0.00032
17-02-13 02:32:37 [1] Step: 29000 Eval acc: 0.798147 0.919040 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 02:36:14 [1] Step: 29500 Acc: 0.77656 0.93431 Cost: 1.09782 0.83183 0.17377 0.09222 Time: 0.00032
17-02-13 02:36:45 [1] Step: 29500 Eval acc: 0.794788 0.919992 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 02:40:24 [1] Step: 30000 Acc: 0.77487 0.93385 Cost: 0.92601 0.71796 0.11565 0.09240 Time: 0.00032
17-02-13 02:40:56 [1] Step: 30000 Eval acc: 0.799369 0.921241 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 02:40:56 [1] Checkpointing.
17-02-13 02:44:36 [1] Step: 30500 Acc: 0.77087 0.93228 Cost: 0.96624 0.72896 0.14460 0.09268 Time: 0.00032
17-02-13 02:45:11 [1] Step: 30500 Eval acc: 0.805273 0.920249 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 02:45:11 [1] Checkpointing with new best dev accuracy of 0.805273
17-02-13 02:48:46 [1] Step: 31000 Acc: 0.77581 0.93444 Cost: 0.97620 0.64334 0.23999 0.09287 Time: 0.00031
17-02-13 02:49:18 [1] Step: 31000 Eval acc: 0.805680 0.921282 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 02:52:55 [1] Step: 31500 Acc: 0.77563 0.93477 Cost: 0.58263 0.40704 0.08250 0.09309 Time: 0.00031
17-02-13 02:53:29 [1] Step: 31500 Eval acc: 0.801914 0.922933 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 02:57:06 [1] Step: 32000 Acc: 0.77356 0.93669 Cost: 0.58768 0.42629 0.06797 0.09342 Time: 0.00032
17-02-13 02:57:38 [1] Step: 32000 Eval acc: 0.800896 0.920560 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:01:24 [1] Step: 32500 Acc: 0.77925 0.93231 Cost: 0.95224 0.65724 0.20130 0.09370 Time: 0.00032
17-02-13 03:01:56 [1] Step: 32500 Eval acc: 0.809650 0.921097 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 03:01:56 [1] Checkpointing with new best dev accuracy of 0.809650
17-02-13 03:05:40 [1] Step: 33000 Acc: 0.76725 0.93108 Cost: 0.69960 0.55271 0.05311 0.09378 Time: 0.00032
17-02-13 03:06:12 [1] Step: 33000 Eval acc: 0.809853 0.919500 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 03:09:52 [1] Step: 33500 Acc: 0.77544 0.93497 Cost: 0.66125 0.46371 0.10348 0.09406 Time: 0.00032
17-02-13 03:10:24 [1] Step: 33500 Eval acc: 0.802626 0.913230 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:14:02 [1] Step: 34000 Acc: 0.77406 0.93444 Cost: 0.60108 0.43578 0.07101 0.09430 Time: 0.00032
17-02-13 03:14:37 [1] Step: 34000 Eval acc: 0.804357 0.921485 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 03:18:22 [1] Step: 34500 Acc: 0.79056 0.93315 Cost: 0.55413 0.36870 0.09088 0.09455 Time: 0.00032
17-02-13 03:18:54 [1] Step: 34500 Eval acc: 0.807309 0.924705 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 03:22:35 [1] Step: 35000 Acc: 0.79425 0.93491 Cost: 0.53102 0.38532 0.05068 0.09501 Time: 0.00032
17-02-13 03:23:07 [1] Step: 35000 Eval acc: 0.805476 0.921616 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:23:07 [1] Checkpointing.
17-02-13 03:26:53 [1] Step: 35500 Acc: 0.79087 0.93077 Cost: 0.85686 0.62805 0.13313 0.09568 Time: 0.00032
17-02-13 03:27:25 [1] Step: 35500 Eval acc: 0.802015 0.921530 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:31:12 [1] Step: 36000 Acc: 0.79231 0.93348 Cost: 1.01154 0.61488 0.30050 0.09616 Time: 0.00032
17-02-13 03:31:45 [1] Step: 36000 Eval acc: 0.806087 0.919726 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:35:22 [1] Step: 36500 Acc: 0.78956 0.93693 Cost: 0.65910 0.51891 0.04360 0.09659 Time: 0.00031
17-02-13 03:35:57 [1] Step: 36500 Eval acc: 0.810261 0.922026 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 03:39:38 [1] Step: 37000 Acc: 0.80125 0.93273 Cost: 0.49345 0.32719 0.06923 0.09703 Time: 0.00032
17-02-13 03:40:13 [1] Step: 37000 Eval acc: 0.811075 0.920646 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 03:43:54 [1] Step: 37500 Acc: 0.79056 0.93579 Cost: 0.97623 0.57167 0.30720 0.09735 Time: 0.00032
17-02-13 03:44:26 [1] Step: 37500 Eval acc: 0.812398 0.918535 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:44:26 [1] Checkpointing with new best dev accuracy of 0.812398
17-02-13 03:48:02 [1] Step: 38000 Acc: 0.79019 0.94053 Cost: 0.67798 0.51729 0.06291 0.09777 Time: 0.00032
17-02-13 03:48:34 [1] Step: 38000 Eval acc: 0.810464 0.924755 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:52:14 [1] Step: 38500 Acc: 0.79663 0.93837 Cost: 1.15306 0.82349 0.23145 0.09813 Time: 0.00032
17-02-13 03:52:46 [1] Step: 38500 Eval acc: 0.811279 0.923781 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 03:56:22 [1] Step: 39000 Acc: 0.79200 0.93833 Cost: 1.43820 0.94921 0.39050 0.09850 Time: 0.00032
17-02-13 03:56:54 [1] Step: 39000 Eval acc: 0.808428 0.921458 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 04:00:40 [1] Step: 39500 Acc: 0.78944 0.93523 Cost: 0.67504 0.40645 0.16976 0.09883 Time: 0.00032
17-02-13 04:01:12 [1] Step: 39500 Eval acc: 0.807003 0.924543 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 04:05:00 [1] Step: 40000 Acc: 0.79669 0.93286 Cost: 0.74831 0.51991 0.12925 0.09915 Time: 0.00032
17-02-13 04:05:33 [1] Step: 40000 Eval acc: 0.815961 0.922405 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 04:05:33 [1] Checkpointing with new best dev accuracy of 0.815961
17-02-13 04:05:33 [1] Checkpointing.
17-02-13 04:09:19 [1] Step: 40500 Acc: 0.79206 0.93694 Cost: 0.55927 0.40970 0.04997 0.09960 Time: 0.00032
17-02-13 04:09:51 [1] Step: 40500 Eval acc: 0.811889 0.924069 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 04:13:26 [1] Step: 41000 Acc: 0.79963 0.93894 Cost: 0.47714 0.32494 0.05232 0.09988 Time: 0.00032
17-02-13 04:13:58 [1] Step: 41000 Eval acc: 0.807207 0.923284 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 04:17:44 [1] Step: 41500 Acc: 0.80044 0.93527 Cost: 0.69303 0.55519 0.03778 0.10006 Time: 0.00032
17-02-13 04:18:17 [1] Step: 41500 Eval acc: 0.816368 0.922933 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 04:21:52 [1] Step: 42000 Acc: 0.79363 0.94049 Cost: 0.94885 0.71122 0.13726 0.10037 Time: 0.00032
17-02-13 04:22:23 [1] Step: 42000 Eval acc: 0.811991 0.922310 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 04:25:58 [1] Step: 42500 Acc: 0.79181 0.93959 Cost: 0.49264 0.32651 0.06558 0.10055 Time: 0.00032
17-02-13 04:26:33 [1] Step: 42500 Eval acc: 0.816572 0.923009 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 04:30:10 [1] Step: 43000 Acc: 0.79944 0.93879 Cost: 0.65801 0.50023 0.05684 0.10093 Time: 0.00031
17-02-13 04:30:45 [1] Step: 43000 Eval acc: 0.815147 0.926726 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 04:34:21 [1] Step: 43500 Acc: 0.79419 0.94080 Cost: 0.74772 0.53713 0.10942 0.10117 Time: 0.00032
17-02-13 04:34:53 [1] Step: 43500 Eval acc: 0.815757 0.923032 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 04:38:31 [1] Step: 44000 Acc: 0.79619 0.93956 Cost: 0.71194 0.38492 0.22560 0.10142 Time: 0.00031
17-02-13 04:39:06 [1] Step: 44000 Eval acc: 0.812704 0.924574 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 04:42:46 [1] Step: 44500 Acc: 0.79663 0.93896 Cost: 0.64364 0.42319 0.11872 0.10174 Time: 0.00032
17-02-13 04:43:20 [1] Step: 44500 Eval acc: 0.808225 0.924371 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 04:46:57 [1] Step: 45000 Acc: 0.79281 0.93793 Cost: 1.19718 1.00108 0.09405 0.10206 Time: 0.00031
17-02-13 04:47:28 [1] Step: 45000 Eval acc: 0.813314 0.926293 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 04:47:28 [1] Checkpointing.
17-02-13 04:51:04 [1] Step: 45500 Acc: 0.78969 0.94262 Cost: 0.54796 0.34935 0.09634 0.10227 Time: 0.00031
17-02-13 04:51:39 [1] Step: 45500 Eval acc: 0.810261 0.924669 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 04:55:10 [1] Step: 46000 Acc: 0.79581 0.94132 Cost: 0.78178 0.52781 0.15146 0.10251 Time: 0.00031
17-02-13 04:55:45 [1] Step: 46000 Eval acc: 0.819116 0.923632 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 04:55:45 [1] Checkpointing with new best dev accuracy of 0.819116
17-02-13 04:59:23 [1] Step: 46500 Acc: 0.79575 0.93800 Cost: 0.81653 0.63271 0.08100 0.10282 Time: 0.00031
17-02-13 04:59:55 [1] Step: 46500 Eval acc: 0.815961 0.923817 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 05:03:39 [1] Step: 47000 Acc: 0.79794 0.93603 Cost: 0.74071 0.50544 0.13219 0.10307 Time: 0.00032
17-02-13 05:04:11 [1] Step: 47000 Eval acc: 0.814129 0.922346 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 05:07:52 [1] Step: 47500 Acc: 0.79075 0.93892 Cost: 0.79440 0.56711 0.12398 0.10331 Time: 0.00032
17-02-13 05:08:24 [1] Step: 47500 Eval acc: 0.817691 0.923898 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 05:11:57 [1] Step: 48000 Acc: 0.79975 0.94185 Cost: 0.95238 0.57270 0.27628 0.10340 Time: 0.00032
17-02-13 05:12:29 [1] Step: 48000 Eval acc: 0.818302 0.925846 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 05:16:04 [1] Step: 48500 Acc: 0.79369 0.94098 Cost: 0.99788 0.78055 0.11368 0.10365 Time: 0.00031
17-02-13 05:16:40 [1] Step: 48500 Eval acc: 0.818099 0.923379 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 05:20:12 [1] Step: 49000 Acc: 0.79725 0.94248 Cost: 0.82847 0.58487 0.13966 0.10394 Time: 0.00031
17-02-13 05:20:47 [1] Step: 49000 Eval acc: 0.818913 0.926031 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 05:24:28 [1] Step: 49500 Acc: 0.79981 0.93864 Cost: 0.58455 0.32408 0.15625 0.10422 Time: 0.00032
17-02-13 05:25:03 [1] Step: 49500 Eval acc: 0.822781 0.923717 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 05:25:03 [1] Checkpointing with new best dev accuracy of 0.822781
17-02-13 05:28:41 [1] Step: 50000 Acc: 0.79844 0.94147 Cost: 0.64489 0.39814 0.14234 0.10441 Time: 0.00032
17-02-13 05:29:13 [1] Step: 50000 Eval acc: 0.823595 0.924678 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 05:29:13 [1] Checkpointing.
17-02-13 05:32:59 [1] Step: 50500 Acc: 0.80006 0.93517 Cost: 1.13232 0.76735 0.26043 0.10454 Time: 0.00032
17-02-13 05:33:30 [1] Step: 50500 Eval acc: 0.821356 0.923893 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 05:37:05 [1] Step: 51000 Acc: 0.80069 0.94081 Cost: 0.68520 0.51894 0.06161 0.10465 Time: 0.00032
17-02-13 05:37:40 [1] Step: 51000 Eval acc: 0.825428 0.926924 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 05:37:40 [1] Checkpointing with new best dev accuracy of 0.825428
17-02-13 05:41:23 [1] Step: 51500 Acc: 0.80069 0.94158 Cost: 0.54816 0.35642 0.08693 0.10481 Time: 0.00033
17-02-13 05:41:55 [1] Step: 51500 Eval acc: 0.817081 0.924412 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 05:45:32 [1] Step: 52000 Acc: 0.81512 0.94192 Cost: 0.57419 0.40063 0.06821 0.10535 Time: 0.00032
17-02-13 05:46:07 [1] Step: 52000 Eval acc: 0.820745 0.927353 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 05:49:44 [1] Step: 52500 Acc: 0.81263 0.94766 Cost: 0.66717 0.51634 0.04492 0.10591 Time: 0.00032
17-02-13 05:50:15 [1] Step: 52500 Eval acc: 0.822883 0.927087 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 05:53:50 [1] Step: 53000 Acc: 0.81431 0.94369 Cost: 1.30016 0.91040 0.28328 0.10648 Time: 0.00032
17-02-13 05:54:22 [1] Step: 53000 Eval acc: 0.815045 0.924755 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 05:58:27 [1] Step: 53500 Acc: 0.81794 0.94278 Cost: 0.54255 0.34226 0.09331 0.10697 Time: 0.00036
17-02-13 05:59:00 [1] Step: 53500 Eval acc: 0.816368 0.923564 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 06:02:37 [1] Step: 54000 Acc: 0.81275 0.94228 Cost: 0.56165 0.37665 0.07749 0.10750 Time: 0.00032
17-02-13 06:03:10 [1] Step: 54000 Eval acc: 0.825122 0.925558 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 06:06:56 [1] Step: 54500 Acc: 0.81525 0.94062 Cost: 0.84162 0.62295 0.11077 0.10790 Time: 0.00032
17-02-13 06:07:28 [1] Step: 54500 Eval acc: 0.826649 0.928386 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 06:11:06 [1] Step: 55000 Acc: 0.81094 0.94233 Cost: 0.86633 0.59093 0.16715 0.10825 Time: 0.00032
17-02-13 06:11:41 [1] Step: 55000 Eval acc: 0.820338 0.925256 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 06:11:41 [1] Checkpointing.
17-02-13 06:15:18 [1] Step: 55500 Acc: 0.81069 0.94398 Cost: 0.67309 0.44085 0.12361 0.10862 Time: 0.00032
17-02-13 06:15:51 [1] Step: 55500 Eval acc: 0.820542 0.927051 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 06:19:27 [1] Step: 56000 Acc: 0.80869 0.94483 Cost: 0.68061 0.50914 0.06242 0.10905 Time: 0.00032
17-02-13 06:19:59 [1] Step: 56000 Eval acc: 0.822476 0.927479 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 06:23:32 [1] Step: 56500 Acc: 0.81425 0.94550 Cost: 0.85594 0.65081 0.09575 0.10938 Time: 0.00032
17-02-13 06:24:04 [1] Step: 56500 Eval acc: 0.823392 0.925418 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 06:27:46 [1] Step: 57000 Acc: 0.81012 0.94018 Cost: 0.54049 0.39531 0.03553 0.10965 Time: 0.00032
17-02-13 06:28:18 [1] Step: 57000 Eval acc: 0.826344 0.926460 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 06:32:01 [1] Step: 57500 Acc: 0.80706 0.94152 Cost: 0.80074 0.64006 0.05082 0.10987 Time: 0.00032
17-02-13 06:32:33 [1] Step: 57500 Eval acc: 0.822577 0.924223 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 06:36:18 [1] Step: 58000 Acc: 0.80937 0.93836 Cost: 0.76941 0.60479 0.05443 0.11018 Time: 0.00032
17-02-13 06:36:50 [1] Step: 58000 Eval acc: 0.823697 0.927777 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 06:40:28 [1] Step: 58500 Acc: 0.81437 0.94189 Cost: 0.51612 0.38080 0.02483 0.11049 Time: 0.00031
17-02-13 06:41:04 [1] Step: 58500 Eval acc: 0.823799 0.927962 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 06:44:42 [1] Step: 59000 Acc: 0.80837 0.94364 Cost: 0.70688 0.53941 0.05674 0.11072 Time: 0.00032
17-02-13 06:45:14 [1] Step: 59000 Eval acc: 0.824308 0.930298 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 06:48:58 [1] Step: 59500 Acc: 0.80494 0.93982 Cost: 0.47369 0.24039 0.12237 0.11093 Time: 0.00032
17-02-13 06:49:29 [1] Step: 59500 Eval acc: 0.828176 0.927105 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 06:49:29 [1] Checkpointing with new best dev accuracy of 0.828176
17-02-13 06:53:13 [1] Step: 60000 Acc: 0.80519 0.94087 Cost: 0.81066 0.62030 0.07917 0.11119 Time: 0.00032
17-02-13 06:53:45 [1] Step: 60000 Eval acc: 0.829194 0.927385 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 06:53:45 [1] Checkpointing.
17-02-13 06:57:29 [1] Step: 60500 Acc: 0.81156 0.93934 Cost: 0.42832 0.21296 0.10391 0.11145 Time: 0.00032
17-02-13 06:58:00 [1] Step: 60500 Eval acc: 0.825326 0.928512 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:01:38 [1] Step: 61000 Acc: 0.81281 0.94288 Cost: 1.01102 0.70128 0.19808 0.11167 Time: 0.00031
17-02-13 07:02:13 [1] Step: 61000 Eval acc: 0.821559 0.928341 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 07:05:51 [1] Step: 61500 Acc: 0.81331 0.94373 Cost: 0.94565 0.78860 0.04515 0.11189 Time: 0.00032
17-02-13 07:06:23 [1] Step: 61500 Eval acc: 0.824308 0.926938 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 07:10:04 [1] Step: 62000 Acc: 0.80763 0.94263 Cost: 0.56522 0.38033 0.07271 0.11218 Time: 0.00032
17-02-13 07:10:36 [1] Step: 62000 Eval acc: 0.819320 0.927195 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:14:16 [1] Step: 62500 Acc: 0.81169 0.94301 Cost: 0.65328 0.48680 0.05409 0.11238 Time: 0.00032
17-02-13 07:14:48 [1] Step: 62500 Eval acc: 0.824613 0.928007 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:18:22 [1] Step: 63000 Acc: 0.80888 0.94561 Cost: 0.91666 0.72620 0.07766 0.11280 Time: 0.00032
17-02-13 07:18:56 [1] Step: 63000 Eval acc: 0.827769 0.927560 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 07:22:33 [1] Step: 63500 Acc: 0.80731 0.94306 Cost: 0.77575 0.58344 0.07923 0.11308 Time: 0.00031
17-02-13 07:23:04 [1] Step: 63500 Eval acc: 0.828074 0.923045 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:26:46 [1] Step: 64000 Acc: 0.81294 0.94164 Cost: 0.64697 0.35088 0.18281 0.11329 Time: 0.00032
17-02-13 07:27:18 [1] Step: 64000 Eval acc: 0.831128 0.929112 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:27:18 [1] Checkpointing with new best dev accuracy of 0.831128
17-02-13 07:30:54 [1] Step: 64500 Acc: 0.80837 0.94426 Cost: 0.59692 0.41728 0.06625 0.11338 Time: 0.00032
17-02-13 07:31:26 [1] Step: 64500 Eval acc: 0.826649 0.921173 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:35:11 [1] Step: 65000 Acc: 0.81050 0.93995 Cost: 0.95293 0.65719 0.18214 0.11360 Time: 0.00032
17-02-13 07:35:46 [1] Step: 65000 Eval acc: 0.826445 0.928562 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 07:35:46 [1] Checkpointing.
17-02-13 07:39:23 [1] Step: 65500 Acc: 0.81575 0.94547 Cost: 0.79305 0.62009 0.05915 0.11381 Time: 0.00032
17-02-13 07:39:54 [1] Step: 65500 Eval acc: 0.825733 0.926216 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:43:30 [1] Step: 66000 Acc: 0.80831 0.94147 Cost: 0.61062 0.37763 0.11911 0.11389 Time: 0.00032
17-02-13 07:44:02 [1] Step: 66000 Eval acc: 0.823392 0.928738 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:47:45 [1] Step: 66500 Acc: 0.80931 0.93867 Cost: 0.85449 0.70875 0.03174 0.11400 Time: 0.00032
17-02-13 07:48:16 [1] Step: 66500 Eval acc: 0.829194 0.928264 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 07:51:59 [1] Step: 67000 Acc: 0.80950 0.94109 Cost: 0.84564 0.62075 0.11059 0.11430 Time: 0.00032
17-02-13 07:52:30 [1] Step: 67000 Eval acc: 0.824308 0.929590 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 07:56:03 [1] Step: 67500 Acc: 0.80950 0.94596 Cost: 0.84758 0.66180 0.07124 0.11454 Time: 0.00032
17-02-13 07:56:34 [1] Step: 67500 Eval acc: 0.824715 0.929915 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 08:00:19 [1] Step: 68000 Acc: 0.80675 0.93977 Cost: 0.68031 0.38783 0.17761 0.11487 Time: 0.00032
17-02-13 08:00:54 [1] Step: 68000 Eval acc: 0.819218 0.929017 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 08:04:30 [1] Step: 68500 Acc: 0.80237 0.94467 Cost: 0.59047 0.42491 0.05072 0.11484 Time: 0.00031
17-02-13 08:05:01 [1] Step: 68500 Eval acc: 0.824511 0.925797 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 08:08:47 [1] Step: 69000 Acc: 0.82400 0.94576 Cost: 0.76871 0.44422 0.20932 0.11517 Time: 0.00032
17-02-13 08:09:19 [1] Step: 69000 Eval acc: 0.826954 0.928900 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:12:58 [1] Step: 69500 Acc: 0.82881 0.94547 Cost: 0.80094 0.54994 0.13526 0.11575 Time: 0.00031
17-02-13 08:13:33 [1] Step: 69500 Eval acc: 0.828481 0.927434 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 08:17:13 [1] Step: 70000 Acc: 0.82756 0.94181 Cost: 0.50204 0.29695 0.08894 0.11615 Time: 0.00032
17-02-13 08:17:48 [1] Step: 70000 Eval acc: 0.826954 0.927033 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 08:17:48 [1] Checkpointing.
17-02-13 08:21:24 [1] Step: 70500 Acc: 0.82769 0.94580 Cost: 0.72696 0.53170 0.07859 0.11667 Time: 0.00031
17-02-13 08:21:56 [1] Step: 70500 Eval acc: 0.827565 0.927547 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:25:30 [1] Step: 71000 Acc: 0.82263 0.94587 Cost: 1.11932 0.92171 0.08028 0.11732 Time: 0.00032
17-02-13 08:26:02 [1] Step: 71000 Eval acc: 0.826038 0.928399 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:29:46 [1] Step: 71500 Acc: 0.82244 0.94248 Cost: 0.61497 0.34718 0.14979 0.11800 Time: 0.00032
17-02-13 08:30:19 [1] Step: 71500 Eval acc: 0.828074 0.929211 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:33:57 [1] Step: 72000 Acc: 0.81863 0.94478 Cost: 0.84841 0.67276 0.05745 0.11820 Time: 0.00031
17-02-13 08:34:32 [1] Step: 72000 Eval acc: 0.824410 0.929509 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 08:38:09 [1] Step: 72500 Acc: 0.82331 0.94674 Cost: 0.85714 0.51939 0.21927 0.11848 Time: 0.00032
17-02-13 08:38:41 [1] Step: 72500 Eval acc: 0.823392 0.926505 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:42:18 [1] Step: 73000 Acc: 0.82369 0.94816 Cost: 0.52345 0.37548 0.02922 0.11875 Time: 0.00032
17-02-13 08:42:50 [1] Step: 73000 Eval acc: 0.824817 0.927673 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 08:46:27 [1] Step: 73500 Acc: 0.82381 0.94801 Cost: 0.61891 0.41419 0.08560 0.11912 Time: 0.00032
17-02-13 08:47:03 [1] Step: 73500 Eval acc: 0.823901 0.925639 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 08:50:41 [1] Step: 74000 Acc: 0.82231 0.94632 Cost: 0.63706 0.40197 0.11573 0.11935 Time: 0.00032
17-02-13 08:51:13 [1] Step: 74000 Eval acc: 0.829805 0.928269 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:54:50 [1] Step: 74500 Acc: 0.81750 0.94596 Cost: 0.70045 0.46837 0.11223 0.11985 Time: 0.00032
17-02-13 08:55:22 [1] Step: 74500 Eval acc: 0.825020 0.926383 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 08:59:04 [1] Step: 75000 Acc: 0.81837 0.94382 Cost: 0.62267 0.44319 0.05944 0.12004 Time: 0.00032
17-02-13 08:59:36 [1] Step: 75000 Eval acc: 0.829601 0.928954 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 08:59:36 [1] Checkpointing.
17-02-13 09:03:15 [1] Step: 75500 Acc: 0.82244 0.94645 Cost: 0.79230 0.54032 0.13161 0.12037 Time: 0.00032
17-02-13 09:03:50 [1] Step: 75500 Eval acc: 0.826649 0.927858 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 09:07:32 [1] Step: 76000 Acc: 0.82500 0.94439 Cost: 1.00492 0.75795 0.12615 0.12081 Time: 0.00032
17-02-13 09:08:04 [1] Step: 76000 Eval acc: 0.820033 0.928602 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 09:11:38 [1] Step: 76500 Acc: 0.81394 0.94777 Cost: 0.92806 0.70656 0.10001 0.12149 Time: 0.00032
17-02-13 09:12:10 [1] Step: 76500 Eval acc: 0.829703 0.930637 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 09:15:59 [1] Step: 77000 Acc: 0.81644 0.94208 Cost: 0.70763 0.51480 0.07128 0.12156 Time: 0.00032
17-02-13 09:16:34 [1] Step: 77000 Eval acc: 0.825224 0.925824 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 09:20:04 [1] Step: 77500 Acc: 0.82356 0.94660 Cost: 0.75889 0.56986 0.06732 0.12171 Time: 0.00032
17-02-13 09:20:39 [1] Step: 77500 Eval acc: 0.825733 0.925197 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 09:24:18 [1] Step: 78000 Acc: 0.82256 0.94686 Cost: 0.59995 0.44179 0.03633 0.12183 Time: 0.00032
17-02-13 09:24:50 [1] Step: 78000 Eval acc: 0.823188 0.930037 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 09:28:34 [1] Step: 78500 Acc: 0.82463 0.94638 Cost: 0.61315 0.37397 0.11714 0.12204 Time: 0.00032
17-02-13 09:29:07 [1] Step: 78500 Eval acc: 0.824206 0.927443 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 09:32:45 [1] Step: 79000 Acc: 0.81450 0.94561 Cost: 0.44058 0.25780 0.06060 0.12217 Time: 0.00032
17-02-13 09:33:16 [1] Step: 79000 Eval acc: 0.828481 0.928061 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 09:36:50 [1] Step: 79500 Acc: 0.81763 0.94454 Cost: 0.58692 0.40961 0.05466 0.12265 Time: 0.00032
17-02-13 09:37:25 [1] Step: 79500 Eval acc: 0.825936 0.928467 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 09:41:05 [1] Step: 80000 Acc: 0.81194 0.94321 Cost: 0.76321 0.61541 0.02475 0.12305 Time: 0.00031
17-02-13 09:41:41 [1] Step: 80000 Eval acc: 0.828481 0.928476 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 09:41:41 [1] Checkpointing.
17-02-13 09:45:21 [1] Step: 80500 Acc: 0.81206 0.94580 Cost: 0.71718 0.55716 0.03687 0.12315 Time: 0.00032
17-02-13 09:45:52 [1] Step: 80500 Eval acc: 0.825326 0.925314 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 09:49:38 [1] Step: 81000 Acc: 0.80875 0.94182 Cost: 0.91142 0.56233 0.22563 0.12346 Time: 0.00032
17-02-13 09:50:10 [1] Step: 81000 Eval acc: 0.823188 0.930195 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 09:53:53 [1] Step: 81500 Acc: 0.81812 0.94667 Cost: 0.50348 0.33524 0.04434 0.12389 Time: 0.00033
17-02-13 09:54:25 [1] Step: 81500 Eval acc: 0.828379 0.929577 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 09:58:28 [1] Step: 82000 Acc: 0.82063 0.94450 Cost: 0.93751 0.73891 0.07466 0.12394 Time: 0.00036
17-02-13 09:59:00 [1] Step: 82000 Eval acc: 0.818506 0.928693 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 10:02:57 [1] Step: 82500 Acc: 0.81431 0.94163 Cost: 0.80399 0.53139 0.14851 0.12410 Time: 0.00033
17-02-13 10:03:31 [1] Step: 82500 Eval acc: 0.827260 0.930113 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 10:07:07 [1] Step: 83000 Acc: 0.82006 0.94453 Cost: 0.60431 0.30843 0.17165 0.12423 Time: 0.00031
17-02-13 10:07:39 [1] Step: 83000 Eval acc: 0.824410 0.929356 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 10:11:10 [1] Step: 83500 Acc: 0.82337 0.94654 Cost: 0.60160 0.39351 0.08371 0.12437 Time: 0.00031
17-02-13 10:11:45 [1] Step: 83500 Eval acc: 0.824919 0.928742 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 10:15:18 [1] Step: 84000 Acc: 0.80981 0.94636 Cost: 0.94729 0.66180 0.16066 0.12483 Time: 0.00031
17-02-13 10:15:49 [1] Step: 84000 Eval acc: 0.819524 0.928738 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 10:19:31 [1] Step: 84500 Acc: 0.81081 0.94272 Cost: 0.78525 0.45669 0.20349 0.12507 Time: 0.00032
17-02-13 10:20:03 [1] Step: 84500 Eval acc: 0.827463 0.930551 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 10:23:44 [1] Step: 85000 Acc: 0.81656 0.94343 Cost: 0.67200 0.46067 0.08623 0.12511 Time: 0.00031
17-02-13 10:24:15 [1] Step: 85000 Eval acc: 0.828787 0.929292 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 10:24:15 [1] Checkpointing.
17-02-13 10:27:57 [1] Step: 85500 Acc: 0.81431 0.94393 Cost: 0.49921 0.31156 0.06219 0.12545 Time: 0.00032
17-02-13 10:28:28 [1] Step: 85500 Eval acc: 0.831535 0.929577 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 10:32:10 [1] Step: 86000 Acc: 0.82325 0.94419 Cost: 0.46186 0.26478 0.07124 0.12583 Time: 0.00032
17-02-13 10:32:44 [1] Step: 86000 Eval acc: 0.830822 0.931250 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 10:36:18 [1] Step: 86500 Acc: 0.83762 0.94861 Cost: 0.49023 0.31650 0.04766 0.12607 Time: 0.00031
17-02-13 10:36:49 [1] Step: 86500 Eval acc: 0.830619 0.927822 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 10:40:26 [1] Step: 87000 Acc: 0.83225 0.94566 Cost: 0.34061 0.11985 0.09392 0.12684 Time: 0.00031
17-02-13 10:41:01 [1] Step: 87000 Eval acc: 0.828278 0.927876 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 10:44:36 [1] Step: 87500 Acc: 0.83237 0.94751 Cost: 0.86661 0.66854 0.07091 0.12716 Time: 0.00031
17-02-13 10:45:08 [1] Step: 87500 Eval acc: 0.828176 0.929243 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 10:48:48 [1] Step: 88000 Acc: 0.82706 0.94394 Cost: 0.48087 0.29771 0.05557 0.12759 Time: 0.00032
17-02-13 10:49:20 [1] Step: 88000 Eval acc: 0.828481 0.929229 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 10:52:56 [1] Step: 88500 Acc: 0.82888 0.94733 Cost: 0.56243 0.37542 0.05891 0.12810 Time: 0.00032
17-02-13 10:53:30 [1] Step: 88500 Eval acc: 0.833367 0.927416 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 10:53:30 [1] Checkpointing with new best dev accuracy of 0.833367
17-02-13 10:57:15 [1] Step: 89000 Acc: 0.82481 0.94349 Cost: 0.63633 0.45677 0.05109 0.12846 Time: 0.00032
17-02-13 10:57:47 [1] Step: 89000 Eval acc: 0.823799 0.930068 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 11:01:28 [1] Step: 89500 Acc: 0.82550 0.94441 Cost: 1.07226 0.77209 0.17154 0.12862 Time: 0.00032
17-02-13 11:01:59 [1] Step: 89500 Eval acc: 0.832349 0.929762 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:05:34 [1] Step: 90000 Acc: 0.83075 0.94733 Cost: 0.82262 0.41407 0.27963 0.12892 Time: 0.00031
17-02-13 11:06:06 [1] Step: 90000 Eval acc: 0.828481 0.930894 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:06:06 [1] Checkpointing.
17-02-13 11:09:47 [1] Step: 90500 Acc: 0.82212 0.94509 Cost: 0.79853 0.57183 0.09718 0.12952 Time: 0.00032
17-02-13 11:10:19 [1] Step: 90500 Eval acc: 0.828888 0.930849 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:14:03 [1] Step: 91000 Acc: 0.82412 0.94534 Cost: 0.60660 0.39425 0.08249 0.12986 Time: 0.00032
17-02-13 11:14:35 [1] Step: 91000 Eval acc: 0.825835 0.927651 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 11:18:14 [1] Step: 91500 Acc: 0.83175 0.94514 Cost: 0.61677 0.45714 0.02945 0.13017 Time: 0.00032
17-02-13 11:18:46 [1] Step: 91500 Eval acc: 0.828685 0.930772 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 11:22:23 [1] Step: 92000 Acc: 0.82125 0.94863 Cost: 0.58986 0.31421 0.14496 0.13068 Time: 0.00031
17-02-13 11:22:55 [1] Step: 92000 Eval acc: 0.826649 0.930068 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 11:26:34 [1] Step: 92500 Acc: 0.82488 0.94495 Cost: 0.54800 0.36174 0.05502 0.13123 Time: 0.00032
17-02-13 11:27:06 [1] Step: 92500 Eval acc: 0.830517 0.927096 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:30:42 [1] Step: 93000 Acc: 0.82063 0.94619 Cost: 0.63788 0.43751 0.06903 0.13133 Time: 0.00031
17-02-13 11:31:14 [1] Step: 93000 Eval acc: 0.830008 0.929089 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:34:55 [1] Step: 93500 Acc: 0.83037 0.94697 Cost: 0.57237 0.38659 0.05450 0.13127 Time: 0.00032
17-02-13 11:35:26 [1] Step: 93500 Eval acc: 0.830721 0.932459 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:39:07 [1] Step: 94000 Acc: 0.82175 0.94636 Cost: 0.83179 0.46510 0.23510 0.13159 Time: 0.00031
17-02-13 11:39:41 [1] Step: 94000 Eval acc: 0.825529 0.929689 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 11:43:19 [1] Step: 94500 Acc: 0.82494 0.94782 Cost: 0.83777 0.62629 0.07979 0.13169 Time: 0.00032
17-02-13 11:43:50 [1] Step: 94500 Eval acc: 0.830110 0.929044 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:47:33 [1] Step: 95000 Acc: 0.82200 0.94471 Cost: 0.52741 0.26676 0.12862 0.13203 Time: 0.00032
17-02-13 11:48:05 [1] Step: 95000 Eval acc: 0.832146 0.930375 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 11:48:05 [1] Checkpointing.
17-02-13 11:51:44 [1] Step: 95500 Acc: 0.82794 0.94405 Cost: 0.53636 0.37126 0.03289 0.13221 Time: 0.00032
17-02-13 11:52:18 [1] Step: 95500 Eval acc: 0.830721 0.929608 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 11:55:54 [1] Step: 96000 Acc: 0.81912 0.94971 Cost: 0.90463 0.65407 0.11840 0.13216 Time: 0.00032
17-02-13 11:56:27 [1] Step: 96000 Eval acc: 0.832655 0.929509 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 12:00:07 [1] Step: 96500 Acc: 0.81806 0.94647 Cost: 0.63398 0.38384 0.11773 0.13241 Time: 0.00032
17-02-13 12:00:42 [1] Step: 96500 Eval acc: 0.835200 0.930037 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 12:00:42 [1] Checkpointing with new best dev accuracy of 0.835200
17-02-13 12:04:17 [1] Step: 97000 Acc: 0.82656 0.95016 Cost: 0.60222 0.39267 0.07699 0.13256 Time: 0.00032
17-02-13 12:04:49 [1] Step: 97000 Eval acc: 0.830721 0.930140 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 12:08:24 [1] Step: 97500 Acc: 0.81644 0.94604 Cost: 0.65451 0.40041 0.11971 0.13439 Time: 0.00032
17-02-13 12:08:56 [1] Step: 97500 Eval acc: 0.824511 0.929216 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 12:12:59 [1] Step: 98000 Acc: 0.82400 0.94618 Cost: 0.65660 0.40375 0.11877 0.13408 Time: 0.00035
17-02-13 12:13:36 [1] Step: 98000 Eval acc: 0.830212 0.929504 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-13 12:17:49 [1] Step: 98500 Acc: 0.81750 0.94749 Cost: 0.89790 0.57583 0.18780 0.13428 Time: 0.00037
17-02-13 12:18:25 [1] Step: 98500 Eval acc: 0.830008 0.930790 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-13 12:22:47 [1] Step: 99000 Acc: 0.81506 0.94314 Cost: 0.86837 0.54494 0.18922 0.13422 Time: 0.00037
17-02-13 12:23:27 [1] Step: 99000 Eval acc: 0.833978 0.929937 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000087
17-02-13 12:27:38 [1] Step: 99500 Acc: 0.82137 0.94625 Cost: 0.82738 0.56235 0.13091 0.13412 Time: 0.00036
17-02-13 12:28:15 [1] Step: 99500 Eval acc: 0.830924 0.931282 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-13 12:32:10 [1] Step: 100000 Acc: 0.82356 0.95104 Cost: 0.55918 0.35503 0.06993 0.13423 Time: 0.00035
17-02-13 12:32:40 [1] Step: 100000 Eval acc: 0.831637 0.929184 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-13 12:32:40 [1] Checkpointing.
17-02-13 12:36:16 [1] Step: 100500 Acc: 0.81894 0.94752 Cost: 0.81161 0.50907 0.16820 0.13435 Time: 0.00031
17-02-13 12:36:50 [1] Step: 100500 Eval acc: 0.828685 0.930438 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 12:40:31 [1] Step: 101000 Acc: 0.82475 0.94997 Cost: 0.65603 0.46968 0.05197 0.13438 Time: 0.00033
17-02-13 12:41:06 [1] Step: 101000 Eval acc: 0.831535 0.927975 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 12:44:46 [1] Step: 101500 Acc: 0.81975 0.94465 Cost: 0.71489 0.40712 0.17333 0.13444 Time: 0.00032
17-02-13 12:45:21 [1] Step: 101500 Eval acc: 0.832960 0.930231 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 12:49:01 [1] Step: 102000 Acc: 0.81869 0.94556 Cost: 0.61922 0.37787 0.10689 0.13446 Time: 0.00031
17-02-13 12:49:36 [1] Step: 102000 Eval acc: 0.833774 0.928408 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 12:53:11 [1] Step: 102500 Acc: 0.82950 0.94812 Cost: 0.47860 0.31680 0.02734 0.13446 Time: 0.00032
17-02-13 12:53:43 [1] Step: 102500 Eval acc: 0.832451 0.927412 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 12:57:26 [1] Step: 103000 Acc: 0.82575 0.94588 Cost: 0.42653 0.14338 0.14815 0.13500 Time: 0.00032
17-02-13 12:58:00 [1] Step: 103000 Eval acc: 0.830721 0.929270 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-13 13:01:36 [1] Step: 103500 Acc: 0.83800 0.94909 Cost: 0.73799 0.53827 0.06446 0.13526 Time: 0.00031
17-02-13 13:02:08 [1] Step: 103500 Eval acc: 0.831128 0.931751 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 13:05:47 [1] Step: 104000 Acc: 0.83694 0.95023 Cost: 0.51671 0.33832 0.04269 0.13570 Time: 0.00032
17-02-13 13:06:19 [1] Step: 104000 Eval acc: 0.831230 0.929486 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 13:09:51 [1] Step: 104500 Acc: 0.83875 0.95120 Cost: 0.51929 0.26690 0.11647 0.13593 Time: 0.00032
17-02-13 13:10:22 [1] Step: 104500 Eval acc: 0.826853 0.929405 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-13 13:14:04 [1] Step: 105000 Acc: 0.83344 0.94986 Cost: 0.86933 0.59922 0.13389 0.13622 Time: 0.00032
17-02-13 13:14:36 [1] Step: 105000 Eval acc: 0.830822 0.930704 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 13:14:36 [1] Checkpointing.
17-02-13 13:18:17 [1] Step: 105500 Acc: 0.83669 0.94632 Cost: 0.50988 0.27601 0.09709 0.13678 Time: 0.00032
17-02-13 13:18:52 [1] Step: 105500 Eval acc: 0.830517 0.929274 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 13:22:34 [1] Step: 106000 Acc: 0.83775 0.94731 Cost: 0.56421 0.35650 0.07078 0.13694 Time: 0.00032
17-02-13 13:23:09 [1] Step: 106000 Eval acc: 0.830517 0.927493 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 13:26:48 [1] Step: 106500 Acc: 0.83025 0.94622 Cost: 0.96070 0.68934 0.13375 0.13761 Time: 0.00032
17-02-13 13:27:20 [1] Step: 106500 Eval acc: 0.831026 0.929157 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 13:30:58 [1] Step: 107000 Acc: 0.83437 0.94881 Cost: 0.66125 0.48188 0.04164 0.13774 Time: 0.00032
17-02-13 13:31:34 [1] Step: 107000 Eval acc: 0.834691 0.930817 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 13:35:17 [1] Step: 107500 Acc: 0.83206 0.94672 Cost: 0.73219 0.46640 0.12796 0.13783 Time: 0.00032
17-02-13 13:35:49 [1] Step: 107500 Eval acc: 0.832960 0.930975 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 13:39:27 [1] Step: 108000 Acc: 0.83600 0.94946 Cost: 0.45206 0.26901 0.04514 0.13791 Time: 0.00032
17-02-13 13:40:02 [1] Step: 108000 Eval acc: 0.832655 0.925747 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 13:43:45 [1] Step: 108500 Acc: 0.83544 0.94597 Cost: 0.72040 0.50897 0.07302 0.13841 Time: 0.00032
17-02-13 13:44:21 [1] Step: 108500 Eval acc: 0.824511 0.930704 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 13:48:05 [1] Step: 109000 Acc: 0.83275 0.94634 Cost: 0.71992 0.47277 0.10868 0.13847 Time: 0.00032
17-02-13 13:48:40 [1] Step: 109000 Eval acc: 0.827260 0.929532 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 13:52:23 [1] Step: 109500 Acc: 0.83325 0.94954 Cost: 0.49085 0.31282 0.03921 0.13881 Time: 0.00033
17-02-13 13:52:56 [1] Step: 109500 Eval acc: 0.835403 0.929437 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-13 13:56:46 [1] Step: 110000 Acc: 0.82900 0.94650 Cost: 0.51212 0.31130 0.06157 0.13925 Time: 0.00033
17-02-13 13:57:23 [1] Step: 110000 Eval acc: 0.830314 0.925959 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-13 13:57:23 [1] Checkpointing.
17-02-13 14:01:08 [1] Step: 110500 Acc: 0.82944 0.94900 Cost: 0.77195 0.43777 0.19461 0.13957 Time: 0.00033
17-02-13 14:01:41 [1] Step: 110500 Eval acc: 0.832553 0.928832 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 14:05:29 [1] Step: 111000 Acc: 0.82925 0.94554 Cost: 0.79809 0.55817 0.10023 0.13969 Time: 0.00033
17-02-13 14:06:01 [1] Step: 111000 Eval acc: 0.830924 0.927452 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 14:09:41 [1] Step: 111500 Acc: 0.82625 0.94962 Cost: 0.63657 0.38161 0.11506 0.13989 Time: 0.00032
17-02-13 14:10:13 [1] Step: 111500 Eval acc: 0.830110 0.929080 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 14:13:52 [1] Step: 112000 Acc: 0.83000 0.94908 Cost: 0.39316 0.19858 0.05453 0.14005 Time: 0.00032
17-02-13 14:14:27 [1] Step: 112000 Eval acc: 0.830822 0.929414 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 14:18:10 [1] Step: 112500 Acc: 0.82663 0.94602 Cost: 0.65469 0.42780 0.08663 0.14026 Time: 0.00032
17-02-13 14:18:45 [1] Step: 112500 Eval acc: 0.831128 0.929071 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 14:22:28 [1] Step: 113000 Acc: 0.82531 0.94511 Cost: 0.74275 0.57392 0.02823 0.14059 Time: 0.00032
17-02-13 14:23:03 [1] Step: 113000 Eval acc: 0.830924 0.927403 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 14:26:43 [1] Step: 113500 Acc: 0.82494 0.94829 Cost: 0.61943 0.43462 0.04424 0.14057 Time: 0.00032
17-02-13 14:27:15 [1] Step: 113500 Eval acc: 0.833164 0.928999 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 14:31:07 [1] Step: 114000 Acc: 0.82656 0.94521 Cost: 0.77824 0.53428 0.10318 0.14078 Time: 0.00033
17-02-13 14:31:38 [1] Step: 114000 Eval acc: 0.833876 0.928481 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 14:35:22 [1] Step: 114500 Acc: 0.82463 0.94926 Cost: 0.73477 0.46496 0.12893 0.14089 Time: 0.00033
17-02-13 14:36:02 [1] Step: 114500 Eval acc: 0.836116 0.929847 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-13 14:39:51 [1] Step: 115000 Acc: 0.83100 0.94701 Cost: 0.57338 0.38142 0.05111 0.14084 Time: 0.00033
17-02-13 14:40:23 [1] Step: 115000 Eval acc: 0.835912 0.930181 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 14:40:23 [1] Checkpointing.
17-02-13 14:44:08 [1] Step: 115500 Acc: 0.82775 0.94555 Cost: 0.71066 0.47444 0.09432 0.14191 Time: 0.00032
17-02-13 14:44:43 [1] Step: 115500 Eval acc: 0.833469 0.925959 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 14:48:32 [1] Step: 116000 Acc: 0.82244 0.94680 Cost: 0.59061 0.40724 0.04173 0.14164 Time: 0.00033
17-02-13 14:49:09 [1] Step: 116000 Eval acc: 0.833876 0.929865 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-13 14:52:55 [1] Step: 116500 Acc: 0.83000 0.94804 Cost: 0.58846 0.36719 0.07939 0.14188 Time: 0.00033
17-02-13 14:53:28 [1] Step: 116500 Eval acc: 0.827972 0.929216 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-13 14:57:12 [1] Step: 117000 Acc: 0.82131 0.94650 Cost: 0.87196 0.70091 0.02834 0.14271 Time: 0.00033
17-02-13 14:57:49 [1] Step: 117000 Eval acc: 0.832553 0.930190 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-13 15:01:33 [1] Step: 117500 Acc: 0.83000 0.95005 Cost: 0.75364 0.48634 0.12483 0.14247 Time: 0.00033
17-02-13 15:02:06 [1] Step: 117500 Eval acc: 0.832858 0.928431 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-13 15:05:52 [1] Step: 118000 Acc: 0.82544 0.94928 Cost: 0.62252 0.38695 0.09331 0.14226 Time: 0.00033
17-02-13 15:06:28 [1] Step: 118000 Eval acc: 0.834487 0.930370 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-13 15:10:15 [1] Step: 118500 Acc: 0.82706 0.94782 Cost: 0.70630 0.49222 0.07167 0.14241 Time: 0.00033
17-02-13 15:10:48 [1] Step: 118500 Eval acc: 0.829499 0.927975 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-13 15:14:35 [1] Step: 119000 Acc: 0.82425 0.94880 Cost: 0.54250 0.32586 0.07436 0.14229 Time: 0.00033
17-02-13 15:15:11 [1] Step: 119000 Eval acc: 0.831739 0.930005 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-13 15:19:08 [1] Step: 119500 Acc: 0.83237 0.94546 Cost: 0.54147 0.33493 0.06433 0.14222 Time: 0.00034
17-02-13 15:19:47 [1] Step: 119500 Eval acc: 0.834080 0.932319 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000084
17-02-13 15:24:03 [1] Step: 120000 Acc: 0.82500 0.94631 Cost: 1.23550 0.75416 0.33912 0.14221 Time: 0.00037
17-02-13 15:24:38 [1] Step: 120000 Eval acc: 0.838559 0.930880 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 15:24:38 [1] Checkpointing with new best dev accuracy of 0.838559
17-02-13 15:24:38 [1] Checkpointing.
17-02-13 15:28:34 [1] Step: 120500 Acc: 0.83744 0.94442 Cost: 0.75416 0.52964 0.08171 0.14281 Time: 0.00033
17-02-13 15:29:06 [1] Step: 120500 Eval acc: 0.833469 0.932125 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 15:32:49 [1] Step: 121000 Acc: 0.84313 0.94683 Cost: 1.19262 0.76195 0.28768 0.14300 Time: 0.00032
17-02-13 15:33:24 [1] Step: 121000 Eval acc: 0.835403 0.930889 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 15:37:10 [1] Step: 121500 Acc: 0.83875 0.94634 Cost: 0.73185 0.52944 0.05911 0.14330 Time: 0.00032
17-02-13 15:37:45 [1] Step: 121500 Eval acc: 0.838151 0.932283 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 15:41:25 [1] Step: 122000 Acc: 0.84037 0.94744 Cost: 0.55818 0.37423 0.04028 0.14366 Time: 0.00032
17-02-13 15:41:58 [1] Step: 122000 Eval acc: 0.831840 0.930614 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 15:45:45 [1] Step: 122500 Acc: 0.84081 0.94943 Cost: 0.41704 0.22135 0.05172 0.14397 Time: 0.00032
17-02-13 15:46:17 [1] Step: 122500 Eval acc: 0.838660 0.929180 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 15:49:58 [1] Step: 123000 Acc: 0.83875 0.94814 Cost: 0.52914 0.32462 0.06031 0.14421 Time: 0.00032
17-02-13 15:50:33 [1] Step: 123000 Eval acc: 0.833062 0.930425 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 15:54:14 [1] Step: 123500 Acc: 0.84113 0.94748 Cost: 0.48443 0.28605 0.05365 0.14473 Time: 0.00032
17-02-13 15:54:46 [1] Step: 123500 Eval acc: 0.830212 0.929085 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 15:58:32 [1] Step: 124000 Acc: 0.84019 0.94623 Cost: 0.68759 0.43379 0.10894 0.14486 Time: 0.00033
17-02-13 15:59:04 [1] Step: 124000 Eval acc: 0.836828 0.931088 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:02:46 [1] Step: 124500 Acc: 0.83806 0.94991 Cost: 0.90531 0.68547 0.07470 0.14515 Time: 0.00032
17-02-13 16:03:21 [1] Step: 124500 Eval acc: 0.833265 0.929689 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 16:07:02 [1] Step: 125000 Acc: 0.83788 0.94833 Cost: 0.54050 0.31515 0.07990 0.14545 Time: 0.00032
17-02-13 16:07:34 [1] Step: 125000 Eval acc: 0.831331 0.931728 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:07:34 [1] Checkpointing.
17-02-13 16:11:17 [1] Step: 125500 Acc: 0.84000 0.95023 Cost: 0.67370 0.46941 0.05863 0.14566 Time: 0.00032
17-02-13 16:11:50 [1] Step: 125500 Eval acc: 0.834589 0.930190 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 16:15:28 [1] Step: 126000 Acc: 0.83306 0.94981 Cost: 0.50286 0.13749 0.21953 0.14584 Time: 0.00032
17-02-13 16:16:00 [1] Step: 126000 Eval acc: 0.830110 0.929374 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:19:40 [1] Step: 126500 Acc: 0.84300 0.95200 Cost: 0.55454 0.33757 0.07111 0.14586 Time: 0.00032
17-02-13 16:20:12 [1] Step: 126500 Eval acc: 0.832553 0.931142 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:23:58 [1] Step: 127000 Acc: 0.83500 0.94671 Cost: 0.73660 0.47634 0.11406 0.14621 Time: 0.00032
17-02-13 16:24:31 [1] Step: 127000 Eval acc: 0.832044 0.930181 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 16:28:20 [1] Step: 127500 Acc: 0.83456 0.94632 Cost: 0.49831 0.30313 0.04884 0.14635 Time: 0.00032
17-02-13 16:28:52 [1] Step: 127500 Eval acc: 0.830415 0.930240 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:32:30 [1] Step: 128000 Acc: 0.83469 0.95205 Cost: 0.61028 0.33058 0.13343 0.14627 Time: 0.00032
17-02-13 16:33:02 [1] Step: 128000 Eval acc: 0.830924 0.930068 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 16:36:49 [1] Step: 128500 Acc: 0.83981 0.94892 Cost: 0.67356 0.41177 0.11524 0.14656 Time: 0.00033
17-02-13 16:37:22 [1] Step: 128500 Eval acc: 0.832655 0.931146 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 16:41:09 [1] Step: 129000 Acc: 0.84031 0.94812 Cost: 0.47053 0.18429 0.13968 0.14656 Time: 0.00033
17-02-13 16:41:42 [1] Step: 129000 Eval acc: 0.834792 0.930718 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:45:24 [1] Step: 129500 Acc: 0.83450 0.94967 Cost: 0.72135 0.49965 0.07496 0.14675 Time: 0.00033
17-02-13 16:45:59 [1] Step: 129500 Eval acc: 0.837744 0.928476 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 16:49:43 [1] Step: 130000 Acc: 0.82431 0.94830 Cost: 0.93743 0.63651 0.15366 0.14726 Time: 0.00032
17-02-13 16:50:15 [1] Step: 130000 Eval acc: 0.836116 0.928016 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 16:50:15 [1] Checkpointing.
17-02-13 16:53:54 [1] Step: 130500 Acc: 0.82969 0.95148 Cost: 0.85600 0.69211 0.01649 0.14741 Time: 0.00032
17-02-13 16:54:30 [1] Step: 130500 Eval acc: 0.827463 0.930434 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 16:58:12 [1] Step: 131000 Acc: 0.83075 0.94928 Cost: 0.55922 0.33404 0.07775 0.14743 Time: 0.00032
17-02-13 16:58:44 [1] Step: 131000 Eval acc: 0.832757 0.929771 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 17:02:25 [1] Step: 131500 Acc: 0.83388 0.94954 Cost: 0.53775 0.28853 0.10166 0.14756 Time: 0.00032
17-02-13 17:03:01 [1] Step: 131500 Eval acc: 0.833571 0.929707 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 17:06:45 [1] Step: 132000 Acc: 0.83600 0.94900 Cost: 0.59781 0.29442 0.15544 0.14795 Time: 0.00032
17-02-13 17:07:17 [1] Step: 132000 Eval acc: 0.833367 0.930380 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 17:10:54 [1] Step: 132500 Acc: 0.82606 0.95255 Cost: 1.00032 0.68447 0.16777 0.14807 Time: 0.00032
17-02-13 17:11:27 [1] Step: 132500 Eval acc: 0.835098 0.929080 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 17:15:13 [1] Step: 133000 Acc: 0.82719 0.94881 Cost: 1.07697 0.87224 0.05662 0.14811 Time: 0.00033
17-02-13 17:15:46 [1] Step: 133000 Eval acc: 0.836319 0.932134 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 17:19:25 [1] Step: 133500 Acc: 0.83200 0.95060 Cost: 0.75698 0.47863 0.13008 0.14827 Time: 0.00032
17-02-13 17:19:57 [1] Step: 133500 Eval acc: 0.834589 0.926491 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 17:23:35 [1] Step: 134000 Acc: 0.83213 0.95128 Cost: 0.77297 0.57685 0.04773 0.14839 Time: 0.00032
17-02-13 17:24:08 [1] Step: 134000 Eval acc: 0.829499 0.930564 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 17:27:57 [1] Step: 134500 Acc: 0.82900 0.94597 Cost: 0.46450 0.26881 0.04723 0.14846 Time: 0.00033
17-02-13 17:28:29 [1] Step: 134500 Eval acc: 0.834996 0.931232 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 17:32:19 [1] Step: 135000 Acc: 0.82819 0.94787 Cost: 0.71485 0.37919 0.18729 0.14838 Time: 0.00032
17-02-13 17:32:52 [1] Step: 135000 Eval acc: 0.829703 0.928435 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 17:32:52 [1] Checkpointing.
17-02-13 17:36:33 [1] Step: 135500 Acc: 0.83050 0.94975 Cost: 0.69919 0.48215 0.06857 0.14848 Time: 0.00033
17-02-13 17:37:08 [1] Step: 135500 Eval acc: 0.830721 0.931200 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 17:40:52 [1] Step: 136000 Acc: 0.82656 0.94784 Cost: 0.68817 0.30278 0.23671 0.14868 Time: 0.00032
17-02-13 17:41:28 [1] Step: 136000 Eval acc: 0.830314 0.929252 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 17:45:13 [1] Step: 136500 Acc: 0.82850 0.94557 Cost: 0.55373 0.35482 0.04954 0.14938 Time: 0.00032
17-02-13 17:45:46 [1] Step: 136500 Eval acc: 0.823290 0.928625 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 17:49:27 [1] Step: 137000 Acc: 0.82962 0.95126 Cost: 0.76338 0.52016 0.09347 0.14976 Time: 0.00032
17-02-13 17:50:03 [1] Step: 137000 Eval acc: 0.834996 0.929599 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 17:53:49 [1] Step: 137500 Acc: 0.84206 0.94848 Cost: 0.40115 0.18386 0.06740 0.14990 Time: 0.00033
17-02-13 17:54:21 [1] Step: 137500 Eval acc: 0.835403 0.931787 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 17:58:12 [1] Step: 138000 Acc: 0.84737 0.94834 Cost: 0.39929 0.18669 0.06275 0.14985 Time: 0.00033
17-02-13 17:58:45 [1] Step: 138000 Eval acc: 0.835098 0.927917 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 18:02:26 [1] Step: 138500 Acc: 0.84044 0.94891 Cost: 0.58394 0.34723 0.08592 0.15079 Time: 0.00032
17-02-13 18:03:02 [1] Step: 138500 Eval acc: 0.829397 0.929058 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 18:06:42 [1] Step: 139000 Acc: 0.84175 0.95063 Cost: 0.49423 0.31133 0.03191 0.15099 Time: 0.00032
17-02-13 18:07:15 [1] Step: 139000 Eval acc: 0.832451 0.928814 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 18:10:59 [1] Step: 139500 Acc: 0.84913 0.95031 Cost: 0.57159 0.32546 0.09469 0.15143 Time: 0.00032
17-02-13 18:11:34 [1] Step: 139500 Eval acc: 0.831637 0.929356 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 18:15:15 [1] Step: 140000 Acc: 0.85013 0.95079 Cost: 0.72999 0.53913 0.03906 0.15180 Time: 0.00032
17-02-13 18:15:47 [1] Step: 140000 Eval acc: 0.829703 0.930772 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 18:15:47 [1] Checkpointing.
17-02-13 18:19:29 [1] Step: 140500 Acc: 0.83781 0.94993 Cost: 0.81132 0.58019 0.07926 0.15187 Time: 0.00032
17-02-13 18:20:04 [1] Step: 140500 Eval acc: 0.835708 0.930817 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 18:23:48 [1] Step: 141000 Acc: 0.84494 0.94926 Cost: 0.61048 0.42544 0.03339 0.15165 Time: 0.00032
17-02-13 18:24:21 [1] Step: 141000 Eval acc: 0.835505 0.932477 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 18:28:03 [1] Step: 141500 Acc: 0.84000 0.94866 Cost: 0.75929 0.50421 0.10261 0.15247 Time: 0.00032
17-02-13 18:28:38 [1] Step: 141500 Eval acc: 0.833774 0.929252 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 18:32:25 [1] Step: 142000 Acc: 0.84062 0.94670 Cost: 0.72256 0.42753 0.14243 0.15259 Time: 0.00032
17-02-13 18:33:01 [1] Step: 142000 Eval acc: 0.837643 0.930564 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 18:36:43 [1] Step: 142500 Acc: 0.84281 0.95125 Cost: 0.92254 0.63427 0.13592 0.15236 Time: 0.00032
17-02-13 18:37:15 [1] Step: 142500 Eval acc: 0.832655 0.930677 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 18:40:55 [1] Step: 143000 Acc: 0.84119 0.95253 Cost: 0.76081 0.55944 0.04904 0.15233 Time: 0.00033
17-02-13 18:41:30 [1] Step: 143000 Eval acc: 0.836625 0.930312 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 18:45:08 [1] Step: 143500 Acc: 0.84206 0.95233 Cost: 0.44599 0.21398 0.07958 0.15243 Time: 0.00032
17-02-13 18:45:44 [1] Step: 143500 Eval acc: 0.834894 0.930596 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 18:49:18 [1] Step: 144000 Acc: 0.83956 0.95176 Cost: 0.72582 0.49694 0.07566 0.15322 Time: 0.00032
17-02-13 18:49:54 [1] Step: 144000 Eval acc: 0.833164 0.925332 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 18:53:37 [1] Step: 144500 Acc: 0.83500 0.94812 Cost: 0.52296 0.29180 0.07716 0.15400 Time: 0.00032
17-02-13 18:54:10 [1] Step: 144500 Eval acc: 0.838253 0.929586 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 18:58:01 [1] Step: 145000 Acc: 0.84119 0.94643 Cost: 0.58116 0.39028 0.03696 0.15393 Time: 0.00033
17-02-13 18:58:36 [1] Step: 145000 Eval acc: 0.831637 0.927105 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 18:58:36 [1] Checkpointing.
17-02-13 19:02:20 [1] Step: 145500 Acc: 0.83706 0.94714 Cost: 0.72505 0.36432 0.20686 0.15387 Time: 0.00033
17-02-13 19:02:53 [1] Step: 145500 Eval acc: 0.834894 0.930939 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 19:06:41 [1] Step: 146000 Acc: 0.83350 0.94789 Cost: 0.94514 0.70764 0.08371 0.15378 Time: 0.00033
17-02-13 19:07:13 [1] Step: 146000 Eval acc: 0.835301 0.928377 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 19:10:59 [1] Step: 146500 Acc: 0.83669 0.94759 Cost: 0.74275 0.45209 0.13696 0.15370 Time: 0.00033
17-02-13 19:11:35 [1] Step: 146500 Eval acc: 0.837032 0.929883 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 19:15:19 [1] Step: 147000 Acc: 0.83950 0.94710 Cost: 0.60399 0.40989 0.04027 0.15383 Time: 0.00032
17-02-13 19:15:54 [1] Step: 147000 Eval acc: 0.832146 0.930199 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 19:19:37 [1] Step: 147500 Acc: 0.83531 0.94695 Cost: 0.81876 0.49350 0.17101 0.15425 Time: 0.00032
17-02-13 19:20:10 [1] Step: 147500 Eval acc: 0.835301 0.928147 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 19:23:50 [1] Step: 148000 Acc: 0.83650 0.95124 Cost: 0.89104 0.67298 0.06406 0.15399 Time: 0.00032
17-02-13 19:24:25 [1] Step: 148000 Eval acc: 0.838253 0.933027 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 19:28:07 [1] Step: 148500 Acc: 0.83250 0.94975 Cost: 0.65551 0.38965 0.11132 0.15454 Time: 0.00032
17-02-13 19:28:40 [1] Step: 148500 Eval acc: 0.835403 0.931999 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 19:32:30 [1] Step: 149000 Acc: 0.82862 0.94485 Cost: 0.65179 0.32404 0.17302 0.15472 Time: 0.00033
17-02-13 19:33:02 [1] Step: 149000 Eval acc: 0.834487 0.926126 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 19:36:49 [1] Step: 149500 Acc: 0.82856 0.94780 Cost: 0.51170 0.30826 0.04876 0.15468 Time: 0.00033
17-02-13 19:37:21 [1] Step: 149500 Eval acc: 0.836726 0.929613 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 19:41:10 [1] Step: 150000 Acc: 0.82781 0.94934 Cost: 0.64410 0.40761 0.08201 0.15449 Time: 0.00033
17-02-13 19:41:42 [1] Step: 150000 Eval acc: 0.835708 0.931336 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 19:41:42 [1] Checkpointing.
17-02-13 19:45:32 [1] Step: 150500 Acc: 0.83162 0.94701 Cost: 0.74828 0.47966 0.11402 0.15461 Time: 0.00032
17-02-13 19:46:04 [1] Step: 150500 Eval acc: 0.836421 0.931237 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 19:49:52 [1] Step: 151000 Acc: 0.83206 0.95031 Cost: 0.58970 0.29680 0.13816 0.15475 Time: 0.00033
17-02-13 19:50:24 [1] Step: 151000 Eval acc: 0.837846 0.927515 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 19:54:15 [1] Step: 151500 Acc: 0.83650 0.94865 Cost: 0.83729 0.54518 0.13740 0.15472 Time: 0.00033
17-02-13 19:54:53 [1] Step: 151500 Eval acc: 0.835301 0.931530 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000082
17-02-13 19:58:53 [1] Step: 152000 Acc: 0.83731 0.94868 Cost: 0.97620 0.71491 0.10662 0.15467 Time: 0.00035
17-02-13 19:59:29 [1] Step: 152000 Eval acc: 0.836319 0.930375 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 20:03:00 [1] Step: 152500 Acc: 0.83662 0.95361 Cost: 0.73853 0.54991 0.03386 0.15476 Time: 0.00032
17-02-13 20:03:32 [1] Step: 152500 Eval acc: 0.836625 0.929667 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 20:07:06 [1] Step: 153000 Acc: 0.83188 0.95268 Cost: 0.54881 0.31919 0.07481 0.15481 Time: 0.00032
17-02-13 20:07:38 [1] Step: 153000 Eval acc: 0.842732 0.931647 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 20:07:38 [1] Checkpointing with new best dev accuracy of 0.842732
17-02-13 20:11:24 [1] Step: 153500 Acc: 0.83319 0.94713 Cost: 0.51567 0.30194 0.05802 0.15571 Time: 0.00033
17-02-13 20:11:56 [1] Step: 153500 Eval acc: 0.837948 0.929035 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 20:15:38 [1] Step: 154000 Acc: 0.83919 0.94951 Cost: 0.81773 0.57149 0.09064 0.15560 Time: 0.00032
17-02-13 20:16:12 [1] Step: 154000 Eval acc: 0.837337 0.928490 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 20:19:59 [1] Step: 154500 Acc: 0.84069 0.94876 Cost: 0.57724 0.34366 0.07810 0.15549 Time: 0.00032
17-02-13 20:20:34 [1] Step: 154500 Eval acc: 0.837337 0.931074 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 20:24:23 [1] Step: 155000 Acc: 0.85113 0.94740 Cost: 0.73218 0.45873 0.11796 0.15549 Time: 0.00032
17-02-13 20:24:56 [1] Step: 155000 Eval acc: 0.836625 0.929825 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 20:24:56 [1] Checkpointing.
17-02-13 20:28:37 [1] Step: 155500 Acc: 0.84775 0.95062 Cost: 0.77540 0.51504 0.10447 0.15588 Time: 0.00032
17-02-13 20:29:12 [1] Step: 155500 Eval acc: 0.838355 0.930736 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 20:32:48 [1] Step: 156000 Acc: 0.84956 0.95156 Cost: 0.49100 0.29433 0.04028 0.15639 Time: 0.00032
17-02-13 20:33:23 [1] Step: 156000 Eval acc: 0.835607 0.927380 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-13 20:37:00 [1] Step: 156500 Acc: 0.84969 0.95344 Cost: 0.60861 0.32096 0.13092 0.15673 Time: 0.00032
17-02-13 20:37:32 [1] Step: 156500 Eval acc: 0.837439 0.931503 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-13 20:41:14 [1] Step: 157000 Acc: 0.85062 0.94682 Cost: 0.45547 0.23089 0.06775 0.15683 Time: 0.00032
17-02-13 20:41:50 [1] Step: 157000 Eval acc: 0.831433 0.929757 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 20:45:29 [1] Step: 157500 Acc: 0.84356 0.94914 Cost: 0.73434 0.50897 0.06791 0.15746 Time: 0.00032
17-02-13 20:46:01 [1] Step: 157500 Eval acc: 0.839780 0.929247 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 20:49:37 [1] Step: 158000 Acc: 0.84250 0.95249 Cost: 0.83261 0.55604 0.11888 0.15769 Time: 0.00032
17-02-13 20:50:09 [1] Step: 158000 Eval acc: 0.836828 0.930961 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 20:53:41 [1] Step: 158500 Acc: 0.84600 0.95121 Cost: 0.80247 0.51754 0.12650 0.15843 Time: 0.00032
17-02-13 20:54:17 [1] Step: 158500 Eval acc: 0.837439 0.929694 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 20:57:59 [1] Step: 159000 Acc: 0.84506 0.94901 Cost: 0.89652 0.69212 0.04593 0.15847 Time: 0.00032
17-02-13 20:58:31 [1] Step: 159000 Eval acc: 0.835505 0.928517 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:02:16 [1] Step: 159500 Acc: 0.84450 0.95011 Cost: 0.62178 0.42265 0.04062 0.15852 Time: 0.00032
17-02-13 21:02:48 [1] Step: 159500 Eval acc: 0.834996 0.929698 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:06:31 [1] Step: 160000 Acc: 0.84213 0.94870 Cost: 0.43638 0.21516 0.06273 0.15850 Time: 0.00032
17-02-13 21:07:06 [1] Step: 160000 Eval acc: 0.835708 0.930077 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 21:07:06 [1] Checkpointing.
17-02-13 21:10:45 [1] Step: 160500 Acc: 0.84262 0.95187 Cost: 0.41603 0.20097 0.05607 0.15899 Time: 0.00032
17-02-13 21:11:17 [1] Step: 160500 Eval acc: 0.828176 0.931313 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:14:56 [1] Step: 161000 Acc: 0.84137 0.95295 Cost: 0.67061 0.46509 0.04611 0.15941 Time: 0.00032
17-02-13 21:15:28 [1] Step: 161000 Eval acc: 0.837439 0.929148 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 21:19:09 [1] Step: 161500 Acc: 0.84369 0.94931 Cost: 0.64307 0.42316 0.06007 0.15984 Time: 0.00032
17-02-13 21:19:41 [1] Step: 161500 Eval acc: 0.837032 0.930907 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:23:26 [1] Step: 162000 Acc: 0.84569 0.95003 Cost: 0.71656 0.48653 0.07020 0.15983 Time: 0.00033
17-02-13 21:23:58 [1] Step: 162000 Eval acc: 0.836116 0.927718 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:27:51 [1] Step: 162500 Acc: 0.84094 0.94523 Cost: 0.64348 0.45144 0.03230 0.15974 Time: 0.00032
17-02-13 21:28:26 [1] Step: 162500 Eval acc: 0.830619 0.930303 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 21:32:07 [1] Step: 163000 Acc: 0.84069 0.95121 Cost: 0.54050 0.24815 0.13263 0.15971 Time: 0.00032
17-02-13 21:32:39 [1] Step: 163000 Eval acc: 0.839068 0.931904 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:36:19 [1] Step: 163500 Acc: 0.84494 0.95055 Cost: 0.81345 0.53380 0.11975 0.15990 Time: 0.00032
17-02-13 21:36:55 [1] Step: 163500 Eval acc: 0.838966 0.931169 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-13 21:40:39 [1] Step: 164000 Acc: 0.84037 0.94740 Cost: 0.60208 0.38228 0.05884 0.16095 Time: 0.00032
17-02-13 21:41:14 [1] Step: 164000 Eval acc: 0.832655 0.928589 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 21:44:57 [1] Step: 164500 Acc: 0.83231 0.94492 Cost: 0.42813 0.22262 0.04373 0.16177 Time: 0.00032
17-02-13 21:45:28 [1] Step: 164500 Eval acc: 0.833876 0.931453 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:49:15 [1] Step: 165000 Acc: 0.83706 0.94968 Cost: 0.56854 0.39078 0.01638 0.16137 Time: 0.00033
17-02-13 21:49:47 [1] Step: 165000 Eval acc: 0.836319 0.929829 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 21:49:47 [1] Checkpointing.
17-02-13 21:53:31 [1] Step: 165500 Acc: 0.83844 0.94893 Cost: 0.71522 0.48285 0.07078 0.16159 Time: 0.00032
17-02-13 21:54:06 [1] Step: 165500 Eval acc: 0.834385 0.931381 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 21:57:50 [1] Step: 166000 Acc: 0.83775 0.94894 Cost: 0.76911 0.54694 0.06042 0.16175 Time: 0.00032
17-02-13 21:58:25 [1] Step: 166000 Eval acc: 0.838151 0.932815 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 22:02:06 [1] Step: 166500 Acc: 0.83688 0.95023 Cost: 0.68909 0.40934 0.11766 0.16208 Time: 0.00032
17-02-13 22:02:39 [1] Step: 166500 Eval acc: 0.836726 0.932450 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 22:06:27 [1] Step: 167000 Acc: 0.83544 0.94906 Cost: 0.63327 0.33298 0.13854 0.16175 Time: 0.00033
17-02-13 22:06:59 [1] Step: 167000 Eval acc: 0.838660 0.930709 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 22:10:40 [1] Step: 167500 Acc: 0.83731 0.95152 Cost: 0.47525 0.20338 0.11045 0.16143 Time: 0.00032
17-02-13 22:11:12 [1] Step: 167500 Eval acc: 0.840900 0.932229 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 22:14:49 [1] Step: 168000 Acc: 0.83181 0.95140 Cost: 0.73243 0.51420 0.05713 0.16110 Time: 0.00032
17-02-13 22:15:22 [1] Step: 168000 Eval acc: 0.836930 0.928715 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 22:19:08 [1] Step: 168500 Acc: 0.83744 0.94997 Cost: 0.63333 0.35289 0.11943 0.16102 Time: 0.00032
17-02-13 22:19:40 [1] Step: 168500 Eval acc: 0.833978 0.930641 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-13 22:23:22 [1] Step: 169000 Acc: 0.83550 0.94625 Cost: 0.93382 0.67747 0.09414 0.16221 Time: 0.00032
17-02-13 22:23:57 [1] Step: 169000 Eval acc: 0.833062 0.931850 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-13 23:55:28 [1] Flag values:
{ '?': None,
'actively_decay_learning_rate': True,
'batch_size': 32,
'branch_name': 'master',
'bucket_eval': True,
'ckpt_interval_steps': 5000,
'ckpt_on_best_dev_error': True,
'ckpt_path': '/scratch/apd283/spinn-logs',
'ckpt_step': 1000,
'clipping_max_value': 5.0,
'data_type': 'snli',
'debug': False,
'deque_length': None,
'embedding_data_path': '/scratch/apd283/glove/glove.840B.300d.txt',
'embedding_keep_rate': 0.94,
'encode_bidirectional': True,
'encode_num_layers': 1,
'encode_reverse': False,
'eval_data_limit': -1,
'eval_data_path': '/scratch/apd283/snli_1.0/snli_1.0_dev.jsonl',
'eval_interval_steps': 500,
'eval_seq_length': 150,
'expanded_eval_only_mode': False,
'experiment_name': 'snli-17-enc-parse-0',
'gpu': 0,
'help': None,
'helpshort': None,
'helpxml': None,
'init_range': 0.005,
'l2_lambda': 1e-05,
'lateral_tracking': True,
'learning_rate': 0.0003,
'learning_rate_decay_per_10k_steps': 0.75,
'load_best': False,
'log_path': '/scratch/apd283/spinn-logs',
'metrics_interval_steps': 10,
'metrics_path': '/scratch/apd283/spinn-logs',
'mlp_bn': True,
'mlp_dim': 1024,
'model_dim': 600,
'model_type': 'SPINN',
'num_mlp_layers': 2,
'optimizer_type': 'Adam',
'rl_baseline': 'ema',
'rl_mu': 0.1,
'rl_reward': 'standard',
'semantic_classifier_keep_rate': 0.94,
'seq_length': 150,
'sha': 'fcde5ed28371f52fbf92baaf1ebb08d4c45f479b',
'show_progress_bar': True,
'shuffle_eval': False,
'shuffle_eval_seed': 123,
'smart_batching': True,
'statistics_interval_steps': 500,
'tracking_lstm_hidden_dim': 40,
'training_data_path': '/scratch/apd283/snli_1.0/snli_1.0_train.jsonl',
'training_steps': 250000,
'transition_weight': 1.0,
'truncate_eval_batch': True,
'truncate_train_batch': True,
'use_difference_feature': True,
'use_encode': True,
'use_internal_parser': True,
'use_l2_cost': True,
'use_left_padding': True,
'use_peano': True,
'use_product_feature': True,
'use_skips': False,
'use_tracking_in_composition': True,
'validate_transitions': True,
'word_embedding_dim': 300}
17-02-13 23:56:03 [1] In open vocabulary mode. Using loaded embeddings without fine-tuning.
17-02-13 23:56:03 [1] Constructing vocabulary...
17-02-13 23:56:05 [1] Found 36675 word types.
17-02-13 23:56:18 [1] Loading vocabulary with 32589 words from /scratch/apd283/glove/glove.840B.300d.txt
17-02-13 23:56:46 [1] Preprocessing training data.
17-02-13 23:57:12 [1] Preprocessing eval data: /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl
17-02-13 23:57:20 [1] Building model.
17-02-13 23:57:21 [1] Found checkpoint, restoring.
17-02-13 23:57:22 [1] Resuming at step: 165000 with best dev accuracy: 0.842732084691
17-02-13 23:57:22 [1] Architecture: SentencePairModel (
(embed): Embed (
(projection): Linear (300 -> 600)
)
(encode): LSTM(600, 300, batch_first=True, bidirectional=True)
(spinn): SPINN (
(reduce): Reduce (
(left): CustomLinear (300 -> 1500)
(right): CustomLinear (300 -> 1500)
(track): CustomLinear (40 -> 1500)
)
(tracker): Tracker (
(buf): CustomLinear (300 -> 160)
(stack1): CustomLinear (300 -> 160)
(stack2): CustomLinear (300 -> 160)
(lateral): CustomLinear (40 -> 160)
)
(transition_net): Linear (40 -> 2)
)
(mlp): MLP (
(bn_inp): BatchNorm1d(1200, eps=1e-05, momentum=0.1, affine=True)
(l0): CustomLinear (1200 -> 1024)
(bn0): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True)
(l1): CustomLinear (1024 -> 1024)
(bn1): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True)
(l2): CustomLinear (1024 -> 3)
)
)
17-02-13 23:57:22 [1] Total params: 5746537.0
17-02-13 23:57:22 [1] Training.
17-02-13 23:57:28 [1] Step: 165000 Acc: 0.81250 0.97697 Cost: 0.83791 0.60722 0.06932 0.16137 Time: 0.00449
17-02-13 23:58:00 [1] Step: 165000 Eval acc: 0.835098 0.929486 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-13 23:58:00 [1] Checkpointing.
17-02-14 00:01:46 [1] Step: 165500 Acc: 0.84962 0.94555 Cost: 0.54688 0.33960 0.04561 0.16167 Time: 0.00032
17-02-14 00:02:18 [1] Step: 165500 Eval acc: 0.836014 0.931624 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:05:54 [1] Step: 166000 Acc: 0.85106 0.95166 Cost: 0.62034 0.35066 0.10804 0.16165 Time: 0.00032
17-02-14 00:06:29 [1] Step: 166000 Eval acc: 0.835403 0.929658 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 00:10:05 [1] Step: 166500 Acc: 0.84981 0.95380 Cost: 0.52935 0.30247 0.06496 0.16192 Time: 0.00032
17-02-14 00:10:37 [1] Step: 166500 Eval acc: 0.837032 0.931191 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 00:14:19 [1] Step: 167000 Acc: 0.84913 0.94801 Cost: 0.70526 0.47554 0.06752 0.16220 Time: 0.00032
17-02-14 00:14:51 [1] Step: 167000 Eval acc: 0.838966 0.929784 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:18:29 [1] Step: 167500 Acc: 0.85013 0.95065 Cost: 0.70662 0.47196 0.07222 0.16244 Time: 0.00032
17-02-14 00:19:04 [1] Step: 167500 Eval acc: 0.835607 0.931439 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 00:22:40 [1] Step: 168000 Acc: 0.84325 0.95109 Cost: 0.60058 0.32871 0.10907 0.16280 Time: 0.00031
17-02-14 00:23:12 [1] Step: 168000 Eval acc: 0.833673 0.931895 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:26:45 [1] Step: 168500 Acc: 0.84950 0.95184 Cost: 0.59527 0.34507 0.08728 0.16291 Time: 0.00032
17-02-14 00:27:17 [1] Step: 168500 Eval acc: 0.834792 0.929798 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:30:55 [1] Step: 169000 Acc: 0.85237 0.94942 Cost: 0.67244 0.39230 0.11727 0.16287 Time: 0.00032
17-02-14 00:31:30 [1] Step: 169000 Eval acc: 0.836319 0.929040 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 00:35:06 [1] Step: 169500 Acc: 0.84694 0.95059 Cost: 0.64830 0.41641 0.06892 0.16297 Time: 0.00032
17-02-14 00:35:38 [1] Step: 169500 Eval acc: 0.836421 0.929739 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:39:17 [1] Step: 170000 Acc: 0.84894 0.95119 Cost: 0.62786 0.41151 0.05329 0.16305 Time: 0.00032
17-02-14 00:39:50 [1] Step: 170000 Eval acc: 0.833978 0.929414 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:39:50 [1] Checkpointing.
17-02-14 00:43:26 [1] Step: 170500 Acc: 0.84669 0.95114 Cost: 0.46023 0.21362 0.08355 0.16307 Time: 0.00031
17-02-14 00:43:58 [1] Step: 170500 Eval acc: 0.836930 0.930668 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 00:47:39 [1] Step: 171000 Acc: 0.84169 0.94700 Cost: 0.83728 0.52761 0.14591 0.16377 Time: 0.00032
17-02-14 00:48:15 [1] Step: 171000 Eval acc: 0.839577 0.930411 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 00:52:01 [1] Step: 171500 Acc: 0.84175 0.95194 Cost: 0.92212 0.54578 0.21278 0.16356 Time: 0.00033
17-02-14 00:52:33 [1] Step: 171500 Eval acc: 0.840086 0.930731 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 00:56:04 [1] Step: 172000 Acc: 0.84625 0.95364 Cost: 0.43195 0.21359 0.05464 0.16373 Time: 0.00031
17-02-14 00:56:35 [1] Step: 172000 Eval acc: 0.841918 0.926207 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 01:00:10 [1] Step: 172500 Acc: 0.83988 0.95202 Cost: 0.92568 0.70079 0.06139 0.16350 Time: 0.00031
17-02-14 01:00:44 [1] Step: 172500 Eval acc: 0.837846 0.932292 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 01:04:21 [1] Step: 173000 Acc: 0.84206 0.94748 Cost: 0.73102 0.48647 0.08099 0.16356 Time: 0.00031
17-02-14 01:04:56 [1] Step: 173000 Eval acc: 0.840086 0.931101 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 01:08:30 [1] Step: 173500 Acc: 0.83956 0.95000 Cost: 0.55161 0.32711 0.06090 0.16360 Time: 0.00031
17-02-14 01:09:02 [1] Step: 173500 Eval acc: 0.839577 0.931584 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 01:12:37 [1] Step: 174000 Acc: 0.84019 0.95165 Cost: 1.16242 0.72119 0.27733 0.16389 Time: 0.00031
17-02-14 01:13:12 [1] Step: 174000 Eval acc: 0.834487 0.928584 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 01:16:47 [1] Step: 174500 Acc: 0.84562 0.94893 Cost: 0.57053 0.25647 0.15034 0.16372 Time: 0.00032
17-02-14 01:17:19 [1] Step: 174500 Eval acc: 0.838253 0.928923 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 01:21:05 [1] Step: 175000 Acc: 0.83800 0.94638 Cost: 0.78315 0.58519 0.03438 0.16358 Time: 0.00031
17-02-14 01:21:40 [1] Step: 175000 Eval acc: 0.838151 0.929455 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 01:21:40 [1] Checkpointing.
17-02-14 01:25:26 [1] Step: 175500 Acc: 0.84631 0.94596 Cost: 1.07158 0.71978 0.18793 0.16387 Time: 0.00031
17-02-14 01:25:57 [1] Step: 175500 Eval acc: 0.837134 0.932188 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 01:29:26 [1] Step: 176000 Acc: 0.84469 0.95251 Cost: 1.01498 0.82188 0.02891 0.16419 Time: 0.00031
17-02-14 01:29:58 [1] Step: 176000 Eval acc: 0.834080 0.930722 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 01:33:40 [1] Step: 176500 Acc: 0.83788 0.94827 Cost: 0.61517 0.34979 0.10131 0.16408 Time: 0.00031
17-02-14 01:34:11 [1] Step: 176500 Eval acc: 0.834894 0.929599 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 01:37:42 [1] Step: 177000 Acc: 0.84119 0.95282 Cost: 0.72972 0.43915 0.12599 0.16458 Time: 0.00031
17-02-14 01:38:15 [1] Step: 177000 Eval acc: 0.838050 0.925616 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-14 01:42:27 [1] Step: 177500 Acc: 0.83537 0.94890 Cost: 0.56302 0.29555 0.10263 0.16484 Time: 0.00036
17-02-14 01:43:05 [1] Step: 177500 Eval acc: 0.833265 0.927556 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000081
17-02-14 01:47:09 [1] Step: 178000 Acc: 0.83744 0.94906 Cost: 0.64006 0.39129 0.08427 0.16450 Time: 0.00035
17-02-14 01:47:46 [1] Step: 178000 Eval acc: 0.840594 0.931990 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-14 01:51:26 [1] Step: 178500 Acc: 0.84362 0.95116 Cost: 0.87238 0.60493 0.10316 0.16429 Time: 0.00032
17-02-14 01:52:02 [1] Step: 178500 Eval acc: 0.834080 0.929144 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-14 01:55:40 [1] Step: 179000 Acc: 0.83788 0.95206 Cost: 0.96267 0.56790 0.23030 0.16447 Time: 0.00032
17-02-14 01:56:13 [1] Step: 179000 Eval acc: 0.837744 0.929347 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 02:00:01 [1] Step: 179500 Acc: 0.83344 0.94813 Cost: 0.65669 0.40813 0.08375 0.16481 Time: 0.00033
17-02-14 02:00:33 [1] Step: 179500 Eval acc: 0.833571 0.929622 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 02:04:23 [1] Step: 180000 Acc: 0.83688 0.94512 Cost: 1.09455 0.67699 0.25284 0.16473 Time: 0.00032
17-02-14 02:04:56 [1] Step: 180000 Eval acc: 0.838253 0.930316 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 02:04:56 [1] Checkpointing.
17-02-14 02:08:36 [1] Step: 180500 Acc: 0.84269 0.94978 Cost: 0.71141 0.51148 0.03527 0.16465 Time: 0.00032
17-02-14 02:09:12 [1] Step: 180500 Eval acc: 0.838966 0.928210 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 02:12:57 [1] Step: 181000 Acc: 0.83525 0.94805 Cost: 0.45033 0.19586 0.08952 0.16495 Time: 0.00032
17-02-14 02:13:35 [1] Step: 181000 Eval acc: 0.837337 0.931291 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000082
17-02-14 02:17:25 [1] Step: 181500 Acc: 0.84106 0.95084 Cost: 0.90792 0.66811 0.07481 0.16500 Time: 0.00034
17-02-14 02:17:58 [1] Step: 181500 Eval acc: 0.837032 0.930104 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-14 02:21:46 [1] Step: 182000 Acc: 0.83825 0.94866 Cost: 0.54510 0.28959 0.09033 0.16518 Time: 0.00033
17-02-14 02:22:21 [1] Step: 182000 Eval acc: 0.837337 0.929802 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 02:26:05 [1] Step: 182500 Acc: 0.85037 0.94957 Cost: 0.56693 0.24966 0.15182 0.16544 Time: 0.00032
17-02-14 02:26:37 [1] Step: 182500 Eval acc: 0.836217 0.931295 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 02:30:15 [1] Step: 183000 Acc: 0.85931 0.95002 Cost: 0.50328 0.19425 0.14326 0.16577 Time: 0.00032
17-02-14 02:30:50 [1] Step: 183000 Eval acc: 0.832553 0.929716 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 02:34:30 [1] Step: 183500 Acc: 0.84700 0.95174 Cost: 0.73253 0.38549 0.18058 0.16645 Time: 0.00032
17-02-14 02:35:02 [1] Step: 183500 Eval acc: 0.830008 0.930285 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 02:38:51 [1] Step: 184000 Acc: 0.85244 0.94983 Cost: 0.61564 0.30648 0.14254 0.16662 Time: 0.00032
17-02-14 02:39:24 [1] Step: 184000 Eval acc: 0.831331 0.930258 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 02:43:02 [1] Step: 184500 Acc: 0.85106 0.95155 Cost: 0.41462 0.20347 0.04425 0.16690 Time: 0.00032
17-02-14 02:43:37 [1] Step: 184500 Eval acc: 0.831128 0.925720 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 02:47:15 [1] Step: 185000 Acc: 0.84013 0.95162 Cost: 0.43025 0.20595 0.05657 0.16773 Time: 0.00032
17-02-14 02:47:48 [1] Step: 185000 Eval acc: 0.828481 0.929450 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 02:47:48 [1] Checkpointing.
17-02-14 02:51:29 [1] Step: 185500 Acc: 0.84656 0.95078 Cost: 0.42360 0.14842 0.10759 0.16759 Time: 0.00032
17-02-14 02:52:04 [1] Step: 185500 Eval acc: 0.835810 0.930578 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 02:55:38 [1] Step: 186000 Acc: 0.85088 0.95152 Cost: 0.62043 0.30820 0.14453 0.16771 Time: 0.00031
17-02-14 02:56:13 [1] Step: 186000 Eval acc: 0.831739 0.931728 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 02:59:45 [1] Step: 186500 Acc: 0.85219 0.95304 Cost: 0.41034 0.19672 0.04618 0.16744 Time: 0.00032
17-02-14 03:00:20 [1] Step: 186500 Eval acc: 0.834691 0.929292 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 03:04:02 [1] Step: 187000 Acc: 0.84562 0.94757 Cost: 0.50088 0.26574 0.06751 0.16764 Time: 0.00032
17-02-14 03:04:37 [1] Step: 187000 Eval acc: 0.836625 0.930411 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 03:08:19 [1] Step: 187500 Acc: 0.84600 0.95001 Cost: 0.77963 0.52198 0.09002 0.16764 Time: 0.00032
17-02-14 03:08:51 [1] Step: 187500 Eval acc: 0.839373 0.930560 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 03:12:35 [1] Step: 188000 Acc: 0.84994 0.94983 Cost: 0.77608 0.55104 0.05738 0.16766 Time: 0.00032
17-02-14 03:13:07 [1] Step: 188000 Eval acc: 0.837643 0.930235 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 03:16:47 [1] Step: 188500 Acc: 0.84706 0.94833 Cost: 0.47742 0.23359 0.07588 0.16795 Time: 0.00032
17-02-14 03:17:22 [1] Step: 188500 Eval acc: 0.835098 0.929383 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 03:21:05 [1] Step: 189000 Acc: 0.84519 0.94870 Cost: 0.47139 0.26262 0.04033 0.16844 Time: 0.00032
17-02-14 03:21:40 [1] Step: 189000 Eval acc: 0.831433 0.927551 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 03:25:20 [1] Step: 189500 Acc: 0.84044 0.95044 Cost: 0.72430 0.41119 0.14429 0.16882 Time: 0.00032
17-02-14 03:25:52 [1] Step: 189500 Eval acc: 0.836726 0.929265 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 03:29:36 [1] Step: 190000 Acc: 0.84788 0.94935 Cost: 0.55471 0.31072 0.07493 0.16905 Time: 0.00032
17-02-14 03:30:08 [1] Step: 190000 Eval acc: 0.831942 0.930343 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 03:30:08 [1] Checkpointing.
17-02-14 03:33:46 [1] Step: 190500 Acc: 0.84962 0.94975 Cost: 0.44276 0.20032 0.07284 0.16960 Time: 0.00032
17-02-14 03:34:18 [1] Step: 190500 Eval acc: 0.835708 0.928431 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 03:38:01 [1] Step: 191000 Acc: 0.84488 0.94842 Cost: 0.71824 0.45290 0.09583 0.16951 Time: 0.00032
17-02-14 03:38:34 [1] Step: 191000 Eval acc: 0.833774 0.930118 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 03:42:12 [1] Step: 191500 Acc: 0.84413 0.94844 Cost: 0.91295 0.69075 0.05248 0.16972 Time: 0.00032
17-02-14 03:42:48 [1] Step: 191500 Eval acc: 0.827972 0.930109 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 03:46:28 [1] Step: 192000 Acc: 0.84037 0.94896 Cost: 0.46278 0.22030 0.07244 0.17005 Time: 0.00032
17-02-14 03:47:04 [1] Step: 192000 Eval acc: 0.835708 0.928521 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 03:50:47 [1] Step: 192500 Acc: 0.83762 0.94713 Cost: 0.68800 0.46099 0.05662 0.17038 Time: 0.00032
17-02-14 03:51:22 [1] Step: 192500 Eval acc: 0.831739 0.929374 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 03:55:07 [1] Step: 193000 Acc: 0.83731 0.94622 Cost: 0.51283 0.31441 0.02803 0.17039 Time: 0.00032
17-02-14 03:55:42 [1] Step: 193000 Eval acc: 0.832553 0.929198 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 03:59:24 [1] Step: 193500 Acc: 0.83581 0.94963 Cost: 0.62272 0.42252 0.02873 0.17148 Time: 0.00032
17-02-14 03:59:56 [1] Step: 193500 Eval acc: 0.831230 0.927917 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:03:33 [1] Step: 194000 Acc: 0.83469 0.94987 Cost: 0.68485 0.41728 0.09581 0.17176 Time: 0.00032
17-02-14 04:04:09 [1] Step: 194000 Eval acc: 0.830619 0.927168 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-14 04:07:43 [1] Step: 194500 Acc: 0.83975 0.95077 Cost: 0.39053 0.18865 0.03046 0.17142 Time: 0.00032
17-02-14 04:08:19 [1] Step: 194500 Eval acc: 0.835301 0.930298 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 04:12:02 [1] Step: 195000 Acc: 0.83906 0.94859 Cost: 0.40354 0.19560 0.03677 0.17116 Time: 0.00032
17-02-14 04:12:37 [1] Step: 195000 Eval acc: 0.835708 0.929464 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 04:12:37 [1] Checkpointing.
17-02-14 04:16:18 [1] Step: 195500 Acc: 0.84294 0.95073 Cost: 0.50968 0.24428 0.09420 0.17120 Time: 0.00032
17-02-14 04:16:51 [1] Step: 195500 Eval acc: 0.835708 0.930393 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:20:33 [1] Step: 196000 Acc: 0.84281 0.94994 Cost: 0.67531 0.49186 0.01240 0.17105 Time: 0.00032
17-02-14 04:21:06 [1] Step: 196000 Eval acc: 0.835607 0.931259 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:24:47 [1] Step: 196500 Acc: 0.83769 0.94925 Cost: 0.56676 0.28012 0.11549 0.17115 Time: 0.00032
17-02-14 04:25:22 [1] Step: 196500 Eval acc: 0.833774 0.930641 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 04:29:12 [1] Step: 197000 Acc: 0.83900 0.94555 Cost: 0.60772 0.33304 0.10378 0.17090 Time: 0.00032
17-02-14 04:29:45 [1] Step: 197000 Eval acc: 0.839678 0.929897 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:33:27 [1] Step: 197500 Acc: 0.83925 0.94774 Cost: 0.54232 0.28670 0.08422 0.17140 Time: 0.00032
17-02-14 04:34:03 [1] Step: 197500 Eval acc: 0.835810 0.930664 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-14 04:37:43 [1] Step: 198000 Acc: 0.84100 0.95154 Cost: 0.69473 0.35978 0.16350 0.17145 Time: 0.00032
17-02-14 04:38:15 [1] Step: 198000 Eval acc: 0.834589 0.931611 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:41:49 [1] Step: 198500 Acc: 0.83694 0.95362 Cost: 0.52110 0.31589 0.03392 0.17129 Time: 0.00032
17-02-14 04:42:22 [1] Step: 198500 Eval acc: 0.838151 0.929410 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:46:05 [1] Step: 199000 Acc: 0.83631 0.94905 Cost: 0.65567 0.34543 0.13892 0.17132 Time: 0.00032
17-02-14 04:46:41 [1] Step: 199000 Eval acc: 0.836726 0.930794 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-14 04:50:26 [1] Step: 199500 Acc: 0.84131 0.94919 Cost: 0.44403 0.17211 0.10107 0.17084 Time: 0.00033
17-02-14 04:50:59 [1] Step: 199500 Eval acc: 0.838660 0.927263 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 04:54:38 [1] Step: 200000 Acc: 0.85800 0.95189 Cost: 0.59117 0.29183 0.12837 0.17097 Time: 0.00032
17-02-14 04:55:14 [1] Step: 200000 Eval acc: 0.836523 0.926794 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 04:55:14 [1] Checkpointing.
17-02-14 04:58:57 [1] Step: 200500 Acc: 0.85419 0.94852 Cost: 0.46957 0.25743 0.04118 0.17096 Time: 0.00032
17-02-14 04:59:30 [1] Step: 200500 Eval acc: 0.836014 0.929613 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 05:03:06 [1] Step: 201000 Acc: 0.85444 0.95118 Cost: 0.87805 0.65015 0.05633 0.17157 Time: 0.00032
17-02-14 05:03:42 [1] Step: 201000 Eval acc: 0.838151 0.930853 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 05:07:23 [1] Step: 201500 Acc: 0.84881 0.94866 Cost: 0.41613 0.17773 0.06644 0.17197 Time: 0.00032
17-02-14 05:07:55 [1] Step: 201500 Eval acc: 0.839373 0.927511 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 05:11:36 [1] Step: 202000 Acc: 0.85850 0.94936 Cost: 1.12871 0.57209 0.38483 0.17179 Time: 0.00032
17-02-14 05:12:11 [1] Step: 202000 Eval acc: 0.835505 0.930804 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 05:15:54 [1] Step: 202500 Acc: 0.84713 0.94972 Cost: 0.66684 0.24892 0.24517 0.17274 Time: 0.00032
17-02-14 05:16:26 [1] Step: 202500 Eval acc: 0.837643 0.930704 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 05:20:10 [1] Step: 203000 Acc: 0.85294 0.95099 Cost: 0.67987 0.47236 0.03455 0.17296 Time: 0.00032
17-02-14 05:20:43 [1] Step: 203000 Eval acc: 0.839577 0.930776 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 05:24:23 [1] Step: 203500 Acc: 0.84700 0.95092 Cost: 0.88806 0.50238 0.21253 0.17315 Time: 0.00032
17-02-14 05:24:58 [1] Step: 203500 Eval acc: 0.838355 0.929901 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 05:28:33 [1] Step: 204000 Acc: 0.85300 0.95269 Cost: 0.45478 0.20350 0.07842 0.17287 Time: 0.00032
17-02-14 05:29:08 [1] Step: 204000 Eval acc: 0.834080 0.931038 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 05:32:47 [1] Step: 204500 Acc: 0.84656 0.95155 Cost: 0.73145 0.40226 0.15628 0.17291 Time: 0.00032
17-02-14 05:33:19 [1] Step: 204500 Eval acc: 0.838050 0.929491 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 05:37:04 [1] Step: 205000 Acc: 0.84925 0.94978 Cost: 0.71014 0.48041 0.05670 0.17304 Time: 0.00032
17-02-14 05:37:37 [1] Step: 205000 Eval acc: 0.835810 0.931273 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 05:37:37 [1] Checkpointing.
17-02-14 05:41:17 [1] Step: 205500 Acc: 0.84506 0.95030 Cost: 0.54075 0.27425 0.09312 0.17338 Time: 0.00032
17-02-14 05:41:53 [1] Step: 205500 Eval acc: 0.835200 0.930979 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 05:45:37 [1] Step: 206000 Acc: 0.84813 0.94680 Cost: 0.64404 0.35711 0.11348 0.17345 Time: 0.00032
17-02-14 05:46:13 [1] Step: 206000 Eval acc: 0.833978 0.928828 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 05:49:55 [1] Step: 206500 Acc: 0.84344 0.94830 Cost: 0.58192 0.34170 0.06655 0.17367 Time: 0.00032
17-02-14 05:50:31 [1] Step: 206500 Eval acc: 0.829601 0.927691 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 05:54:20 [1] Step: 207000 Acc: 0.84050 0.94624 Cost: 0.75130 0.46962 0.10742 0.17426 Time: 0.00032
17-02-14 05:54:52 [1] Step: 207000 Eval acc: 0.831739 0.928769 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 05:58:30 [1] Step: 207500 Acc: 0.84288 0.95221 Cost: 0.70129 0.44130 0.08582 0.17417 Time: 0.00032
17-02-14 05:59:05 [1] Step: 207500 Eval acc: 0.833164 0.929446 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 06:02:48 [1] Step: 208000 Acc: 0.84175 0.94867 Cost: 0.70690 0.38030 0.15208 0.17452 Time: 0.00032
17-02-14 06:03:20 [1] Step: 208000 Eval acc: 0.833876 0.928201 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 06:06:58 [1] Step: 208500 Acc: 0.85050 0.95091 Cost: 0.75562 0.52840 0.05298 0.17424 Time: 0.00032
17-02-14 06:07:33 [1] Step: 208500 Eval acc: 0.839373 0.929568 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 06:11:24 [1] Step: 209000 Acc: 0.84813 0.94933 Cost: 0.73553 0.28657 0.27488 0.17408 Time: 0.00033
17-02-14 06:12:00 [1] Step: 209000 Eval acc: 0.836014 0.926821 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-14 06:15:38 [1] Step: 209500 Acc: 0.84231 0.94964 Cost: 0.74155 0.49760 0.07018 0.17377 Time: 0.00032
17-02-14 06:16:10 [1] Step: 209500 Eval acc: 0.835403 0.928404 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 06:19:48 [1] Step: 210000 Acc: 0.84806 0.95163 Cost: 0.50299 0.27943 0.04950 0.17405 Time: 0.00032
17-02-14 06:20:23 [1] Step: 210000 Eval acc: 0.838864 0.930177 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-14 06:20:23 [1] Checkpointing.
17-02-14 06:23:57 [1] Step: 210500 Acc: 0.84894 0.95365 Cost: 0.60306 0.36515 0.06395 0.17396 Time: 0.00031
17-02-14 06:24:28 [1] Step: 210500 Eval acc: 0.835403 0.932134 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-14 06:28:04 [1] Step: 211000 Acc: 0.84462 0.95135 Cost: 0.75700 0.51428 0.06872 0.17400 Time: 0.00032
17-02-14 06:28:39 [1] Step: 211000 Eval acc: 0.832248 0.929577 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 06:32:16 [1] Step: 211500 Acc: 0.84888 0.94920 Cost: 0.72866 0.47239 0.08222 0.17405 Time: 0.00031
17-02-14 06:32:48 [1] Step: 211500 Eval acc: 0.834080 0.930781 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 06:36:24 [1] Step: 212000 Acc: 0.84225 0.95118 Cost: 0.59532 0.25972 0.16170 0.17390 Time: 0.00031
17-02-14 06:36:58 [1] Step: 212000 Eval acc: 0.839169 0.930844 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 06:40:46 [1] Step: 212500 Acc: 0.83744 0.94688 Cost: 0.80108 0.44843 0.17853 0.17412 Time: 0.00032
17-02-14 06:41:20 [1] Step: 212500 Eval acc: 0.836930 0.929901 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 06:44:58 [1] Step: 213000 Acc: 0.84275 0.94996 Cost: 0.87783 0.49042 0.21293 0.17448 Time: 0.00031
17-02-14 06:45:30 [1] Step: 213000 Eval acc: 0.832655 0.929545 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 06:49:09 [1] Step: 213500 Acc: 0.84325 0.94713 Cost: 0.47585 0.23952 0.06117 0.17516 Time: 0.00032
17-02-14 06:49:41 [1] Step: 213500 Eval acc: 0.837439 0.928783 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 06:53:08 [1] Step: 214000 Acc: 0.84144 0.95468 Cost: 0.63047 0.30584 0.14986 0.17478 Time: 0.00031
17-02-14 06:53:43 [1] Step: 214000 Eval acc: 0.834182 0.930533 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 06:57:23 [1] Step: 214500 Acc: 0.83950 0.95123 Cost: 0.71717 0.43537 0.10671 0.17509 Time: 0.00032
17-02-14 06:57:58 [1] Step: 214500 Eval acc: 0.838457 0.931476 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 07:01:39 [1] Step: 215000 Acc: 0.83706 0.94538 Cost: 1.00133 0.75263 0.07366 0.17504 Time: 0.00031
17-02-14 07:02:14 [1] Step: 215000 Eval acc: 0.838355 0.931016 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:02:14 [1] Checkpointing.
17-02-14 07:05:59 [1] Step: 215500 Acc: 0.84475 0.94739 Cost: 0.68493 0.32772 0.18216 0.17505 Time: 0.00032
17-02-14 07:06:33 [1] Step: 215500 Eval acc: 0.839577 0.929044 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:10:15 [1] Step: 216000 Acc: 0.84275 0.94898 Cost: 0.65473 0.39605 0.08354 0.17513 Time: 0.00032
17-02-14 07:10:50 [1] Step: 216000 Eval acc: 0.839068 0.931318 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:14:35 [1] Step: 216500 Acc: 0.84675 0.95233 Cost: 0.98983 0.73403 0.08081 0.17499 Time: 0.00033
17-02-14 07:15:07 [1] Step: 216500 Eval acc: 0.838559 0.933041 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 07:18:54 [1] Step: 217000 Acc: 0.85481 0.94788 Cost: 0.84034 0.51359 0.15170 0.17505 Time: 0.00032
17-02-14 07:19:26 [1] Step: 217000 Eval acc: 0.840086 0.930831 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 07:22:58 [1] Step: 217500 Acc: 0.86169 0.95466 Cost: 0.40610 0.09669 0.13428 0.17514 Time: 0.00031
17-02-14 07:23:32 [1] Step: 217500 Eval acc: 0.833978 0.931246 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:27:11 [1] Step: 218000 Acc: 0.85544 0.95045 Cost: 0.55870 0.29318 0.09007 0.17545 Time: 0.00032
17-02-14 07:27:42 [1] Step: 218000 Eval acc: 0.840391 0.930605 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 07:31:15 [1] Step: 218500 Acc: 0.85962 0.95469 Cost: 0.51154 0.27999 0.05592 0.17563 Time: 0.00031
17-02-14 07:31:47 [1] Step: 218500 Eval acc: 0.840594 0.931688 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 07:35:33 [1] Step: 219000 Acc: 0.85369 0.95280 Cost: 0.50833 0.27982 0.05281 0.17570 Time: 0.00033
17-02-14 07:36:04 [1] Step: 219000 Eval acc: 0.834080 0.930587 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 07:39:49 [1] Step: 219500 Acc: 0.85562 0.94814 Cost: 0.84963 0.48368 0.18993 0.17602 Time: 0.00032
17-02-14 07:40:21 [1] Step: 219500 Eval acc: 0.839068 0.930492 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 07:43:58 [1] Step: 220000 Acc: 0.85931 0.95063 Cost: 0.37235 0.16019 0.03611 0.17605 Time: 0.00032
17-02-14 07:44:33 [1] Step: 220000 Eval acc: 0.834080 0.927538 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:44:33 [1] Checkpointing.
17-02-14 07:48:04 [1] Step: 220500 Acc: 0.85631 0.95268 Cost: 0.72122 0.40858 0.13646 0.17618 Time: 0.00031
17-02-14 07:48:38 [1] Step: 220500 Eval acc: 0.839169 0.930767 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:52:18 [1] Step: 221000 Acc: 0.85256 0.94916 Cost: 0.81737 0.45597 0.18516 0.17623 Time: 0.00031
17-02-14 07:52:53 [1] Step: 221000 Eval acc: 0.838864 0.928918 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 07:56:27 [1] Step: 221500 Acc: 0.85131 0.95131 Cost: 0.64705 0.39996 0.07050 0.17659 Time: 0.00031
17-02-14 07:56:59 [1] Step: 221500 Eval acc: 0.832451 0.923645 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 08:00:37 [1] Step: 222000 Acc: 0.84469 0.95103 Cost: 0.87609 0.60867 0.09003 0.17739 Time: 0.00032
17-02-14 08:01:09 [1] Step: 222000 Eval acc: 0.833265 0.929495 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 08:04:47 [1] Step: 222500 Acc: 0.85088 0.95190 Cost: 0.83551 0.50496 0.15274 0.17781 Time: 0.00032
17-02-14 08:05:21 [1] Step: 222500 Eval acc: 0.834385 0.929838 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 08:09:06 [1] Step: 223000 Acc: 0.84956 0.94800 Cost: 0.74007 0.50932 0.05327 0.17747 Time: 0.00032
17-02-14 08:09:41 [1] Step: 223000 Eval acc: 0.836014 0.929608 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 08:13:21 [1] Step: 223500 Acc: 0.84431 0.94911 Cost: 0.43041 0.16976 0.08293 0.17772 Time: 0.00032
17-02-14 08:13:53 [1] Step: 223500 Eval acc: 0.835403 0.929062 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 08:17:35 [1] Step: 224000 Acc: 0.84681 0.94862 Cost: 0.63896 0.39112 0.06957 0.17827 Time: 0.00032
17-02-14 08:18:07 [1] Step: 224000 Eval acc: 0.836828 0.930650 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 08:21:46 [1] Step: 224500 Acc: 0.84900 0.95047 Cost: 0.40526 0.16470 0.06203 0.17852 Time: 0.00032
17-02-14 08:22:20 [1] Step: 224500 Eval acc: 0.839678 0.932103 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 08:26:08 [1] Step: 225000 Acc: 0.84488 0.94438 Cost: 0.43625 0.21746 0.04055 0.17823 Time: 0.00032
17-02-14 08:26:39 [1] Step: 225000 Eval acc: 0.838660 0.930560 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 08:26:39 [1] Checkpointing.
17-02-14 08:30:18 [1] Step: 225500 Acc: 0.85194 0.95216 Cost: 0.53318 0.31426 0.04105 0.17787 Time: 0.00032
17-02-14 08:30:53 [1] Step: 225500 Eval acc: 0.840900 0.930041 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 08:34:24 [1] Step: 226000 Acc: 0.85375 0.95268 Cost: 0.40180 0.16278 0.06132 0.17770 Time: 0.00031
17-02-14 08:34:59 [1] Step: 226000 Eval acc: 0.843037 0.931629 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 08:38:36 [1] Step: 226500 Acc: 0.84856 0.95035 Cost: 0.67715 0.44632 0.05287 0.17796 Time: 0.00032
17-02-14 08:39:08 [1] Step: 226500 Eval acc: 0.840086 0.929960 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 08:42:44 [1] Step: 227000 Acc: 0.85019 0.94922 Cost: 0.70600 0.35266 0.17526 0.17808 Time: 0.00032
17-02-14 08:43:19 [1] Step: 227000 Eval acc: 0.843343 0.928417 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 08:46:59 [1] Step: 227500 Acc: 0.84794 0.94980 Cost: 0.76070 0.36690 0.21590 0.17790 Time: 0.00032
17-02-14 08:47:35 [1] Step: 227500 Eval acc: 0.840696 0.929536 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 08:51:07 [1] Step: 228000 Acc: 0.84981 0.95332 Cost: 0.74971 0.48546 0.08561 0.17865 Time: 0.00031
17-02-14 08:51:43 [1] Step: 228000 Eval acc: 0.832451 0.922112 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 08:55:20 [1] Step: 228500 Acc: 0.83531 0.94886 Cost: 0.80143 0.49232 0.12961 0.17951 Time: 0.00032
17-02-14 08:55:52 [1] Step: 228500 Eval acc: 0.838457 0.927578 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 08:59:31 [1] Step: 229000 Acc: 0.84075 0.94908 Cost: 0.58292 0.34734 0.05642 0.17916 Time: 0.00032
17-02-14 09:00:06 [1] Step: 229000 Eval acc: 0.843343 0.931079 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 09:03:45 [1] Step: 229500 Acc: 0.84300 0.95122 Cost: 0.49683 0.26076 0.05722 0.17885 Time: 0.00032
17-02-14 09:04:17 [1] Step: 229500 Eval acc: 0.842630 0.928589 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 09:07:54 [1] Step: 230000 Acc: 0.84488 0.95281 Cost: 0.73492 0.45981 0.09637 0.17874 Time: 0.00032
17-02-14 09:08:26 [1] Step: 230000 Eval acc: 0.840187 0.931295 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 09:08:26 [1] Checkpointing.
17-02-14 09:12:10 [1] Step: 230500 Acc: 0.84437 0.94868 Cost: 0.92204 0.57464 0.16778 0.17962 Time: 0.00032
17-02-14 09:12:42 [1] Step: 230500 Eval acc: 0.838660 0.929937 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 09:16:32 [1] Step: 231000 Acc: 0.84069 0.94802 Cost: 0.63324 0.35590 0.09789 0.17945 Time: 0.00032
17-02-14 09:17:04 [1] Step: 231000 Eval acc: 0.843241 0.931020 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 09:20:54 [1] Step: 231500 Acc: 0.83956 0.94651 Cost: 0.67502 0.36131 0.13433 0.17937 Time: 0.00032
17-02-14 09:21:29 [1] Step: 231500 Eval acc: 0.840391 0.931665 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 09:25:10 [1] Step: 232000 Acc: 0.83694 0.95017 Cost: 0.75848 0.45862 0.12033 0.17953 Time: 0.00032
17-02-14 09:25:43 [1] Step: 232000 Eval acc: 0.845073 0.931633 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-14 09:25:43 [1] Checkpointing with new best dev accuracy of 0.845073
17-02-14 09:29:28 [1] Step: 232500 Acc: 0.84125 0.94961 Cost: 0.63321 0.38448 0.06958 0.17915 Time: 0.00032
17-02-14 09:30:00 [1] Step: 232500 Eval acc: 0.842834 0.930826 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 09:33:39 [1] Step: 233000 Acc: 0.85169 0.95181 Cost: 0.84861 0.56567 0.10428 0.17867 Time: 0.00032
17-02-14 09:34:14 [1] Step: 233000 Eval acc: 0.843852 0.930204 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 09:37:56 [1] Step: 233500 Acc: 0.83813 0.95077 Cost: 0.44823 0.21917 0.05029 0.17877 Time: 0.00032
17-02-14 09:38:31 [1] Step: 233500 Eval acc: 0.840594 0.930930 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 09:42:18 [1] Step: 234000 Acc: 0.86081 0.95162 Cost: 0.64054 0.36374 0.09822 0.17858 Time: 0.00032
17-02-14 09:42:50 [1] Step: 234000 Eval acc: 0.841409 0.930858 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 09:46:27 [1] Step: 234500 Acc: 0.86525 0.95478 Cost: 0.43537 0.22874 0.02757 0.17906 Time: 0.00032
17-02-14 09:47:02 [1] Step: 234500 Eval acc: 0.837134 0.926730 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 09:50:45 [1] Step: 235000 Acc: 0.86506 0.94996 Cost: 0.42316 0.13221 0.11181 0.17914 Time: 0.00032
17-02-14 09:51:17 [1] Step: 235000 Eval acc: 0.844768 0.930682 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 09:51:17 [1] Checkpointing.
17-02-14 09:54:54 [1] Step: 235500 Acc: 0.86475 0.95311 Cost: 0.67943 0.33574 0.16437 0.17932 Time: 0.00032
17-02-14 09:55:29 [1] Step: 235500 Eval acc: 0.840798 0.931922 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-14 09:59:06 [1] Step: 236000 Acc: 0.86125 0.95152 Cost: 0.74996 0.46096 0.10939 0.17960 Time: 0.00032
17-02-14 09:59:39 [1] Step: 236000 Eval acc: 0.840798 0.929247 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-14 10:03:21 [1] Step: 236500 Acc: 0.85231 0.95327 Cost: 0.47945 0.21807 0.08192 0.17946 Time: 0.00032
17-02-14 10:03:56 [1] Step: 236500 Eval acc: 0.836726 0.930641 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-14 10:07:32 [1] Step: 237000 Acc: 0.85788 0.95319 Cost: 0.57523 0.33118 0.06436 0.17969 Time: 0.00032
17-02-14 10:08:03 [1] Step: 237000 Eval acc: 0.837744 0.927263 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 10:11:39 [1] Step: 237500 Acc: 0.85244 0.95244 Cost: 0.71182 0.47540 0.05649 0.17994 Time: 0.00032
17-02-14 10:12:10 [1] Step: 237500 Eval acc: 0.843648 0.927335 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-14 10:15:53 [1] Step: 238000 Acc: 0.85437 0.94880 Cost: 0.55836 0.34962 0.02888 0.17986 Time: 0.00032
17-02-14 10:16:24 [1] Step: 238000 Eval acc: 0.843546 0.928607 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 10:20:05 [1] Step: 238500 Acc: 0.85956 0.95037 Cost: 0.80464 0.56400 0.06060 0.18004 Time: 0.00032
17-02-14 10:20:37 [1] Step: 238500 Eval acc: 0.845786 0.929211 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 10:24:15 [1] Step: 239000 Acc: 0.85050 0.95172 Cost: 0.90117 0.58360 0.13724 0.18032 Time: 0.00031
17-02-14 10:24:50 [1] Step: 239000 Eval acc: 0.840289 0.931160 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 10:28:26 [1] Step: 239500 Acc: 0.84750 0.94765 Cost: 0.60304 0.31338 0.10760 0.18206 Time: 0.00031
17-02-14 10:28:58 [1] Step: 239500 Eval acc: 0.835098 0.928553 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 10:32:38 [1] Step: 240000 Acc: 0.84256 0.94759 Cost: 1.25552 0.70986 0.36322 0.18244 Time: 0.00032
17-02-14 10:33:10 [1] Step: 240000 Eval acc: 0.838151 0.927502 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 10:33:10 [1] Checkpointing.
17-02-14 10:36:49 [1] Step: 240500 Acc: 0.85031 0.94993 Cost: 0.62853 0.39006 0.05629 0.18219 Time: 0.00032
17-02-14 10:37:23 [1] Step: 240500 Eval acc: 0.840391 0.927664 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-14 10:41:01 [1] Step: 241000 Acc: 0.85075 0.94999 Cost: 0.58287 0.33564 0.06406 0.18317 Time: 0.00032
17-02-14 10:41:32 [1] Step: 241000 Eval acc: 0.840493 0.927867 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 10:45:07 [1] Step: 241500 Acc: 0.84213 0.95270 Cost: 0.58111 0.36384 0.03433 0.18294 Time: 0.00032
17-02-14 10:45:39 [1] Step: 241500 Eval acc: 0.840696 0.930100 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 10:49:16 [1] Step: 242000 Acc: 0.84831 0.95051 Cost: 0.79326 0.55338 0.05724 0.18264 Time: 0.00031
17-02-14 10:49:51 [1] Step: 242000 Eval acc: 0.839577 0.929978 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 10:53:29 [1] Step: 242500 Acc: 0.85362 0.94899 Cost: 0.83191 0.57979 0.06908 0.18303 Time: 0.00031
17-02-14 10:54:04 [1] Step: 242500 Eval acc: 0.834385 0.928201 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 10:57:43 [1] Step: 243000 Acc: 0.84713 0.94964 Cost: 0.59258 0.34671 0.06312 0.18275 Time: 0.00032
17-02-14 10:58:15 [1] Step: 243000 Eval acc: 0.837032 0.931273 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 11:01:59 [1] Step: 243500 Acc: 0.84756 0.94665 Cost: 0.52058 0.25383 0.08428 0.18247 Time: 0.00032
17-02-14 11:02:34 [1] Step: 243500 Eval acc: 0.841205 0.929870 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-14 11:06:07 [1] Step: 244000 Acc: 0.84869 0.95051 Cost: 0.52503 0.30694 0.03523 0.18286 Time: 0.00032
17-02-14 11:06:38 [1] Step: 244000 Eval acc: 0.838660 0.928720 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 11:10:21 [1] Step: 244500 Acc: 0.84819 0.95083 Cost: 0.48773 0.27450 0.03084 0.18240 Time: 0.00033
17-02-14 11:10:53 [1] Step: 244500 Eval acc: 0.834487 0.929026 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-14 11:14:34 [1] Step: 245000 Acc: 0.85156 0.95215 Cost: 0.79404 0.53573 0.07610 0.18221 Time: 0.00032
17-02-14 11:15:05 [1] Step: 245000 Eval acc: 0.843241 0.929707 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-14 11:15:05 [1] Checkpointing.
17-02-14 11:18:46 [1] Step: 245500 Acc: 0.85031 0.94672 Cost: 0.93313 0.67398 0.07640 0.18275 Time: 0.00032
17-02-14 11:19:21 [1] Step: 245500 Eval acc: 0.837846 0.929247 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 11:22:57 [1] Step: 246000 Acc: 0.84250 0.94703 Cost: 0.55547 0.17479 0.19759 0.18308 Time: 0.00032
17-02-14 11:23:29 [1] Step: 246000 Eval acc: 0.835505 0.930537 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 11:27:14 [1] Step: 246500 Acc: 0.84969 0.94777 Cost: 0.57941 0.34259 0.05388 0.18294 Time: 0.00032
17-02-14 11:27:48 [1] Step: 246500 Eval acc: 0.842529 0.928620 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-14 11:31:32 [1] Step: 247000 Acc: 0.84862 0.94978 Cost: 0.71481 0.40777 0.12373 0.18331 Time: 0.00032
17-02-14 11:32:06 [1] Step: 247000 Eval acc: 0.835200 0.927430 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-14 11:35:42 [1] Step: 247500 Acc: 0.84475 0.95189 Cost: 0.89495 0.58358 0.12813 0.18324 Time: 0.00032
17-02-14 11:36:14 [1] Step: 247500 Eval acc: 0.843954 0.929184 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 11:39:50 [1] Step: 248000 Acc: 0.84588 0.95259 Cost: 0.86129 0.58979 0.08871 0.18279 Time: 0.00031
17-02-14 11:40:22 [1] Step: 248000 Eval acc: 0.843037 0.928611 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 11:43:56 [1] Step: 248500 Acc: 0.84531 0.95096 Cost: 0.63677 0.36004 0.09418 0.18255 Time: 0.00032
17-02-14 11:44:31 [1] Step: 248500 Eval acc: 0.839577 0.927439 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000075
17-02-14 11:48:08 [1] Step: 249000 Acc: 0.84381 0.94897 Cost: 0.59057 0.35164 0.05642 0.18251 Time: 0.00032
17-02-14 11:48:40 [1] Step: 249000 Eval acc: 0.843241 0.931827 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-14 11:52:17 [1] Step: 249500 Acc: 0.84494 0.95170 Cost: 0.72761 0.44419 0.10116 0.18227 Time: 0.00032
17-02-14 11:52:49 [1] Step: 249500 Eval acc: 0.846702 0.930010 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-14 11:52:49 [1] Checkpointing with new best dev accuracy of 0.846702
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