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snli-16-parse
Raw
doc.txt
Brief Overview of some Model Styles
A. Predict Transition; Use Predicted Transitions
- use_internal_parser = ON
- transition_weight > 0
- tracking_lstm_hidden_dim > 0
B. Predict Transition; Use Given Transitions
- use_internal_parser = OFF
- transition_weight > 0
- tracking_lstm_hidden_dim > 0
C. Use Given Transitions
- use_internal_parser = OFF
- transition_weight = None
- tracking_lstm_hidden_dim > 0
D. Use Given Transitions; No Tracking LSTM
- use_internal_parser = OFF
- transition_weight = None
- tracking_lstm_hidden_dim = None
Raw
snli-16-parse.sh
#!/bin/bash
#SBATCH --nodes=1
#SBATCH --cpus-per-task=8
#SBATCH --time=24:00:00
#SBATCH --mem=8GB
#SBATCH --gres=gpu:1
#SBATCH --partition=gpu
module load pytorch/intel/20170125
export PYTHONPATH=$PYTHONPATH:../python:./python
cd ~/Developer/spinn/checkpoints
python -m spinn.models.fat_classifier \
--eval_seq_length 150 \
--eval_interval_steps 500 \
--data_type snli \
--log_path /scratch/apd283/spinn-logs \
--metrics_path /scratch/apd283/spinn-logs \
--embedding_keep_rate 1.0 \
--learning_rate 0.0003 \
--training_data_path /scratch/apd283/snli_1.0/snli_1.0_train.jsonl \
--batch_size 32 \
--model_type SPINN \
--seq_length 150 \
--embedding_data_path /scratch/apd283/glove/glove.840B.300d.txt \
--l2_lambda 1e-05 \
--semantic_classifier_keep_rate 0.94 \
--tracking_lstm_hidden_dim 40 \
--model_dim 600 \
--statistics_interval_steps 500 \
--learning_rate_decay_per_10k_steps 0.75 \
--word_embedding_dim 300 \
--ckpt_path /scratch/apd283/spinn-logs \
--transition_weight 1.0 \
--eval_data_path /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl \
--actively_decay_learning_rate \
--gpu 0 \
--use_internal_parser
# --experiment_name snli-16-parse
Raw
the.log
17-02-11 09:48:08 [1] Flag values:
{ '?': None,
'actively_decay_learning_rate': True,
'batch_size': 32,
'branch_name': 'back-in-time-pytorch',
'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': 1.0,
'encode_bidirectional': False,
'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-16-parse',
'gpu': 0,
'help': None,
'helpshort': None,
'helpxml': None,
'init_range': 0.005,
'l2_lambda': 1e-05,
'learning_rate': 0.0003,
'learning_rate_decay_per_10k_steps': 0.75,
'log_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': 'b7b77944ea66f4fd21281bef9e1b326a80be31b2',
'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': False,
'use_internal_parser': True,
'use_left_padding': True,
'use_peano': True,
'use_product_feature': True,
'use_skips': False,
'validate_transitions': True,
'word_embedding_dim': 300}
17-02-11 09:48:33 [1] In open vocabulary mode. Using loaded embeddings without fine-tuning.
17-02-11 09:48:33 [1] Constructing vocabulary...
17-02-11 09:48:35 [1] Found 36675 word types.
17-02-11 09:48:48 [1] Loading vocabulary with 32589 words from /scratch/apd283/glove/glove.840B.300d.txt
17-02-11 09:49:16 [1] Preprocessing training data.
17-02-11 09:49:42 [1] Preprocessing eval data: /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl
17-02-11 09:49:50 [1] Building model.
17-02-11 09:49:50 [1] Architecture: SentencePairModel (
(embed): Embed (
(projection): Linear (300 -> 600)
)
(spinn): SPINN (
(reduce): Reduce (
(left): CustomLinear (300 -> 1500)
(right): CustomLinear (300 -> 1500)
(track): CustomLinear (40 -> 1500)
)
(tracker): Tracker (
(lateral): CustomLinear (40 -> 160)
(buf): CustomLinear (300 -> 160)
(stack1): CustomLinear (300 -> 160)
(stack2): CustomLinear (300 -> 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)
)
)
17-02-11 09:49:50 [1] Total params: 3581737.0
17-02-11 09:49:52 [1] Training.
17-02-11 09:49:57 [1] Step: 0 Acc: 0.37500 0.69243 Cost: 2.18997 1.42349 0.68629 0.08019 Time: 0.00416
17-02-11 09:53:09 [1] Step: 500 Acc: 0.45713 0.70584 Cost: 1.35490 0.80150 0.47292 0.08047 Time: 0.00028
17-02-11 09:53:40 [1] Step: 500 Eval acc: 0.486826 0.725168 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 09:56:59 [1] Step: 1000 Acc: 0.51787 0.75071 Cost: 1.58588 1.12589 0.37953 0.08046 Time: 0.00029
17-02-11 09:57:30 [1] Step: 1000 Eval acc: 0.558415 0.766061 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:00:51 [1] Step: 1500 Acc: 0.54319 0.79868 Cost: 1.38747 0.95618 0.35105 0.08024 Time: 0.00029
17-02-11 10:01:23 [1] Step: 1500 Eval acc: 0.581189 0.806212 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:01:23 [1] Checkpointing with new best dev accuracy of 0.581189
17-02-11 10:04:46 [1] Step: 2000 Acc: 0.56956 0.83072 Cost: 1.43274 0.94379 0.40902 0.07994 Time: 0.00029
17-02-11 10:05:17 [1] Step: 2000 Eval acc: 0.617136 0.828383 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:05:17 [1] Checkpointing with new best dev accuracy of 0.617136
17-02-11 10:08:40 [1] Step: 2500 Acc: 0.59750 0.84736 Cost: 1.09555 0.81166 0.20438 0.07951 Time: 0.00029
17-02-11 10:09:11 [1] Step: 2500 Eval acc: 0.628779 0.842831 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:09:11 [1] Checkpointing with new best dev accuracy of 0.628779
17-02-11 10:12:32 [1] Step: 3000 Acc: 0.61456 0.85601 Cost: 1.28990 0.87320 0.33763 0.07906 Time: 0.00029
17-02-11 10:13:04 [1] Step: 3000 Eval acc: 0.650633 0.848215 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-11 10:13:04 [1] Checkpointing with new best dev accuracy of 0.650633
17-02-11 10:16:23 [1] Step: 3500 Acc: 0.61550 0.86506 Cost: 1.26217 0.93582 0.24779 0.07857 Time: 0.00029
17-02-11 10:16:55 [1] Step: 3500 Eval acc: 0.656863 0.853937 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-11 10:16:55 [1] Checkpointing with new best dev accuracy of 0.656863
17-02-11 10:20:19 [1] Step: 4000 Acc: 0.63256 0.86281 Cost: 1.02207 0.78133 0.16264 0.07810 Time: 0.00029
17-02-11 10:20:54 [1] Step: 4000 Eval acc: 0.671569 0.861624 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-11 10:20:54 [1] Checkpointing with new best dev accuracy of 0.671569
17-02-11 10:24:13 [1] Step: 4500 Acc: 0.64625 0.87106 Cost: 0.98812 0.77722 0.13325 0.07765 Time: 0.00029
17-02-11 10:24:47 [1] Step: 4500 Eval acc: 0.681066 0.862261 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-11 10:24:47 [1] Checkpointing with new best dev accuracy of 0.681066
17-02-11 10:28:09 [1] Step: 5000 Acc: 0.65519 0.87217 Cost: 1.11259 0.80968 0.22573 0.07719 Time: 0.00029
17-02-11 10:28:40 [1] Step: 5000 Eval acc: 0.684641 0.862898 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-11 10:28:40 [1] Checkpointing with new best dev accuracy of 0.684641
17-02-11 10:32:03 [1] Step: 5500 Acc: 0.65663 0.87648 Cost: 0.91568 0.66652 0.17241 0.07675 Time: 0.00029
17-02-11 10:32:34 [1] Step: 5500 Eval acc: 0.693832 0.862239 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:32:34 [1] Checkpointing with new best dev accuracy of 0.693832
17-02-11 10:35:54 [1] Step: 6000 Acc: 0.66350 0.88135 Cost: 1.53314 1.16729 0.28958 0.07627 Time: 0.00029
17-02-11 10:36:26 [1] Step: 6000 Eval acc: 0.692606 0.869059 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:39:41 [1] Step: 6500 Acc: 0.67331 0.88709 Cost: 0.78438 0.56269 0.14583 0.07586 Time: 0.00029
17-02-11 10:40:15 [1] Step: 6500 Eval acc: 0.705474 0.871660 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-11 10:40:15 [1] Checkpointing with new best dev accuracy of 0.705474
17-02-11 10:43:37 [1] Step: 7000 Acc: 0.67637 0.88410 Cost: 0.83117 0.56994 0.18582 0.07542 Time: 0.00029
17-02-11 10:44:08 [1] Step: 7000 Eval acc: 0.710376 0.872794 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:44:08 [1] Checkpointing with new best dev accuracy of 0.710376
17-02-11 10:47:30 [1] Step: 7500 Acc: 0.68944 0.88503 Cost: 1.07842 0.76121 0.24222 0.07499 Time: 0.00029
17-02-11 10:48:01 [1] Step: 7500 Eval acc: 0.709150 0.873001 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 10:51:20 [1] Step: 8000 Acc: 0.69250 0.89100 Cost: 0.89917 0.68050 0.14411 0.07457 Time: 0.00029
17-02-11 10:51:51 [1] Step: 8000 Eval acc: 0.722120 0.873412 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-11 10:51:51 [1] Checkpointing with new best dev accuracy of 0.722120
17-02-11 10:55:06 [1] Step: 8500 Acc: 0.69912 0.88880 Cost: 0.75163 0.56790 0.10956 0.07417 Time: 0.00029
17-02-11 10:55:40 [1] Step: 8500 Eval acc: 0.733456 0.876104 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-11 10:55:40 [1] Checkpointing with new best dev accuracy of 0.733456
17-02-11 10:59:00 [1] Step: 9000 Acc: 0.69712 0.88797 Cost: 1.12830 0.90975 0.14478 0.07376 Time: 0.00029
17-02-11 10:59:31 [1] Step: 9000 Eval acc: 0.713848 0.879329 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 11:02:51 [1] Step: 9500 Acc: 0.70331 0.89108 Cost: 1.12548 0.72782 0.32419 0.07347 Time: 0.00029
17-02-11 11:03:22 [1] Step: 9500 Eval acc: 0.725286 0.880467 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 11:06:44 [1] Step: 10000 Acc: 0.70531 0.88805 Cost: 1.13314 0.71825 0.34177 0.07312 Time: 0.00029
17-02-11 11:07:15 [1] Step: 10000 Eval acc: 0.739481 0.879279 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 11:07:15 [1] Checkpointing with new best dev accuracy of 0.739481
17-02-11 11:10:39 [1] Step: 10500 Acc: 0.71181 0.89026 Cost: 1.27400 0.77996 0.42125 0.07279 Time: 0.00029
17-02-11 11:11:10 [1] Step: 10500 Eval acc: 0.747447 0.882211 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 11:11:10 [1] Checkpointing with new best dev accuracy of 0.747447
17-02-11 11:14:26 [1] Step: 11000 Acc: 0.71713 0.89818 Cost: 1.07644 0.66412 0.33978 0.07253 Time: 0.00029
17-02-11 11:14:56 [1] Step: 11000 Eval acc: 0.746528 0.878891 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 11:18:18 [1] Step: 11500 Acc: 0.71788 0.89616 Cost: 1.16490 0.75979 0.33286 0.07225 Time: 0.00029
17-02-11 11:18:48 [1] Step: 11500 Eval acc: 0.747753 0.883737 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 11:22:04 [1] Step: 12000 Acc: 0.72300 0.89728 Cost: 1.37246 1.00518 0.29527 0.07200 Time: 0.00029
17-02-11 11:22:35 [1] Step: 12000 Eval acc: 0.745711 0.880946 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 11:25:55 [1] Step: 12500 Acc: 0.72256 0.89683 Cost: 0.92894 0.68951 0.16767 0.07177 Time: 0.00029
17-02-11 11:26:26 [1] Step: 12500 Eval acc: 0.754902 0.885797 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 11:26:26 [1] Checkpointing with new best dev accuracy of 0.754902
17-02-11 11:29:42 [1] Step: 13000 Acc: 0.72119 0.89837 Cost: 0.81437 0.62674 0.11612 0.07151 Time: 0.00029
17-02-11 11:30:15 [1] Step: 13000 Eval acc: 0.757557 0.881059 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-11 11:30:15 [1] Checkpointing with new best dev accuracy of 0.757557
17-02-11 11:33:34 [1] Step: 13500 Acc: 0.73638 0.89605 Cost: 0.84040 0.55375 0.21531 0.07134 Time: 0.00029
17-02-11 11:34:05 [1] Step: 13500 Eval acc: 0.760723 0.886700 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 11:34:05 [1] Checkpointing with new best dev accuracy of 0.760723
17-02-11 11:37:29 [1] Step: 14000 Acc: 0.72650 0.89630 Cost: 1.08568 0.85040 0.16407 0.07121 Time: 0.00029
17-02-11 11:38:02 [1] Step: 14000 Eval acc: 0.761540 0.887779 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 11:41:36 [1] Step: 14500 Acc: 0.73775 0.89061 Cost: 0.97108 0.56041 0.33967 0.07101 Time: 0.00029
17-02-11 11:42:08 [1] Step: 14500 Eval acc: 0.759498 0.888543 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-11 11:45:49 [1] Step: 15000 Acc: 0.74113 0.89654 Cost: 0.79320 0.67360 0.04874 0.07086 Time: 0.00031
17-02-11 11:46:20 [1] Step: 15000 Eval acc: 0.770016 0.885566 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 11:46:20 [1] Checkpointing with new best dev accuracy of 0.770016
17-02-11 11:49:49 [1] Step: 15500 Acc: 0.74094 0.89777 Cost: 0.80217 0.52351 0.20783 0.07082 Time: 0.00030
17-02-11 11:50:20 [1] Step: 15500 Eval acc: 0.764400 0.882978 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 11:53:50 [1] Step: 16000 Acc: 0.74194 0.90195 Cost: 0.95731 0.70066 0.18597 0.07069 Time: 0.00031
17-02-11 11:54:22 [1] Step: 16000 Eval acc: 0.761336 0.886822 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-11 11:57:54 [1] Step: 16500 Acc: 0.74300 0.90360 Cost: 0.89264 0.58917 0.23287 0.07060 Time: 0.00031
17-02-11 11:58:26 [1] Step: 16500 Eval acc: 0.770118 0.886822 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-11 12:02:04 [1] Step: 17000 Acc: 0.74681 0.89492 Cost: 0.68924 0.48305 0.13564 0.07055 Time: 0.00031
17-02-11 12:02:44 [1] Step: 17000 Eval acc: 0.766850 0.888832 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000087
17-02-11 12:06:33 [1] Step: 17500 Acc: 0.75013 0.89920 Cost: 0.86993 0.61568 0.18363 0.07062 Time: 0.00033
17-02-11 12:07:07 [1] Step: 17500 Eval acc: 0.770016 0.888818 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 12:10:39 [1] Step: 18000 Acc: 0.75356 0.90288 Cost: 0.92968 0.73571 0.12324 0.07073 Time: 0.00031
17-02-11 12:11:15 [1] Step: 18000 Eval acc: 0.774408 0.886853 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 12:11:15 [1] Checkpointing with new best dev accuracy of 0.774408
17-02-11 12:14:57 [1] Step: 18500 Acc: 0.75506 0.89628 Cost: 0.95037 0.68744 0.19211 0.07082 Time: 0.00032
17-02-11 12:15:30 [1] Step: 18500 Eval acc: 0.775123 0.890281 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 12:19:07 [1] Step: 19000 Acc: 0.75794 0.90198 Cost: 0.84318 0.64123 0.13112 0.07083 Time: 0.00032
17-02-11 12:19:41 [1] Step: 19000 Eval acc: 0.777063 0.889261 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 12:19:41 [1] Checkpointing with new best dev accuracy of 0.777063
17-02-11 12:23:25 [1] Step: 19500 Acc: 0.75619 0.90008 Cost: 0.77019 0.56600 0.13334 0.07084 Time: 0.00032
17-02-11 12:24:03 [1] Step: 19500 Eval acc: 0.783292 0.892418 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000081
17-02-11 12:24:03 [1] Checkpointing with new best dev accuracy of 0.783292
17-02-11 12:27:46 [1] Step: 20000 Acc: 0.75644 0.90095 Cost: 0.87342 0.54237 0.26014 0.07091 Time: 0.00032
17-02-11 12:28:20 [1] Step: 20000 Eval acc: 0.781863 0.889581 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 12:32:01 [1] Step: 20500 Acc: 0.76369 0.90494 Cost: 0.67471 0.42139 0.18242 0.07091 Time: 0.00032
17-02-11 12:32:35 [1] Step: 20500 Eval acc: 0.781352 0.891135 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 12:36:13 [1] Step: 21000 Acc: 0.75425 0.90785 Cost: 0.87206 0.62718 0.17389 0.07099 Time: 0.00032
17-02-11 12:36:47 [1] Step: 21000 Eval acc: 0.782475 0.890381 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 12:40:22 [1] Step: 21500 Acc: 0.76113 0.90546 Cost: 0.70211 0.34507 0.28602 0.07102 Time: 0.00032
17-02-11 12:40:59 [1] Step: 21500 Eval acc: 0.781658 0.892878 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000081
17-02-11 12:44:30 [1] Step: 22000 Acc: 0.75475 0.90838 Cost: 0.51716 0.38410 0.06199 0.07107 Time: 0.00031
17-02-11 12:45:02 [1] Step: 22000 Eval acc: 0.787888 0.888755 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 12:45:02 [1] Checkpointing with new best dev accuracy of 0.787888
17-02-11 12:48:44 [1] Step: 22500 Acc: 0.77038 0.90372 Cost: 0.80264 0.49110 0.24039 0.07116 Time: 0.00032
17-02-11 12:49:21 [1] Step: 22500 Eval acc: 0.786254 0.890950 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-11 12:53:04 [1] Step: 23000 Acc: 0.76156 0.90515 Cost: 0.83016 0.53840 0.22044 0.07132 Time: 0.00032
17-02-11 12:53:37 [1] Step: 23000 Eval acc: 0.787480 0.888945 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 12:57:20 [1] Step: 23500 Acc: 0.76156 0.89884 Cost: 0.80230 0.63359 0.09729 0.07142 Time: 0.00032
17-02-11 12:57:53 [1] Step: 23500 Eval acc: 0.784314 0.894861 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 13:01:33 [1] Step: 24000 Acc: 0.77175 0.90672 Cost: 1.15947 0.88519 0.20279 0.07150 Time: 0.00032
17-02-11 13:02:09 [1] Step: 24000 Eval acc: 0.790033 0.894459 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 13:02:09 [1] Checkpointing with new best dev accuracy of 0.790033
17-02-11 13:05:44 [1] Step: 24500 Acc: 0.76638 0.90702 Cost: 0.90291 0.65225 0.17902 0.07164 Time: 0.00031
17-02-11 13:06:21 [1] Step: 24500 Eval acc: 0.787173 0.894708 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 13:09:54 [1] Step: 25000 Acc: 0.77112 0.90755 Cost: 0.78797 0.57281 0.14348 0.07168 Time: 0.00031
17-02-11 13:10:31 [1] Step: 25000 Eval acc: 0.793607 0.893082 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 13:10:31 [1] Checkpointing with new best dev accuracy of 0.793607
17-02-11 13:14:07 [1] Step: 25500 Acc: 0.76856 0.90678 Cost: 0.73234 0.47920 0.18137 0.07176 Time: 0.00031
17-02-11 13:14:44 [1] Step: 25500 Eval acc: 0.792075 0.887617 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-11 13:18:26 [1] Step: 26000 Acc: 0.76619 0.90594 Cost: 0.69588 0.51078 0.11319 0.07192 Time: 0.00032
17-02-11 13:18:59 [1] Step: 26000 Eval acc: 0.798407 0.896961 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 13:18:59 [1] Checkpointing with new best dev accuracy of 0.798407
17-02-11 13:22:41 [1] Step: 26500 Acc: 0.77219 0.90355 Cost: 0.82387 0.60506 0.14683 0.07199 Time: 0.00032
17-02-11 13:23:15 [1] Step: 26500 Eval acc: 0.797181 0.893055 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 13:26:55 [1] Step: 27000 Acc: 0.77050 0.90774 Cost: 0.96253 0.79634 0.09412 0.07206 Time: 0.00032
17-02-11 13:27:29 [1] Step: 27000 Eval acc: 0.794833 0.892233 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 13:31:15 [1] Step: 27500 Acc: 0.77219 0.90197 Cost: 0.51297 0.32721 0.11355 0.07221 Time: 0.00032
17-02-11 13:31:49 [1] Step: 27500 Eval acc: 0.797386 0.894965 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 13:35:31 [1] Step: 28000 Acc: 0.77312 0.90677 Cost: 0.70999 0.47161 0.16611 0.07228 Time: 0.00032
17-02-11 13:36:04 [1] Step: 28000 Eval acc: 0.793913 0.895430 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 13:39:45 [1] Step: 28500 Acc: 0.77063 0.90520 Cost: 0.79681 0.58691 0.13752 0.07238 Time: 0.00032
17-02-11 13:40:18 [1] Step: 28500 Eval acc: 0.795956 0.891487 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 13:43:57 [1] Step: 29000 Acc: 0.77438 0.90747 Cost: 0.92530 0.72659 0.12624 0.07247 Time: 0.00032
17-02-11 13:44:31 [1] Step: 29000 Eval acc: 0.800245 0.893533 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 13:48:08 [1] Step: 29500 Acc: 0.77744 0.91131 Cost: 0.82303 0.57359 0.17685 0.07259 Time: 0.00032
17-02-11 13:48:41 [1] Step: 29500 Eval acc: 0.804228 0.892395 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 13:48:41 [1] Checkpointing with new best dev accuracy of 0.804228
17-02-11 13:52:11 [1] Step: 30000 Acc: 0.77194 0.91312 Cost: 0.68589 0.46424 0.14892 0.07272 Time: 0.00031
17-02-11 13:52:48 [1] Step: 30000 Eval acc: 0.798917 0.895064 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 13:56:29 [1] Step: 30500 Acc: 0.77425 0.90467 Cost: 0.92419 0.63176 0.21967 0.07277 Time: 0.00031
17-02-11 13:57:02 [1] Step: 30500 Eval acc: 0.800654 0.891673 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 14:00:40 [1] Step: 31000 Acc: 0.77681 0.90717 Cost: 0.71730 0.41307 0.23139 0.07284 Time: 0.00032
17-02-11 14:01:13 [1] Step: 31000 Eval acc: 0.799020 0.896483 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 14:04:50 [1] Step: 31500 Acc: 0.77550 0.90954 Cost: 0.63085 0.43704 0.12080 0.07302 Time: 0.00032
17-02-11 14:05:23 [1] Step: 31500 Eval acc: 0.803207 0.897079 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 14:09:00 [1] Step: 32000 Acc: 0.77163 0.90690 Cost: 0.65436 0.47579 0.10543 0.07314 Time: 0.00032
17-02-11 14:09:33 [1] Step: 32000 Eval acc: 0.803002 0.891415 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 14:13:12 [1] Step: 32500 Acc: 0.77669 0.90734 Cost: 0.75687 0.53344 0.15018 0.07325 Time: 0.00032
17-02-11 14:13:45 [1] Step: 32500 Eval acc: 0.805556 0.897526 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 14:17:22 [1] Step: 33000 Acc: 0.78138 0.90858 Cost: 0.84842 0.64108 0.13397 0.07337 Time: 0.00032
17-02-11 14:17:56 [1] Step: 33000 Eval acc: 0.803411 0.892558 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 14:21:34 [1] Step: 33500 Acc: 0.78269 0.90836 Cost: 0.62844 0.45781 0.09720 0.07344 Time: 0.00032
17-02-11 14:22:11 [1] Step: 33500 Eval acc: 0.804739 0.897214 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 14:25:51 [1] Step: 34000 Acc: 0.78625 0.90824 Cost: 0.73357 0.58665 0.07336 0.07356 Time: 0.00032
17-02-11 14:26:24 [1] Step: 34000 Eval acc: 0.803309 0.895069 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 14:30:04 [1] Step: 34500 Acc: 0.78144 0.90939 Cost: 0.53574 0.35733 0.10468 0.07373 Time: 0.00032
17-02-11 14:30:36 [1] Step: 34500 Eval acc: 0.804739 0.895051 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 14:34:11 [1] Step: 35000 Acc: 0.79075 0.91052 Cost: 1.17057 1.00528 0.09113 0.07415 Time: 0.00031
17-02-11 14:34:43 [1] Step: 35000 Eval acc: 0.804024 0.898136 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 14:38:12 [1] Step: 35500 Acc: 0.79981 0.91211 Cost: 0.86035 0.56625 0.21963 0.07447 Time: 0.00031
17-02-11 14:38:48 [1] Step: 35500 Eval acc: 0.804330 0.895417 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 14:42:23 [1] Step: 36000 Acc: 0.79400 0.91126 Cost: 0.76746 0.41893 0.27388 0.07465 Time: 0.00031
17-02-11 14:42:56 [1] Step: 36000 Eval acc: 0.801879 0.896410 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 14:46:34 [1] Step: 36500 Acc: 0.79006 0.90436 Cost: 0.61323 0.37979 0.15858 0.07486 Time: 0.00031
17-02-11 14:47:06 [1] Step: 36500 Eval acc: 0.811070 0.895503 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 14:47:06 [1] Checkpointing with new best dev accuracy of 0.811070
17-02-11 14:50:43 [1] Step: 37000 Acc: 0.79406 0.91043 Cost: 0.76252 0.57775 0.10969 0.07509 Time: 0.00031
17-02-11 14:51:18 [1] Step: 37000 Eval acc: 0.806373 0.898149 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 14:55:05 [1] Step: 37500 Acc: 0.78806 0.90513 Cost: 0.70139 0.48178 0.14433 0.07528 Time: 0.00031
17-02-11 14:55:38 [1] Step: 37500 Eval acc: 0.811989 0.895706 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 14:59:13 [1] Step: 38000 Acc: 0.79544 0.91237 Cost: 0.60721 0.35353 0.17824 0.07544 Time: 0.00031
17-02-11 14:59:46 [1] Step: 38000 Eval acc: 0.808824 0.895123 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 15:03:22 [1] Step: 38500 Acc: 0.79269 0.91169 Cost: 0.88551 0.52660 0.28328 0.07563 Time: 0.00031
17-02-11 15:03:54 [1] Step: 38500 Eval acc: 0.813011 0.895941 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 15:03:54 [1] Checkpointing with new best dev accuracy of 0.813011
17-02-11 15:07:25 [1] Step: 39000 Acc: 0.79100 0.91366 Cost: 0.65128 0.48197 0.09343 0.07588 Time: 0.00031
17-02-11 15:08:00 [1] Step: 39000 Eval acc: 0.810866 0.897512 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-11 15:11:36 [1] Step: 39500 Acc: 0.79806 0.91127 Cost: 0.55287 0.42091 0.05587 0.07609 Time: 0.00031
17-02-11 15:12:09 [1] Step: 39500 Eval acc: 0.811887 0.896081 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 15:15:39 [1] Step: 40000 Acc: 0.78950 0.91285 Cost: 0.94698 0.78829 0.08245 0.07624 Time: 0.00031
17-02-11 15:16:15 [1] Step: 40000 Eval acc: 0.811275 0.893470 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 15:19:47 [1] Step: 40500 Acc: 0.79475 0.91157 Cost: 0.76872 0.58394 0.10837 0.07641 Time: 0.00031
17-02-11 15:20:23 [1] Step: 40500 Eval acc: 0.812602 0.898529 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 15:23:59 [1] Step: 41000 Acc: 0.79581 0.91217 Cost: 0.79996 0.55501 0.16841 0.07654 Time: 0.00031
17-02-11 15:24:32 [1] Step: 41000 Eval acc: 0.811275 0.893606 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 15:28:10 [1] Step: 41500 Acc: 0.79112 0.91275 Cost: 0.79552 0.51735 0.20138 0.07680 Time: 0.00031
17-02-11 15:28:43 [1] Step: 41500 Eval acc: 0.809436 0.898113 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 15:32:19 [1] Step: 42000 Acc: 0.79881 0.91184 Cost: 0.89905 0.55757 0.26455 0.07693 Time: 0.00031
17-02-11 15:32:52 [1] Step: 42000 Eval acc: 0.814542 0.899409 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 15:36:25 [1] Step: 42500 Acc: 0.79869 0.91275 Cost: 0.73180 0.41980 0.23494 0.07705 Time: 0.00031
17-02-11 15:36:59 [1] Step: 42500 Eval acc: 0.815972 0.895010 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 15:36:59 [1] Checkpointing with new best dev accuracy of 0.815972
17-02-11 15:40:29 [1] Step: 43000 Acc: 0.79688 0.91521 Cost: 0.66839 0.52271 0.06844 0.07725 Time: 0.00031
17-02-11 15:41:05 [1] Step: 43000 Eval acc: 0.814542 0.898492 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 15:44:37 [1] Step: 43500 Acc: 0.79888 0.91201 Cost: 0.79609 0.67045 0.04824 0.07740 Time: 0.00031
17-02-11 15:45:13 [1] Step: 43500 Eval acc: 0.815870 0.898953 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 15:48:49 [1] Step: 44000 Acc: 0.79744 0.91370 Cost: 0.62805 0.40151 0.14891 0.07763 Time: 0.00031
17-02-11 15:49:22 [1] Step: 44000 Eval acc: 0.811479 0.896541 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 15:53:03 [1] Step: 44500 Acc: 0.79712 0.90907 Cost: 0.81337 0.51460 0.22093 0.07783 Time: 0.00031
17-02-11 15:53:39 [1] Step: 44500 Eval acc: 0.815870 0.895177 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 15:57:17 [1] Step: 45000 Acc: 0.79463 0.91145 Cost: 0.80913 0.59556 0.13560 0.07797 Time: 0.00031
17-02-11 15:57:50 [1] Step: 45000 Eval acc: 0.817198 0.896690 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:01:26 [1] Step: 45500 Acc: 0.79156 0.91259 Cost: 0.80717 0.60169 0.12739 0.07809 Time: 0.00031
17-02-11 16:01:59 [1] Step: 45500 Eval acc: 0.818423 0.898696 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:01:59 [1] Checkpointing with new best dev accuracy of 0.818423
17-02-11 16:05:34 [1] Step: 46000 Acc: 0.79994 0.91286 Cost: 0.86636 0.60588 0.18220 0.07827 Time: 0.00032
17-02-11 16:06:07 [1] Step: 46000 Eval acc: 0.813725 0.897571 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:09:45 [1] Step: 46500 Acc: 0.79281 0.91010 Cost: 0.95203 0.59891 0.27476 0.07836 Time: 0.00031
17-02-11 16:10:19 [1] Step: 46500 Eval acc: 0.812602 0.895322 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 16:14:04 [1] Step: 47000 Acc: 0.79381 0.90835 Cost: 0.95846 0.69415 0.18577 0.07855 Time: 0.00032
17-02-11 16:14:37 [1] Step: 47000 Eval acc: 0.816993 0.896153 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:18:13 [1] Step: 47500 Acc: 0.79263 0.91612 Cost: 0.56664 0.22599 0.26192 0.07874 Time: 0.00031
17-02-11 16:18:47 [1] Step: 47500 Eval acc: 0.818730 0.898443 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:22:18 [1] Step: 48000 Acc: 0.79737 0.91407 Cost: 0.73108 0.53270 0.11948 0.07889 Time: 0.00031
17-02-11 16:22:54 [1] Step: 48000 Eval acc: 0.815462 0.896614 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 16:26:27 [1] Step: 48500 Acc: 0.79681 0.91580 Cost: 0.73252 0.44884 0.20474 0.07894 Time: 0.00031
17-02-11 16:27:04 [1] Step: 48500 Eval acc: 0.816993 0.896754 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 16:30:45 [1] Step: 49000 Acc: 0.79450 0.90749 Cost: 0.48596 0.29626 0.11062 0.07908 Time: 0.00031
17-02-11 16:31:18 [1] Step: 49000 Eval acc: 0.824040 0.898235 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:31:18 [1] Checkpointing with new best dev accuracy of 0.824040
17-02-11 16:34:53 [1] Step: 49500 Acc: 0.80300 0.91299 Cost: 0.64982 0.50107 0.06958 0.07917 Time: 0.00032
17-02-11 16:35:27 [1] Step: 49500 Eval acc: 0.822917 0.898723 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 16:39:06 [1] Step: 50000 Acc: 0.79387 0.91004 Cost: 0.61938 0.43993 0.10017 0.07928 Time: 0.00032
17-02-11 16:39:39 [1] Step: 50000 Eval acc: 0.820874 0.895548 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:43:25 [1] Step: 50500 Acc: 0.79225 0.90979 Cost: 0.80346 0.48598 0.23809 0.07939 Time: 0.00032
17-02-11 16:43:58 [1] Step: 50500 Eval acc: 0.816993 0.901600 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:47:36 [1] Step: 51000 Acc: 0.79825 0.91189 Cost: 1.27693 0.85021 0.34707 0.07965 Time: 0.00032
17-02-11 16:48:09 [1] Step: 51000 Eval acc: 0.819240 0.897287 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 16:51:43 [1] Step: 51500 Acc: 0.79625 0.91665 Cost: 0.67088 0.49896 0.09218 0.07975 Time: 0.00032
17-02-11 16:52:20 [1] Step: 51500 Eval acc: 0.821283 0.898041 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 16:55:51 [1] Step: 52000 Acc: 0.81956 0.91404 Cost: 0.59283 0.40075 0.11207 0.08001 Time: 0.00031
17-02-11 16:56:27 [1] Step: 52000 Eval acc: 0.817198 0.897146 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 17:00:12 [1] Step: 52500 Acc: 0.81644 0.90695 Cost: 0.46366 0.30260 0.08073 0.08034 Time: 0.00031
17-02-11 17:00:45 [1] Step: 52500 Eval acc: 0.821078 0.898723 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 17:04:29 [1] Step: 53000 Acc: 0.81588 0.90731 Cost: 0.40069 0.21741 0.10265 0.08064 Time: 0.00032
17-02-11 17:05:02 [1] Step: 53000 Eval acc: 0.823325 0.899852 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 17:08:29 [1] Step: 53500 Acc: 0.82469 0.91882 Cost: 0.49726 0.23385 0.18254 0.08087 Time: 0.00031
17-02-11 17:09:02 [1] Step: 53500 Eval acc: 0.823121 0.899034 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 17:12:42 [1] Step: 54000 Acc: 0.81031 0.91461 Cost: 0.70364 0.53099 0.09139 0.08126 Time: 0.00032
17-02-11 17:13:18 [1] Step: 54000 Eval acc: 0.816176 0.897070 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 17:16:53 [1] Step: 54500 Acc: 0.81019 0.91588 Cost: 0.54968 0.25851 0.20964 0.08152 Time: 0.00031
17-02-11 17:17:29 [1] Step: 54500 Eval acc: 0.824244 0.900290 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 17:20:58 [1] Step: 55000 Acc: 0.81525 0.92020 Cost: 0.53172 0.29255 0.15740 0.08177 Time: 0.00032
17-02-11 17:21:31 [1] Step: 55000 Eval acc: 0.821385 0.897874 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 17:24:59 [1] Step: 55500 Acc: 0.81388 0.92074 Cost: 0.73915 0.57355 0.08352 0.08208 Time: 0.00031
17-02-11 17:25:32 [1] Step: 55500 Eval acc: 0.823529 0.898416 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 17:29:10 [1] Step: 56000 Acc: 0.80637 0.91443 Cost: 0.79810 0.57102 0.14476 0.08232 Time: 0.00032
17-02-11 17:29:43 [1] Step: 56000 Eval acc: 0.824551 0.894247 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 17:33:20 [1] Step: 56500 Acc: 0.81219 0.91452 Cost: 1.16049 0.61995 0.45807 0.08247 Time: 0.00032
17-02-11 17:33:54 [1] Step: 56500 Eval acc: 0.821998 0.898267 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 17:37:38 [1] Step: 57000 Acc: 0.81425 0.90925 Cost: 0.66344 0.50483 0.07589 0.08272 Time: 0.00032
17-02-11 17:38:10 [1] Step: 57000 Eval acc: 0.822712 0.898822 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 17:41:46 [1] Step: 57500 Acc: 0.80669 0.91374 Cost: 0.86399 0.47618 0.30487 0.08294 Time: 0.00031
17-02-11 17:42:18 [1] Step: 57500 Eval acc: 0.823019 0.902246 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 17:45:54 [1] Step: 58000 Acc: 0.81431 0.91353 Cost: 0.95000 0.56963 0.29725 0.08312 Time: 0.00031
17-02-11 17:46:30 [1] Step: 58000 Eval acc: 0.822406 0.901329 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 17:50:02 [1] Step: 58500 Acc: 0.81137 0.91416 Cost: 0.69837 0.41976 0.19525 0.08337 Time: 0.00031
17-02-11 17:50:38 [1] Step: 58500 Eval acc: 0.821487 0.899978 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 17:54:06 [1] Step: 59000 Acc: 0.80775 0.91804 Cost: 0.62400 0.48843 0.05203 0.08354 Time: 0.00031
17-02-11 17:54:38 [1] Step: 59000 Eval acc: 0.824142 0.898425 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-11 17:58:13 [1] Step: 59500 Acc: 0.81406 0.91452 Cost: 1.09644 0.75610 0.25659 0.08375 Time: 0.00031
17-02-11 17:58:46 [1] Step: 59500 Eval acc: 0.825266 0.900064 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-11 18:02:21 [1] Step: 60000 Acc: 0.81425 0.91136 Cost: 0.79097 0.60087 0.10617 0.08393 Time: 0.00031
17-02-11 18:02:56 [1] Step: 60000 Eval acc: 0.823325 0.902029 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-11 18:06:33 [1] Step: 60500 Acc: 0.81175 0.91331 Cost: 0.46774 0.28373 0.09998 0.08404 Time: 0.00031
17-02-11 18:07:05 [1] Step: 60500 Eval acc: 0.824959 0.896690 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-11 18:10:44 [1] Step: 61000 Acc: 0.81150 0.91197 Cost: 0.75676 0.56204 0.11048 0.08424 Time: 0.00031
17-02-11 18:11:19 [1] Step: 61000 Eval acc: 0.827104 0.897928 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 18:11:19 [1] Checkpointing with new best dev accuracy of 0.827104
17-02-11 18:14:50 [1] Step: 61500 Acc: 0.81069 0.91563 Cost: 0.73596 0.51540 0.13615 0.08440 Time: 0.00031
17-02-11 18:15:25 [1] Step: 61500 Eval acc: 0.829453 0.899829 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-11 18:15:25 [1] Checkpointing with new best dev accuracy of 0.829453
17-02-11 18:18:53 [1] Step: 62000 Acc: 0.81669 0.91972 Cost: 0.72803 0.55398 0.08945 0.08460 Time: 0.00031
17-02-11 18:19:25 [1] Step: 62000 Eval acc: 0.825776 0.897585 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 18:23:09 [1] Step: 62500 Acc: 0.80537 0.91138 Cost: 0.81415 0.56354 0.16588 0.08473 Time: 0.00031
17-02-11 18:23:41 [1] Step: 62500 Eval acc: 0.828942 0.900236 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 18:27:13 [1] Step: 63000 Acc: 0.80800 0.91702 Cost: 0.66943 0.45269 0.13187 0.08487 Time: 0.00031
17-02-11 18:27:45 [1] Step: 63000 Eval acc: 0.826287 0.902065 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 18:31:23 [1] Step: 63500 Acc: 0.81350 0.91155 Cost: 0.80864 0.37127 0.35236 0.08501 Time: 0.00031
17-02-11 18:31:59 [1] Step: 63500 Eval acc: 0.829759 0.897512 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 18:35:37 [1] Step: 64000 Acc: 0.80963 0.90997 Cost: 1.36924 0.87263 0.41150 0.08511 Time: 0.00031
17-02-11 18:36:10 [1] Step: 64000 Eval acc: 0.822815 0.902390 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 18:39:41 [1] Step: 64500 Acc: 0.81094 0.91873 Cost: 0.71168 0.52340 0.10294 0.08533 Time: 0.00031
17-02-11 18:40:14 [1] Step: 64500 Eval acc: 0.826593 0.901514 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 18:43:46 [1] Step: 65000 Acc: 0.81006 0.91711 Cost: 0.94949 0.64082 0.22316 0.08550 Time: 0.00031
17-02-11 18:44:19 [1] Step: 65000 Eval acc: 0.829350 0.900064 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 18:47:48 [1] Step: 65500 Acc: 0.81275 0.91708 Cost: 0.73883 0.51807 0.13515 0.08561 Time: 0.00031
17-02-11 18:48:24 [1] Step: 65500 Eval acc: 0.824040 0.900651 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 18:52:05 [1] Step: 66000 Acc: 0.80794 0.91135 Cost: 0.58841 0.35228 0.15042 0.08571 Time: 0.00031
17-02-11 18:52:40 [1] Step: 66000 Eval acc: 0.825980 0.902449 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-11 18:56:07 [1] Step: 66500 Acc: 0.81256 0.91867 Cost: 0.68430 0.47367 0.12472 0.08591 Time: 0.00030
17-02-11 18:56:43 [1] Step: 66500 Eval acc: 0.824551 0.900814 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 19:00:12 [1] Step: 67000 Acc: 0.81900 0.91633 Cost: 1.14614 0.67389 0.38613 0.08612 Time: 0.00031
17-02-11 19:00:45 [1] Step: 67000 Eval acc: 0.828125 0.896144 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 19:04:21 [1] Step: 67500 Acc: 0.81388 0.91407 Cost: 0.60090 0.41876 0.09588 0.08626 Time: 0.00031
17-02-11 19:04:57 [1] Step: 67500 Eval acc: 0.828533 0.901360 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 19:08:27 [1] Step: 68000 Acc: 0.81131 0.91762 Cost: 0.82344 0.59359 0.14337 0.08648 Time: 0.00030
17-02-11 19:09:02 [1] Step: 68000 Eval acc: 0.825163 0.898953 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 19:12:38 [1] Step: 68500 Acc: 0.81269 0.91449 Cost: 0.90687 0.67108 0.14896 0.08683 Time: 0.00031
17-02-11 19:13:11 [1] Step: 68500 Eval acc: 0.828023 0.900719 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 19:16:44 [1] Step: 69000 Acc: 0.82537 0.91634 Cost: 0.81625 0.64652 0.08282 0.08692 Time: 0.00032
17-02-11 19:17:19 [1] Step: 69000 Eval acc: 0.830678 0.899545 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-11 19:20:57 [1] Step: 69500 Acc: 0.82812 0.91523 Cost: 0.66469 0.45905 0.11822 0.08741 Time: 0.00031
17-02-11 19:21:29 [1] Step: 69500 Eval acc: 0.829963 0.901826 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-11 19:24:55 [1] Step: 70000 Acc: 0.83050 0.92013 Cost: 0.58946 0.30302 0.19881 0.08762 Time: 0.00031
17-02-11 19:25:30 [1] Step: 70000 Eval acc: 0.830678 0.897083 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 19:29:02 [1] Step: 70500 Acc: 0.82625 0.91678 Cost: 0.73641 0.40530 0.24323 0.08788 Time: 0.00031
17-02-11 19:29:38 [1] Step: 70500 Eval acc: 0.825776 0.899752 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 19:33:15 [1] Step: 71000 Acc: 0.82775 0.91566 Cost: 0.80298 0.41710 0.29768 0.08820 Time: 0.00031
17-02-11 19:33:48 [1] Step: 71000 Eval acc: 0.829657 0.902779 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 19:37:18 [1] Step: 71500 Acc: 0.82913 0.92033 Cost: 1.02891 0.73948 0.20107 0.08836 Time: 0.00031
17-02-11 19:37:54 [1] Step: 71500 Eval acc: 0.830984 0.900439 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 19:41:32 [1] Step: 72000 Acc: 0.82894 0.91692 Cost: 0.63130 0.39092 0.15181 0.08858 Time: 0.00031
17-02-11 19:42:04 [1] Step: 72000 Eval acc: 0.829555 0.901938 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 19:45:43 [1] Step: 72500 Acc: 0.82044 0.91117 Cost: 0.45826 0.22280 0.14662 0.08884 Time: 0.00031
17-02-11 19:46:16 [1] Step: 72500 Eval acc: 0.829453 0.897833 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 19:49:49 [1] Step: 73000 Acc: 0.82319 0.91954 Cost: 0.93524 0.73282 0.11328 0.08914 Time: 0.00031
17-02-11 19:50:21 [1] Step: 73000 Eval acc: 0.826287 0.898411 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 19:53:56 [1] Step: 73500 Acc: 0.82288 0.91672 Cost: 0.74541 0.41832 0.23783 0.08925 Time: 0.00031
17-02-11 19:54:29 [1] Step: 73500 Eval acc: 0.827512 0.900827 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 19:58:07 [1] Step: 74000 Acc: 0.82269 0.91417 Cost: 0.75535 0.56843 0.09747 0.08945 Time: 0.00031
17-02-11 19:58:43 [1] Step: 74000 Eval acc: 0.824755 0.900904 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 20:02:24 [1] Step: 74500 Acc: 0.82606 0.91186 Cost: 0.61380 0.37622 0.14800 0.08959 Time: 0.00031
17-02-11 20:02:56 [1] Step: 74500 Eval acc: 0.826900 0.902282 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 20:06:40 [1] Step: 75000 Acc: 0.82394 0.91284 Cost: 0.53813 0.25825 0.19006 0.08983 Time: 0.00032
17-02-11 20:07:13 [1] Step: 75000 Eval acc: 0.829044 0.902182 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 20:10:38 [1] Step: 75500 Acc: 0.82537 0.92145 Cost: 0.62725 0.37476 0.16254 0.08995 Time: 0.00031
17-02-11 20:11:11 [1] Step: 75500 Eval acc: 0.830882 0.901401 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 20:14:46 [1] Step: 76000 Acc: 0.82206 0.91868 Cost: 1.38282 1.06688 0.22558 0.09036 Time: 0.00031
17-02-11 20:15:19 [1] Step: 76000 Eval acc: 0.834865 0.901631 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 20:15:19 [1] Checkpointing with new best dev accuracy of 0.834865
17-02-11 20:19:04 [1] Step: 76500 Acc: 0.82563 0.91210 Cost: 0.92860 0.58505 0.25301 0.09054 Time: 0.00032
17-02-11 20:19:37 [1] Step: 76500 Eval acc: 0.830167 0.900796 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 20:23:17 [1] Step: 77000 Acc: 0.82400 0.91300 Cost: 0.65748 0.50290 0.06374 0.09083 Time: 0.00032
17-02-11 20:23:50 [1] Step: 77000 Eval acc: 0.830780 0.901966 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 20:27:24 [1] Step: 77500 Acc: 0.81800 0.91805 Cost: 0.64186 0.49389 0.05697 0.09099 Time: 0.00031
17-02-11 20:27:57 [1] Step: 77500 Eval acc: 0.832210 0.904255 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 20:31:38 [1] Step: 78000 Acc: 0.82444 0.91221 Cost: 0.49546 0.27426 0.13004 0.09116 Time: 0.00031
17-02-11 20:32:14 [1] Step: 78000 Eval acc: 0.827002 0.902246 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 20:35:45 [1] Step: 78500 Acc: 0.82137 0.91816 Cost: 0.96896 0.69844 0.17891 0.09162 Time: 0.00031
17-02-11 20:36:18 [1] Step: 78500 Eval acc: 0.828125 0.901455 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 20:39:56 [1] Step: 79000 Acc: 0.81412 0.91615 Cost: 0.44342 0.29047 0.06130 0.09165 Time: 0.00031
17-02-11 20:40:32 [1] Step: 79000 Eval acc: 0.833129 0.902444 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 20:44:05 [1] Step: 79500 Acc: 0.82556 0.92004 Cost: 0.62671 0.34262 0.19228 0.09181 Time: 0.00031
17-02-11 20:44:41 [1] Step: 79500 Eval acc: 0.830780 0.900502 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 20:48:21 [1] Step: 80000 Acc: 0.82475 0.91319 Cost: 0.88222 0.62739 0.16288 0.09194 Time: 0.00031
17-02-11 20:48:55 [1] Step: 80000 Eval acc: 0.836295 0.901004 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 20:52:33 [1] Step: 80500 Acc: 0.82219 0.91405 Cost: 0.58336 0.42577 0.06544 0.09214 Time: 0.00031
17-02-11 20:53:09 [1] Step: 80500 Eval acc: 0.832721 0.902056 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 20:56:53 [1] Step: 81000 Acc: 0.81575 0.91197 Cost: 0.76931 0.55050 0.12636 0.09245 Time: 0.00031
17-02-11 20:57:29 [1] Step: 81000 Eval acc: 0.830372 0.902196 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 21:01:01 [1] Step: 81500 Acc: 0.82225 0.91699 Cost: 0.60106 0.43953 0.06897 0.09257 Time: 0.00031
17-02-11 21:01:36 [1] Step: 81500 Eval acc: 0.835172 0.900064 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 21:05:10 [1] Step: 82000 Acc: 0.82012 0.91493 Cost: 0.33163 0.15872 0.08024 0.09268 Time: 0.00031
17-02-11 21:05:46 [1] Step: 82000 Eval acc: 0.834865 0.903018 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 21:09:20 [1] Step: 82500 Acc: 0.81825 0.91729 Cost: 0.80393 0.62717 0.08384 0.09293 Time: 0.00031
17-02-11 21:09:55 [1] Step: 82500 Eval acc: 0.834559 0.903095 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 21:13:27 [1] Step: 83000 Acc: 0.82681 0.91678 Cost: 0.85187 0.61450 0.14426 0.09312 Time: 0.00031
17-02-11 21:14:03 [1] Step: 83000 Eval acc: 0.834661 0.901920 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 21:17:35 [1] Step: 83500 Acc: 0.82419 0.91830 Cost: 0.68690 0.50582 0.08778 0.09330 Time: 0.00031
17-02-11 21:18:11 [1] Step: 83500 Eval acc: 0.830576 0.901893 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 21:21:45 [1] Step: 84000 Acc: 0.81581 0.91949 Cost: 0.58258 0.40011 0.08889 0.09358 Time: 0.00031
17-02-11 21:22:21 [1] Step: 84000 Eval acc: 0.822917 0.898759 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 21:25:59 [1] Step: 84500 Acc: 0.81981 0.91813 Cost: 0.74137 0.52492 0.12270 0.09375 Time: 0.00031
17-02-11 21:26:36 [1] Step: 84500 Eval acc: 0.834048 0.901482 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-11 21:30:20 [1] Step: 85000 Acc: 0.81550 0.91751 Cost: 0.60788 0.35156 0.16246 0.09386 Time: 0.00032
17-02-11 21:30:54 [1] Step: 85000 Eval acc: 0.834355 0.903984 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 21:34:28 [1] Step: 85500 Acc: 0.82637 0.92083 Cost: 0.46283 0.23758 0.13135 0.09390 Time: 0.00032
17-02-11 21:35:02 [1] Step: 85500 Eval acc: 0.831189 0.899215 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 21:38:49 [1] Step: 86000 Acc: 0.82550 0.91629 Cost: 0.76030 0.50608 0.16015 0.09407 Time: 0.00033
17-02-11 21:39:27 [1] Step: 86000 Eval acc: 0.832823 0.901044 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000081
17-02-11 21:43:07 [1] Step: 86500 Acc: 0.84013 0.91685 Cost: 0.82483 0.36636 0.36427 0.09421 Time: 0.00032
17-02-11 21:43:44 [1] Step: 86500 Eval acc: 0.834355 0.901667 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-11 21:47:29 [1] Step: 87000 Acc: 0.83025 0.91403 Cost: 0.37959 0.19846 0.08658 0.09454 Time: 0.00032
17-02-11 21:48:03 [1] Step: 87000 Eval acc: 0.828738 0.897955 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 21:51:44 [1] Step: 87500 Acc: 0.84231 0.91779 Cost: 0.74404 0.42773 0.22134 0.09497 Time: 0.00032
17-02-11 21:52:19 [1] Step: 87500 Eval acc: 0.825061 0.900611 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 21:56:06 [1] Step: 88000 Acc: 0.83206 0.91917 Cost: 0.53822 0.35691 0.08574 0.09557 Time: 0.00032
17-02-11 21:56:38 [1] Step: 88000 Eval acc: 0.831495 0.899224 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 22:00:16 [1] Step: 88500 Acc: 0.83394 0.91731 Cost: 0.74851 0.55769 0.09497 0.09585 Time: 0.00032
17-02-11 22:00:49 [1] Step: 88500 Eval acc: 0.827410 0.898632 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 22:04:22 [1] Step: 89000 Acc: 0.83625 0.92171 Cost: 0.64876 0.40813 0.14451 0.09611 Time: 0.00031
17-02-11 22:04:58 [1] Step: 89000 Eval acc: 0.830474 0.902042 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 22:08:32 [1] Step: 89500 Acc: 0.83244 0.91617 Cost: 0.53886 0.33347 0.10897 0.09642 Time: 0.00032
17-02-11 22:09:09 [1] Step: 89500 Eval acc: 0.825061 0.900940 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 22:12:46 [1] Step: 90000 Acc: 0.83056 0.92050 Cost: 0.59253 0.36729 0.12859 0.09665 Time: 0.00032
17-02-11 22:13:19 [1] Step: 90000 Eval acc: 0.831087 0.903022 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 22:16:53 [1] Step: 90500 Acc: 0.83813 0.91628 Cost: 0.75903 0.49500 0.16729 0.09674 Time: 0.00031
17-02-11 22:17:29 [1] Step: 90500 Eval acc: 0.833844 0.903180 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-11 22:21:03 [1] Step: 91000 Acc: 0.83344 0.91747 Cost: 1.06100 0.84677 0.11730 0.09694 Time: 0.00031
17-02-11 22:21:39 [1] Step: 91000 Eval acc: 0.834150 0.901667 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 22:25:16 [1] Step: 91500 Acc: 0.83481 0.91704 Cost: 1.11125 0.71773 0.29636 0.09715 Time: 0.00031
17-02-11 22:25:49 [1] Step: 91500 Eval acc: 0.835274 0.900484 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-11 22:29:28 [1] Step: 92000 Acc: 0.82819 0.91595 Cost: 0.80680 0.46406 0.24515 0.09759 Time: 0.00032
17-02-11 22:30:02 [1] Step: 92000 Eval acc: 0.830984 0.901943 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 22:33:43 [1] Step: 92500 Acc: 0.82962 0.91289 Cost: 0.87664 0.49962 0.27913 0.09788 Time: 0.00031
17-02-11 22:34:19 [1] Step: 92500 Eval acc: 0.830678 0.901568 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 22:37:55 [1] Step: 93000 Acc: 0.83481 0.91427 Cost: 0.92631 0.59829 0.23011 0.09792 Time: 0.00031
17-02-11 22:38:28 [1] Step: 93000 Eval acc: 0.832823 0.901211 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 22:42:07 [1] Step: 93500 Acc: 0.82931 0.91349 Cost: 0.55962 0.37087 0.09042 0.09833 Time: 0.00031
17-02-11 22:42:44 [1] Step: 93500 Eval acc: 0.835274 0.902259 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-11 22:46:15 [1] Step: 94000 Acc: 0.83125 0.91702 Cost: 1.00150 0.81348 0.08928 0.09875 Time: 0.00031
17-02-11 22:46:51 [1] Step: 94000 Eval acc: 0.832108 0.900529 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 22:50:26 [1] Step: 94500 Acc: 0.82969 0.91656 Cost: 0.78760 0.53991 0.14876 0.09893 Time: 0.00031
17-02-11 22:50:59 [1] Step: 94500 Eval acc: 0.835172 0.901256 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 22:54:30 [1] Step: 95000 Acc: 0.82463 0.91761 Cost: 0.63719 0.27016 0.26779 0.09924 Time: 0.00031
17-02-11 22:55:06 [1] Step: 95000 Eval acc: 0.831495 0.901356 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 22:58:43 [1] Step: 95500 Acc: 0.83006 0.91374 Cost: 0.61833 0.41599 0.10303 0.09931 Time: 0.00031
17-02-11 22:59:16 [1] Step: 95500 Eval acc: 0.833333 0.902363 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 23:02:51 [1] Step: 96000 Acc: 0.83062 0.91681 Cost: 0.72461 0.35433 0.27086 0.09942 Time: 0.00031
17-02-11 23:03:24 [1] Step: 96000 Eval acc: 0.834763 0.901464 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 23:06:59 [1] Step: 96500 Acc: 0.83019 0.91683 Cost: 0.81814 0.61301 0.10552 0.09961 Time: 0.00032
17-02-11 23:07:31 [1] Step: 96500 Eval acc: 0.837725 0.903203 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-11 23:07:31 [1] Checkpointing with new best dev accuracy of 0.837725
17-02-11 23:10:49 [1] Step: 97000 Acc: 0.82894 0.92248 Cost: 0.61141 0.36412 0.14717 0.10012 Time: 0.00030
17-02-11 23:11:23 [1] Step: 97000 Eval acc: 0.833844 0.897025 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 23:14:45 [1] Step: 97500 Acc: 0.82200 0.91824 Cost: 0.83364 0.54122 0.19194 0.10049 Time: 0.00030
17-02-11 23:15:20 [1] Step: 97500 Eval acc: 0.830167 0.902575 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-11 23:21:10 [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': 1.0,
'encode_bidirectional': False,
'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-16-parse',
'gpu': 0,
'help': None,
'helpshort': None,
'helpxml': None,
'init_range': 0.005,
'l2_lambda': 1e-05,
'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': 'f6138b2093a162e6083ae50aa15b738de8d757f1',
'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': False,
'use_internal_parser': True,
'use_left_padding': True,
'use_peano': True,
'use_product_feature': True,
'use_skips': False,
'validate_transitions': True,
'word_embedding_dim': 300}
17-02-11 23:21:45 [1] In open vocabulary mode. Using loaded embeddings without fine-tuning.
17-02-11 23:21:45 [1] Constructing vocabulary...
17-02-11 23:21:47 [1] Found 36675 word types.
17-02-11 23:22:00 [1] Loading vocabulary with 32589 words from /scratch/apd283/glove/glove.840B.300d.txt
17-02-11 23:22:28 [1] Preprocessing training data.
17-02-11 23:22:54 [1] Preprocessing eval data: /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl
17-02-11 23:23:02 [1] Building model.
17-02-11 23:23:02 [1] Found checkpoint, restoring.
17-02-11 23:23:04 [1] Resuming at step: 96500 with best dev accuracy: 0.837724673203
17-02-11 23:23:04 [1] Architecture: SentencePairModel (
(embed): Embed (
(projection): Linear (300 -> 600)
)
(spinn): SPINN (
(reduce): Reduce (
(left): CustomLinear (300 -> 1500)
(right): CustomLinear (300 -> 1500)
(track): CustomLinear (40 -> 1500)
)
(tracker): Tracker (
(lateral): CustomLinear (40 -> 160)
(buf): CustomLinear (300 -> 160)
(stack1): CustomLinear (300 -> 160)
(stack2): CustomLinear (300 -> 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)
)
)
17-02-11 23:23:04 [1] Total params: 3581737.0
17-02-11 23:23:04 [1] Training.
17-02-11 23:23:09 [1] Step: 96500 Acc: 0.78125 0.96875 Cost: 0.79804 0.62502 0.07341 0.09961 Time: 0.00573
17-02-11 23:23:40 [1] Step: 96500 Eval acc: 0.839475 0.903118 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 23:23:40 [1] Checkpointing with new best dev accuracy of 0.839475
17-02-11 23:26:56 [1] Step: 97000 Acc: 0.84275 0.92192 Cost: 0.71075 0.46840 0.14252 0.09983 Time: 0.00029
17-02-11 23:27:30 [1] Step: 97000 Eval acc: 0.833876 0.899473 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-11 23:30:48 [1] Step: 97500 Acc: 0.84044 0.91919 Cost: 0.68213 0.30049 0.28148 0.10016 Time: 0.00029
17-02-11 23:31:28 [1] Step: 97500 Eval acc: 0.835505 0.903055 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-11 23:35:22 [1] Step: 98000 Acc: 0.83956 0.91820 Cost: 0.70905 0.40323 0.20533 0.10049 Time: 0.00034
17-02-11 23:36:02 [1] Step: 98000 Eval acc: 0.834182 0.902491 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-11 23:39:28 [1] Step: 98500 Acc: 0.83288 0.91908 Cost: 0.55398 0.33751 0.11569 0.10078 Time: 0.00029
17-02-11 23:40:01 [1] Step: 98500 Eval acc: 0.830517 0.901958 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-11 23:43:20 [1] Step: 99000 Acc: 0.84144 0.91761 Cost: 0.56398 0.37980 0.08320 0.10098 Time: 0.00029
17-02-11 23:43:51 [1] Step: 99000 Eval acc: 0.836421 0.900772 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-11 23:47:11 [1] Step: 99500 Acc: 0.84013 0.91765 Cost: 0.43355 0.25995 0.07238 0.10123 Time: 0.00029
17-02-11 23:47:42 [1] Step: 99500 Eval acc: 0.837541 0.901327 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 23:51:06 [1] Step: 100000 Acc: 0.83756 0.91727 Cost: 0.43957 0.22669 0.11131 0.10157 Time: 0.00030
17-02-11 23:51:37 [1] Step: 100000 Eval acc: 0.833367 0.904539 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-11 23:51:37 [1] Checkpointing.
17-02-11 23:54:58 [1] Step: 100500 Acc: 0.83531 0.91676 Cost: 0.55532 0.36428 0.08903 0.10202 Time: 0.00029
17-02-11 23:55:29 [1] Step: 100500 Eval acc: 0.838253 0.901679 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-11 23:59:05 [1] Step: 101000 Acc: 0.84031 0.91496 Cost: 0.73459 0.34181 0.29062 0.10216 Time: 0.00031
17-02-11 23:59:38 [1] Step: 101000 Eval acc: 0.836930 0.902829 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 00:02:52 [1] Step: 101500 Acc: 0.83494 0.91848 Cost: 0.76921 0.58883 0.07781 0.10257 Time: 0.00028
17-02-12 00:03:26 [1] Step: 101500 Eval acc: 0.833774 0.902134 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 00:06:47 [1] Step: 102000 Acc: 0.83744 0.91522 Cost: 0.60939 0.40372 0.10282 0.10285 Time: 0.00029
17-02-12 00:07:18 [1] Step: 102000 Eval acc: 0.831535 0.900989 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 00:10:38 [1] Step: 102500 Acc: 0.83331 0.91599 Cost: 0.74643 0.46837 0.17507 0.10299 Time: 0.00029
17-02-12 00:11:12 [1] Step: 102500 Eval acc: 0.838762 0.902477 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 00:14:28 [1] Step: 103000 Acc: 0.83856 0.91478 Cost: 0.60139 0.34842 0.14984 0.10313 Time: 0.00028
17-02-12 00:15:01 [1] Step: 103000 Eval acc: 0.833978 0.901408 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 00:18:15 [1] Step: 103500 Acc: 0.84088 0.92138 Cost: 0.66202 0.24633 0.31240 0.10329 Time: 0.00028
17-02-12 00:18:48 [1] Step: 103500 Eval acc: 0.830314 0.899717 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 00:22:11 [1] Step: 104000 Acc: 0.83544 0.91405 Cost: 0.91930 0.62230 0.19363 0.10337 Time: 0.00029
17-02-12 00:22:42 [1] Step: 104000 Eval acc: 0.835810 0.902910 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 00:25:58 [1] Step: 104500 Acc: 0.84062 0.92087 Cost: 0.80819 0.58677 0.11771 0.10371 Time: 0.00029
17-02-12 00:26:28 [1] Step: 104500 Eval acc: 0.836828 0.901092 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 00:29:49 [1] Step: 105000 Acc: 0.83575 0.91390 Cost: 0.69714 0.39947 0.19374 0.10393 Time: 0.00028
17-02-12 00:30:22 [1] Step: 105000 Eval acc: 0.834487 0.901282 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 00:30:22 [1] Checkpointing.
17-02-12 00:33:37 [1] Step: 105500 Acc: 0.83156 0.91784 Cost: 0.63292 0.39283 0.13596 0.10413 Time: 0.00028
17-02-12 00:34:10 [1] Step: 105500 Eval acc: 0.835403 0.898120 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 00:37:47 [1] Step: 106000 Acc: 0.83756 0.91734 Cost: 0.51098 0.34889 0.05779 0.10430 Time: 0.00031
17-02-12 00:38:22 [1] Step: 106000 Eval acc: 0.829194 0.901706 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 00:42:18 [1] Step: 106500 Acc: 0.83219 0.91694 Cost: 0.79517 0.47573 0.21494 0.10450 Time: 0.00034
17-02-12 00:42:54 [1] Step: 106500 Eval acc: 0.833469 0.899541 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 00:46:21 [1] Step: 107000 Acc: 0.83394 0.91975 Cost: 0.61272 0.29671 0.21152 0.10449 Time: 0.00030
17-02-12 00:46:51 [1] Step: 107000 Eval acc: 0.830110 0.904863 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 00:50:13 [1] Step: 107500 Acc: 0.83062 0.91691 Cost: 0.74759 0.49875 0.14407 0.10477 Time: 0.00029
17-02-12 00:50:51 [1] Step: 107500 Eval acc: 0.825224 0.904805 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 00:54:49 [1] Step: 108000 Acc: 0.82875 0.91661 Cost: 0.73494 0.28978 0.34026 0.10490 Time: 0.00034
17-02-12 00:55:24 [1] Step: 108000 Eval acc: 0.832451 0.901219 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 00:59:22 [1] Step: 108500 Acc: 0.83462 0.91802 Cost: 1.09211 0.65281 0.33436 0.10494 Time: 0.00034
17-02-12 01:00:00 [1] Step: 108500 Eval acc: 0.833774 0.899559 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 01:03:23 [1] Step: 109000 Acc: 0.83388 0.91590 Cost: 0.94562 0.69776 0.14281 0.10505 Time: 0.00029
17-02-12 01:03:52 [1] Step: 109000 Eval acc: 0.833673 0.900547 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 01:06:59 [1] Step: 109500 Acc: 0.83525 0.92684 Cost: 0.66642 0.42308 0.13825 0.10509 Time: 0.00028
17-02-12 01:07:29 [1] Step: 109500 Eval acc: 0.834487 0.901097 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 01:10:48 [1] Step: 110000 Acc: 0.83356 0.91742 Cost: 0.97766 0.65800 0.21452 0.10514 Time: 0.00028
17-02-12 01:11:21 [1] Step: 110000 Eval acc: 0.825224 0.900876 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 01:11:21 [1] Checkpointing.
17-02-12 01:15:09 [1] Step: 110500 Acc: 0.82881 0.91715 Cost: 0.86949 0.59717 0.16623 0.10610 Time: 0.00034
17-02-12 01:15:47 [1] Step: 110500 Eval acc: 0.828685 0.900601 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 01:19:37 [1] Step: 111000 Acc: 0.83513 0.91716 Cost: 0.98495 0.68996 0.18889 0.10610 Time: 0.00033
17-02-12 01:20:15 [1] Step: 111000 Eval acc: 0.829906 0.903379 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 01:23:43 [1] Step: 111500 Acc: 0.83081 0.92157 Cost: 0.64996 0.49064 0.05327 0.10605 Time: 0.00031
17-02-12 01:24:16 [1] Step: 111500 Eval acc: 0.828787 0.904137 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 01:27:29 [1] Step: 112000 Acc: 0.83244 0.91662 Cost: 0.62219 0.43576 0.08029 0.10615 Time: 0.00028
17-02-12 01:28:02 [1] Step: 112000 Eval acc: 0.832146 0.902581 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 01:31:15 [1] Step: 112500 Acc: 0.83737 0.91860 Cost: 0.87726 0.48038 0.29088 0.10599 Time: 0.00028
17-02-12 01:31:48 [1] Step: 112500 Eval acc: 0.838050 0.900732 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 01:35:00 [1] Step: 113000 Acc: 0.82975 0.91963 Cost: 0.72340 0.52780 0.08953 0.10607 Time: 0.00028
17-02-12 01:35:33 [1] Step: 113000 Eval acc: 0.834589 0.903921 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 01:38:44 [1] Step: 113500 Acc: 0.82625 0.92028 Cost: 0.51196 0.30849 0.09722 0.10625 Time: 0.00028
17-02-12 01:39:17 [1] Step: 113500 Eval acc: 0.834691 0.902256 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 01:42:37 [1] Step: 114000 Acc: 0.84400 0.91806 Cost: 0.62045 0.42336 0.09036 0.10673 Time: 0.00029
17-02-12 01:43:10 [1] Step: 114000 Eval acc: 0.835912 0.903465 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 01:46:59 [1] Step: 114500 Acc: 0.85294 0.91892 Cost: 0.40736 0.20959 0.09101 0.10676 Time: 0.00033
17-02-12 01:47:34 [1] Step: 114500 Eval acc: 0.832655 0.903018 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 01:51:32 [1] Step: 115000 Acc: 0.84837 0.91685 Cost: 0.73621 0.41737 0.21181 0.10703 Time: 0.00034
17-02-12 01:52:08 [1] Step: 115000 Eval acc: 0.832960 0.902202 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 01:52:08 [1] Checkpointing.
17-02-12 01:55:25 [1] Step: 115500 Acc: 0.84856 0.91858 Cost: 0.44865 0.25804 0.08326 0.10734 Time: 0.00029
17-02-12 01:55:55 [1] Step: 115500 Eval acc: 0.834385 0.903032 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 01:59:06 [1] Step: 116000 Acc: 0.84662 0.92354 Cost: 0.44317 0.24423 0.09153 0.10741 Time: 0.00029
17-02-12 01:59:36 [1] Step: 116000 Eval acc: 0.831331 0.900957 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:02:55 [1] Step: 116500 Acc: 0.84913 0.92005 Cost: 0.53838 0.37926 0.05166 0.10746 Time: 0.00029
17-02-12 02:03:25 [1] Step: 116500 Eval acc: 0.828278 0.900123 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 02:06:44 [1] Step: 117000 Acc: 0.84381 0.92015 Cost: 0.72821 0.47587 0.14474 0.10760 Time: 0.00029
17-02-12 02:07:14 [1] Step: 117000 Eval acc: 0.832248 0.902901 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:10:43 [1] Step: 117500 Acc: 0.84450 0.91503 Cost: 0.76370 0.50691 0.14877 0.10801 Time: 0.00029
17-02-12 02:11:14 [1] Step: 117500 Eval acc: 0.836421 0.903438 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:14:32 [1] Step: 118000 Acc: 0.84775 0.92063 Cost: 0.76941 0.38865 0.27255 0.10822 Time: 0.00029
17-02-12 02:15:02 [1] Step: 118000 Eval acc: 0.832757 0.903059 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:18:21 [1] Step: 118500 Acc: 0.84256 0.92025 Cost: 0.78772 0.34864 0.33063 0.10846 Time: 0.00029
17-02-12 02:18:51 [1] Step: 118500 Eval acc: 0.835403 0.901999 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:22:12 [1] Step: 119000 Acc: 0.84175 0.91792 Cost: 0.59264 0.35074 0.13321 0.10868 Time: 0.00029
17-02-12 02:22:43 [1] Step: 119000 Eval acc: 0.833062 0.902351 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:26:03 [1] Step: 119500 Acc: 0.84556 0.91714 Cost: 0.92740 0.61991 0.19879 0.10870 Time: 0.00029
17-02-12 02:26:37 [1] Step: 119500 Eval acc: 0.836625 0.898404 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 02:29:52 [1] Step: 120000 Acc: 0.84350 0.91928 Cost: 0.72883 0.41552 0.20443 0.10888 Time: 0.00028
17-02-12 02:30:25 [1] Step: 120000 Eval acc: 0.835403 0.901634 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 02:30:25 [1] Checkpointing.
17-02-12 02:33:47 [1] Step: 120500 Acc: 0.84225 0.91855 Cost: 0.60954 0.28905 0.21128 0.10920 Time: 0.00029
17-02-12 02:34:21 [1] Step: 120500 Eval acc: 0.835912 0.904674 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 02:37:40 [1] Step: 121000 Acc: 0.84231 0.91632 Cost: 0.65698 0.38793 0.15945 0.10960 Time: 0.00029
17-02-12 02:38:10 [1] Step: 121000 Eval acc: 0.832858 0.903059 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:41:27 [1] Step: 121500 Acc: 0.84806 0.91843 Cost: 0.46712 0.28402 0.07347 0.10964 Time: 0.00029
17-02-12 02:41:57 [1] Step: 121500 Eval acc: 0.834283 0.902924 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 02:45:13 [1] Step: 122000 Acc: 0.84269 0.92034 Cost: 0.73257 0.50209 0.12068 0.10980 Time: 0.00029
17-02-12 02:45:44 [1] Step: 122000 Eval acc: 0.831942 0.901688 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 02:49:02 [1] Step: 122500 Acc: 0.84288 0.91986 Cost: 1.39646 1.12053 0.16585 0.11009 Time: 0.00029
17-02-12 02:49:32 [1] Step: 122500 Eval acc: 0.834080 0.901404 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 02:52:56 [1] Step: 123000 Acc: 0.84269 0.91362 Cost: 0.73471 0.55055 0.07384 0.11032 Time: 0.00029
17-02-12 02:53:26 [1] Step: 123000 Eval acc: 0.830314 0.901151 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 02:56:43 [1] Step: 123500 Acc: 0.83950 0.91815 Cost: 0.70889 0.45000 0.14842 0.11047 Time: 0.00029
17-02-12 02:57:13 [1] Step: 123500 Eval acc: 0.834182 0.900926 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 03:00:32 [1] Step: 124000 Acc: 0.83919 0.91648 Cost: 0.59205 0.39320 0.08845 0.11040 Time: 0.00028
17-02-12 03:01:05 [1] Step: 124000 Eval acc: 0.834182 0.900975 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 03:04:14 [1] Step: 124500 Acc: 0.84050 0.92231 Cost: 0.48192 0.27215 0.09933 0.11044 Time: 0.00028
17-02-12 03:04:44 [1] Step: 124500 Eval acc: 0.834283 0.901611 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 03:08:01 [1] Step: 125000 Acc: 0.84131 0.92083 Cost: 0.39094 0.22206 0.05830 0.11059 Time: 0.00029
17-02-12 03:08:31 [1] Step: 125000 Eval acc: 0.834283 0.903091 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 03:08:31 [1] Checkpointing.
17-02-12 03:11:53 [1] Step: 125500 Acc: 0.83544 0.91568 Cost: 0.43669 0.28998 0.03585 0.11087 Time: 0.00028
17-02-12 03:12:25 [1] Step: 125500 Eval acc: 0.834385 0.904033 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 03:15:44 [1] Step: 126000 Acc: 0.84313 0.91718 Cost: 0.71881 0.44293 0.16480 0.11107 Time: 0.00029
17-02-12 03:16:14 [1] Step: 126000 Eval acc: 0.830415 0.898373 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 03:19:31 [1] Step: 126500 Acc: 0.83913 0.92045 Cost: 0.65169 0.39289 0.14753 0.11127 Time: 0.00029
17-02-12 03:20:01 [1] Step: 126500 Eval acc: 0.830314 0.901120 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 03:23:53 [1] Step: 127000 Acc: 0.83256 0.91761 Cost: 0.66219 0.19641 0.35447 0.11132 Time: 0.00033
17-02-12 03:24:28 [1] Step: 127000 Eval acc: 0.830924 0.898873 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 03:28:27 [1] Step: 127500 Acc: 0.83637 0.91574 Cost: 0.76390 0.47097 0.18143 0.11150 Time: 0.00034
17-02-12 03:29:03 [1] Step: 127500 Eval acc: 0.828074 0.902297 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 03:32:46 [1] Step: 128000 Acc: 0.84169 0.92306 Cost: 0.92100 0.51582 0.29364 0.11155 Time: 0.00033
17-02-12 03:33:21 [1] Step: 128000 Eval acc: 0.829194 0.901665 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 03:37:06 [1] Step: 128500 Acc: 0.83469 0.92144 Cost: 0.71396 0.49512 0.10723 0.11161 Time: 0.00034
17-02-12 03:37:44 [1] Step: 128500 Eval acc: 0.832248 0.900447 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 03:41:39 [1] Step: 129000 Acc: 0.83644 0.91733 Cost: 0.71645 0.33957 0.26518 0.11170 Time: 0.00034
17-02-12 03:42:15 [1] Step: 129000 Eval acc: 0.831637 0.898544 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 03:46:03 [1] Step: 129500 Acc: 0.83300 0.92223 Cost: 0.64067 0.43015 0.09877 0.11175 Time: 0.00033
17-02-12 03:46:42 [1] Step: 129500 Eval acc: 0.829601 0.901846 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 03:50:30 [1] Step: 130000 Acc: 0.83681 0.91953 Cost: 0.71415 0.49911 0.10314 0.11190 Time: 0.00034
17-02-12 03:51:08 [1] Step: 130000 Eval acc: 0.834283 0.902391 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 03:51:08 [1] Checkpointing.
17-02-12 03:54:28 [1] Step: 130500 Acc: 0.83575 0.91765 Cost: 0.43993 0.21765 0.11047 0.11181 Time: 0.00029
17-02-12 03:54:58 [1] Step: 130500 Eval acc: 0.838355 0.902910 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 03:58:28 [1] Step: 131000 Acc: 0.84106 0.91616 Cost: 0.57614 0.32641 0.13766 0.11206 Time: 0.00029
17-02-12 03:58:58 [1] Step: 131000 Eval acc: 0.834283 0.903682 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 04:02:15 [1] Step: 131500 Acc: 0.85306 0.91737 Cost: 0.62638 0.44270 0.07111 0.11257 Time: 0.00029
17-02-12 04:02:45 [1] Step: 131500 Eval acc: 0.834182 0.902252 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 04:06:00 [1] Step: 132000 Acc: 0.85050 0.91758 Cost: 0.53073 0.28460 0.13345 0.11268 Time: 0.00028
17-02-12 04:06:30 [1] Step: 132000 Eval acc: 0.832553 0.901918 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 04:09:46 [1] Step: 132500 Acc: 0.85369 0.92042 Cost: 0.43529 0.22941 0.09300 0.11287 Time: 0.00029
17-02-12 04:10:15 [1] Step: 132500 Eval acc: 0.839882 0.900276 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 04:13:28 [1] Step: 133000 Acc: 0.85862 0.92486 Cost: 0.64046 0.40567 0.12179 0.11300 Time: 0.00028
17-02-12 04:13:58 [1] Step: 133000 Eval acc: 0.833062 0.901183 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 04:17:09 [1] Step: 133500 Acc: 0.85131 0.92292 Cost: 0.57926 0.22305 0.24294 0.11327 Time: 0.00028
17-02-12 04:17:42 [1] Step: 133500 Eval acc: 0.830924 0.901025 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 04:20:58 [1] Step: 134000 Acc: 0.85188 0.92091 Cost: 0.80261 0.49166 0.19734 0.11361 Time: 0.00028
17-02-12 04:21:28 [1] Step: 134000 Eval acc: 0.837337 0.901449 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 04:24:47 [1] Step: 134500 Acc: 0.84681 0.91735 Cost: 0.38551 0.19059 0.08058 0.11434 Time: 0.00028
17-02-12 04:25:17 [1] Step: 134500 Eval acc: 0.832655 0.901909 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 04:28:36 [1] Step: 135000 Acc: 0.84937 0.91568 Cost: 0.84114 0.50254 0.22387 0.11473 Time: 0.00029
17-02-12 04:29:06 [1] Step: 135000 Eval acc: 0.833164 0.902373 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 04:29:06 [1] Checkpointing.
17-02-12 04:32:52 [1] Step: 135500 Acc: 0.84813 0.91785 Cost: 0.93056 0.58057 0.23487 0.11512 Time: 0.00033
17-02-12 04:33:27 [1] Step: 135500 Eval acc: 0.834385 0.901228 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 04:37:23 [1] Step: 136000 Acc: 0.84706 0.91765 Cost: 0.50189 0.28860 0.09807 0.11521 Time: 0.00034
17-02-12 04:38:01 [1] Step: 136000 Eval acc: 0.837643 0.901196 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 04:41:48 [1] Step: 136500 Acc: 0.84688 0.92085 Cost: 0.58987 0.22326 0.25126 0.11534 Time: 0.00034
17-02-12 04:42:24 [1] Step: 136500 Eval acc: 0.836421 0.903465 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 04:46:16 [1] Step: 137000 Acc: 0.84831 0.92050 Cost: 0.77674 0.45656 0.20491 0.11526 Time: 0.00034
17-02-12 04:46:51 [1] Step: 137000 Eval acc: 0.835200 0.903916 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 04:50:44 [1] Step: 137500 Acc: 0.84937 0.91988 Cost: 0.67492 0.45872 0.10068 0.11551 Time: 0.00034
17-02-12 04:51:20 [1] Step: 137500 Eval acc: 0.835403 0.902373 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 04:55:09 [1] Step: 138000 Acc: 0.84462 0.92180 Cost: 0.70858 0.45124 0.14167 0.11567 Time: 0.00034
17-02-12 04:55:44 [1] Step: 138000 Eval acc: 0.833673 0.898972 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000076
17-02-12 04:59:20 [1] Step: 138500 Acc: 0.84594 0.91923 Cost: 0.68055 0.48317 0.08150 0.11587 Time: 0.00031
17-02-12 04:59:49 [1] Step: 138500 Eval acc: 0.833978 0.901602 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 05:03:05 [1] Step: 139000 Acc: 0.84519 0.91918 Cost: 0.58966 0.31087 0.16276 0.11603 Time: 0.00028
17-02-12 05:03:35 [1] Step: 139000 Eval acc: 0.839169 0.903492 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:06:56 [1] Step: 139500 Acc: 0.85094 0.91822 Cost: 0.82830 0.54361 0.16850 0.11618 Time: 0.00028
17-02-12 05:07:26 [1] Step: 139500 Eval acc: 0.832757 0.901453 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:10:36 [1] Step: 140000 Acc: 0.84250 0.92142 Cost: 0.62329 0.39793 0.10887 0.11650 Time: 0.00028
17-02-12 05:11:09 [1] Step: 140000 Eval acc: 0.834691 0.897908 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 05:11:09 [1] Checkpointing.
17-02-12 05:14:26 [1] Step: 140500 Acc: 0.84462 0.91835 Cost: 0.66093 0.43583 0.10847 0.11663 Time: 0.00028
17-02-12 05:14:56 [1] Step: 140500 Eval acc: 0.837235 0.902874 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:18:10 [1] Step: 141000 Acc: 0.84200 0.91871 Cost: 0.52490 0.25339 0.15424 0.11727 Time: 0.00028
17-02-12 05:18:39 [1] Step: 141000 Eval acc: 0.832655 0.900763 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:21:55 [1] Step: 141500 Acc: 0.83925 0.91719 Cost: 0.62905 0.28372 0.22773 0.11760 Time: 0.00028
17-02-12 05:22:25 [1] Step: 141500 Eval acc: 0.829805 0.903682 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 05:25:45 [1] Step: 142000 Acc: 0.83994 0.91581 Cost: 0.62680 0.37994 0.12929 0.11757 Time: 0.00028
17-02-12 05:26:17 [1] Step: 142000 Eval acc: 0.836726 0.906356 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 05:29:29 [1] Step: 142500 Acc: 0.84313 0.92053 Cost: 0.70241 0.45846 0.12648 0.11747 Time: 0.00028
17-02-12 05:30:01 [1] Step: 142500 Eval acc: 0.837134 0.903866 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 05:33:19 [1] Step: 143000 Acc: 0.84462 0.91543 Cost: 0.81399 0.54923 0.14731 0.11745 Time: 0.00028
17-02-12 05:33:49 [1] Step: 143000 Eval acc: 0.834996 0.907804 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:37:06 [1] Step: 143500 Acc: 0.84419 0.92198 Cost: 0.68765 0.35773 0.21236 0.11755 Time: 0.00029
17-02-12 05:37:36 [1] Step: 143500 Eval acc: 0.831331 0.905441 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:40:54 [1] Step: 144000 Acc: 0.84313 0.91493 Cost: 0.60124 0.37369 0.11000 0.11755 Time: 0.00028
17-02-12 05:41:26 [1] Step: 144000 Eval acc: 0.836217 0.903984 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 05:44:43 [1] Step: 144500 Acc: 0.84875 0.92064 Cost: 0.74480 0.48089 0.14647 0.11744 Time: 0.00028
17-02-12 05:45:13 [1] Step: 144500 Eval acc: 0.836523 0.902423 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 05:48:28 [1] Step: 145000 Acc: 0.84562 0.92123 Cost: 0.77361 0.53988 0.11606 0.11767 Time: 0.00028
17-02-12 05:48:57 [1] Step: 145000 Eval acc: 0.828685 0.901638 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 05:48:57 [1] Checkpointing.
17-02-12 05:52:15 [1] Step: 145500 Acc: 0.84037 0.92186 Cost: 0.68843 0.48028 0.09035 0.11781 Time: 0.00028
17-02-12 05:52:45 [1] Step: 145500 Eval acc: 0.833876 0.902482 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 05:56:00 [1] Step: 146000 Acc: 0.83825 0.92069 Cost: 0.59688 0.35281 0.12626 0.11782 Time: 0.00029
17-02-12 05:56:30 [1] Step: 146000 Eval acc: 0.835098 0.903249 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 05:59:49 [1] Step: 146500 Acc: 0.83706 0.91712 Cost: 0.75600 0.52845 0.10951 0.11805 Time: 0.00028
17-02-12 06:00:18 [1] Step: 146500 Eval acc: 0.827362 0.902319 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 06:03:36 [1] Step: 147000 Acc: 0.83300 0.91852 Cost: 0.56938 0.37892 0.07203 0.11844 Time: 0.00028
17-02-12 06:04:09 [1] Step: 147000 Eval acc: 0.832960 0.901832 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:07:25 [1] Step: 147500 Acc: 0.84325 0.92110 Cost: 0.69946 0.38919 0.19176 0.11850 Time: 0.00028
17-02-12 06:07:55 [1] Step: 147500 Eval acc: 0.838660 0.902482 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 06:11:11 [1] Step: 148000 Acc: 0.84275 0.92156 Cost: 0.51139 0.24670 0.14624 0.11845 Time: 0.00029
17-02-12 06:11:44 [1] Step: 148000 Eval acc: 0.837846 0.900736 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:15:06 [1] Step: 148500 Acc: 0.86675 0.91625 Cost: 0.63230 0.41766 0.09613 0.11851 Time: 0.00028
17-02-12 06:15:39 [1] Step: 148500 Eval acc: 0.838762 0.903582 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:18:53 [1] Step: 149000 Acc: 0.86531 0.92103 Cost: 0.75912 0.50366 0.13674 0.11872 Time: 0.00028
17-02-12 06:19:25 [1] Step: 149000 Eval acc: 0.839882 0.904399 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 06:22:35 [1] Step: 149500 Acc: 0.86462 0.92301 Cost: 0.58504 0.39336 0.07283 0.11884 Time: 0.00028
17-02-12 06:23:05 [1] Step: 149500 Eval acc: 0.836625 0.905098 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 06:26:25 [1] Step: 150000 Acc: 0.86106 0.91880 Cost: 0.47515 0.24365 0.11245 0.11904 Time: 0.00029
17-02-12 06:26:58 [1] Step: 150000 Eval acc: 0.837337 0.900100 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:26:58 [1] Checkpointing.
17-02-12 06:30:12 [1] Step: 150500 Acc: 0.85037 0.91909 Cost: 0.54145 0.24543 0.17641 0.11961 Time: 0.00028
17-02-12 06:30:45 [1] Step: 150500 Eval acc: 0.837032 0.901760 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:33:59 [1] Step: 151000 Acc: 0.85850 0.92219 Cost: 0.48399 0.20479 0.15937 0.11982 Time: 0.00028
17-02-12 06:34:32 [1] Step: 151000 Eval acc: 0.837846 0.902770 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:37:44 [1] Step: 151500 Acc: 0.85581 0.92220 Cost: 0.64435 0.38422 0.14025 0.11988 Time: 0.00028
17-02-12 06:38:17 [1] Step: 151500 Eval acc: 0.840696 0.902405 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 06:41:29 [1] Step: 152000 Acc: 0.85462 0.92303 Cost: 0.60910 0.35095 0.13802 0.12012 Time: 0.00028
17-02-12 06:41:59 [1] Step: 152000 Eval acc: 0.833978 0.901359 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 06:45:17 [1] Step: 152500 Acc: 0.85350 0.91854 Cost: 0.49315 0.22722 0.14541 0.12052 Time: 0.00028
17-02-12 06:45:49 [1] Step: 152500 Eval acc: 0.835403 0.900348 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 06:49:00 [1] Step: 153000 Acc: 0.85206 0.92271 Cost: 0.68465 0.29348 0.27042 0.12075 Time: 0.00028
17-02-12 06:49:30 [1] Step: 153000 Eval acc: 0.832655 0.901467 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 06:52:54 [1] Step: 153500 Acc: 0.84906 0.91489 Cost: 0.57555 0.35513 0.09914 0.12128 Time: 0.00029
17-02-12 06:53:24 [1] Step: 153500 Eval acc: 0.832960 0.901557 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 06:56:41 [1] Step: 154000 Acc: 0.85450 0.92072 Cost: 0.62206 0.28478 0.21598 0.12130 Time: 0.00029
17-02-12 06:57:11 [1] Step: 154000 Eval acc: 0.838457 0.903388 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 07:00:30 [1] Step: 154500 Acc: 0.85837 0.92081 Cost: 0.60969 0.40032 0.08792 0.12146 Time: 0.00029
17-02-12 07:01:00 [1] Step: 154500 Eval acc: 0.834996 0.900700 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:04:24 [1] Step: 155000 Acc: 0.84994 0.91707 Cost: 0.63987 0.43371 0.08475 0.12141 Time: 0.00029
17-02-12 07:04:54 [1] Step: 155000 Eval acc: 0.836014 0.901986 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:04:54 [1] Checkpointing.
17-02-12 07:08:15 [1] Step: 155500 Acc: 0.84894 0.91779 Cost: 0.80239 0.42379 0.25719 0.12141 Time: 0.00029
17-02-12 07:08:48 [1] Step: 155500 Eval acc: 0.836930 0.904985 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 07:12:08 [1] Step: 156000 Acc: 0.85006 0.91741 Cost: 0.76344 0.40398 0.23769 0.12177 Time: 0.00029
17-02-12 07:12:38 [1] Step: 156000 Eval acc: 0.835912 0.902576 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 07:15:59 [1] Step: 156500 Acc: 0.84875 0.91605 Cost: 0.67071 0.45427 0.09430 0.12214 Time: 0.00029
17-02-12 07:16:29 [1] Step: 156500 Eval acc: 0.833164 0.903754 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:19:45 [1] Step: 157000 Acc: 0.84337 0.92243 Cost: 0.53954 0.36716 0.05023 0.12215 Time: 0.00029
17-02-12 07:20:15 [1] Step: 157000 Eval acc: 0.831535 0.905346 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:23:30 [1] Step: 157500 Acc: 0.84613 0.92161 Cost: 0.70024 0.41833 0.15972 0.12219 Time: 0.00029
17-02-12 07:24:01 [1] Step: 157500 Eval acc: 0.837032 0.904308 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 07:27:19 [1] Step: 158000 Acc: 0.85062 0.91863 Cost: 0.66332 0.42554 0.11536 0.12242 Time: 0.00029
17-02-12 07:27:49 [1] Step: 158000 Eval acc: 0.835098 0.903330 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:31:06 [1] Step: 158500 Acc: 0.85150 0.91584 Cost: 0.59185 0.30134 0.16785 0.12266 Time: 0.00029
17-02-12 07:31:36 [1] Step: 158500 Eval acc: 0.830517 0.900177 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:34:53 [1] Step: 159000 Acc: 0.84350 0.91848 Cost: 0.70407 0.55385 0.02744 0.12278 Time: 0.00028
17-02-12 07:35:23 [1] Step: 159000 Eval acc: 0.832451 0.903037 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:38:37 [1] Step: 159500 Acc: 0.84694 0.92031 Cost: 0.87904 0.64692 0.10926 0.12286 Time: 0.00029
17-02-12 07:39:07 [1] Step: 159500 Eval acc: 0.833062 0.903330 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:42:25 [1] Step: 160000 Acc: 0.84113 0.91904 Cost: 0.91033 0.66678 0.12045 0.12310 Time: 0.00029
17-02-12 07:42:55 [1] Step: 160000 Eval acc: 0.832451 0.903285 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:42:55 [1] Checkpointing.
17-02-12 07:46:13 [1] Step: 160500 Acc: 0.84769 0.91722 Cost: 0.79894 0.45324 0.22236 0.12335 Time: 0.00028
17-02-12 07:46:46 [1] Step: 160500 Eval acc: 0.833469 0.904796 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 07:49:56 [1] Step: 161000 Acc: 0.85000 0.92086 Cost: 0.65676 0.41852 0.11461 0.12362 Time: 0.00028
17-02-12 07:50:27 [1] Step: 161000 Eval acc: 0.834182 0.902545 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 07:53:45 [1] Step: 161500 Acc: 0.84306 0.91801 Cost: 0.58805 0.27743 0.18667 0.12395 Time: 0.00028
17-02-12 07:54:18 [1] Step: 161500 Eval acc: 0.834385 0.901656 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 07:57:32 [1] Step: 162000 Acc: 0.84725 0.91982 Cost: 0.46038 0.21456 0.12180 0.12401 Time: 0.00028
17-02-12 07:58:05 [1] Step: 162000 Eval acc: 0.834080 0.904024 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 08:01:16 [1] Step: 162500 Acc: 0.84881 0.92383 Cost: 0.58791 0.41677 0.04720 0.12394 Time: 0.00028
17-02-12 08:01:46 [1] Step: 162500 Eval acc: 0.836625 0.904990 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:05:04 [1] Step: 163000 Acc: 0.84244 0.92009 Cost: 0.60782 0.41835 0.06552 0.12395 Time: 0.00028
17-02-12 08:05:37 [1] Step: 163000 Eval acc: 0.834691 0.901377 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 08:08:56 [1] Step: 163500 Acc: 0.84775 0.91720 Cost: 0.79936 0.54441 0.13093 0.12401 Time: 0.00029
17-02-12 08:09:26 [1] Step: 163500 Eval acc: 0.836014 0.903298 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:12:39 [1] Step: 164000 Acc: 0.84056 0.91948 Cost: 0.60989 0.33274 0.15300 0.12415 Time: 0.00028
17-02-12 08:13:12 [1] Step: 164000 Eval acc: 0.833774 0.904042 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 08:16:29 [1] Step: 164500 Acc: 0.84281 0.92013 Cost: 0.63969 0.39261 0.12298 0.12410 Time: 0.00029
17-02-12 08:16:59 [1] Step: 164500 Eval acc: 0.838966 0.904624 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:20:10 [1] Step: 165000 Acc: 0.84050 0.92095 Cost: 0.47039 0.20152 0.14468 0.12419 Time: 0.00028
17-02-12 08:20:43 [1] Step: 165000 Eval acc: 0.839577 0.901043 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 08:20:43 [1] Checkpointing.
17-02-12 08:24:08 [1] Step: 165500 Acc: 0.86419 0.91915 Cost: 0.69977 0.45828 0.11722 0.12427 Time: 0.00029
17-02-12 08:24:38 [1] Step: 165500 Eval acc: 0.836828 0.903397 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:27:57 [1] Step: 166000 Acc: 0.86756 0.92062 Cost: 0.62858 0.29416 0.20995 0.12447 Time: 0.00028
17-02-12 08:28:27 [1] Step: 166000 Eval acc: 0.836828 0.902193 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:31:51 [1] Step: 166500 Acc: 0.86419 0.91735 Cost: 0.66010 0.43188 0.10326 0.12497 Time: 0.00029
17-02-12 08:32:21 [1] Step: 166500 Eval acc: 0.832146 0.902757 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:35:38 [1] Step: 167000 Acc: 0.86500 0.92132 Cost: 0.50490 0.29200 0.08774 0.12516 Time: 0.00029
17-02-12 08:36:08 [1] Step: 167000 Eval acc: 0.834487 0.904029 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 08:39:34 [1] Step: 167500 Acc: 0.85837 0.91629 Cost: 0.60279 0.38793 0.08951 0.12535 Time: 0.00029
17-02-12 08:40:04 [1] Step: 167500 Eval acc: 0.835403 0.903009 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:43:22 [1] Step: 168000 Acc: 0.86287 0.91935 Cost: 0.39515 0.19628 0.07337 0.12550 Time: 0.00029
17-02-12 08:43:52 [1] Step: 168000 Eval acc: 0.833673 0.905098 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 08:47:11 [1] Step: 168500 Acc: 0.86025 0.91868 Cost: 0.45989 0.21785 0.11647 0.12557 Time: 0.00029
17-02-12 08:47:41 [1] Step: 168500 Eval acc: 0.834283 0.906311 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:50:57 [1] Step: 169000 Acc: 0.86069 0.92253 Cost: 0.37513 0.19904 0.05049 0.12559 Time: 0.00029
17-02-12 08:51:27 [1] Step: 169000 Eval acc: 0.831331 0.902382 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:54:53 [1] Step: 169500 Acc: 0.85569 0.91392 Cost: 0.52584 0.29306 0.10703 0.12576 Time: 0.00029
17-02-12 08:55:23 [1] Step: 169500 Eval acc: 0.831230 0.902437 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 08:58:33 [1] Step: 170000 Acc: 0.85769 0.92306 Cost: 0.53591 0.30260 0.10730 0.12602 Time: 0.00028
17-02-12 08:59:04 [1] Step: 170000 Eval acc: 0.833673 0.902346 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 08:59:04 [1] Checkpointing.
17-02-12 09:02:21 [1] Step: 170500 Acc: 0.85825 0.92066 Cost: 0.83779 0.52679 0.18473 0.12627 Time: 0.00029
17-02-12 09:02:51 [1] Step: 170500 Eval acc: 0.831128 0.901047 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 09:06:06 [1] Step: 171000 Acc: 0.85400 0.91988 Cost: 0.72416 0.45203 0.14547 0.12666 Time: 0.00029
17-02-12 09:06:36 [1] Step: 171000 Eval acc: 0.830415 0.900574 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 09:09:52 [1] Step: 171500 Acc: 0.85419 0.92212 Cost: 0.65095 0.36935 0.15502 0.12658 Time: 0.00029
17-02-12 09:10:22 [1] Step: 171500 Eval acc: 0.834691 0.904683 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 09:13:39 [1] Step: 172000 Acc: 0.85862 0.91982 Cost: 1.22730 0.82482 0.27593 0.12655 Time: 0.00029
17-02-12 09:14:09 [1] Step: 172000 Eval acc: 0.833876 0.902567 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 09:17:26 [1] Step: 172500 Acc: 0.85344 0.92008 Cost: 0.54269 0.26752 0.14850 0.12667 Time: 0.00029
17-02-12 09:17:56 [1] Step: 172500 Eval acc: 0.831128 0.902897 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 09:21:12 [1] Step: 173000 Acc: 0.85900 0.91615 Cost: 0.78092 0.58182 0.07184 0.12726 Time: 0.00029
17-02-12 09:21:42 [1] Step: 173000 Eval acc: 0.832960 0.903411 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 09:25:00 [1] Step: 173500 Acc: 0.85094 0.91899 Cost: 0.53767 0.33920 0.07117 0.12731 Time: 0.00028
17-02-12 09:25:33 [1] Step: 173500 Eval acc: 0.836828 0.905896 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 09:28:51 [1] Step: 174000 Acc: 0.85319 0.91816 Cost: 0.86426 0.54325 0.19379 0.12722 Time: 0.00028
17-02-12 09:29:21 [1] Step: 174000 Eval acc: 0.837948 0.902143 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 09:32:30 [1] Step: 174500 Acc: 0.84944 0.92332 Cost: 0.88272 0.60400 0.15155 0.12717 Time: 0.00028
17-02-12 09:33:03 [1] Step: 174500 Eval acc: 0.835505 0.904701 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 09:36:17 [1] Step: 175000 Acc: 0.85369 0.92154 Cost: 0.62675 0.37018 0.12917 0.12740 Time: 0.00028
17-02-12 09:36:50 [1] Step: 175000 Eval acc: 0.831739 0.902825 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 09:36:50 [1] Checkpointing.
17-02-12 09:40:01 [1] Step: 175500 Acc: 0.85137 0.92497 Cost: 0.55710 0.18637 0.24344 0.12730 Time: 0.00028
17-02-12 09:40:34 [1] Step: 175500 Eval acc: 0.835098 0.901945 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 09:43:55 [1] Step: 176000 Acc: 0.85850 0.91886 Cost: 0.64291 0.31035 0.20533 0.12723 Time: 0.00029
17-02-12 09:44:25 [1] Step: 176000 Eval acc: 0.834894 0.902220 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 09:47:39 [1] Step: 176500 Acc: 0.85600 0.92434 Cost: 0.79656 0.53844 0.13057 0.12755 Time: 0.00029
17-02-12 09:48:09 [1] Step: 176500 Eval acc: 0.835607 0.902378 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 09:51:21 [1] Step: 177000 Acc: 0.85000 0.92281 Cost: 0.76715 0.49562 0.14400 0.12752 Time: 0.00028
17-02-12 09:51:53 [1] Step: 177000 Eval acc: 0.832044 0.902752 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 09:55:11 [1] Step: 177500 Acc: 0.85513 0.91885 Cost: 0.59092 0.34026 0.12322 0.12744 Time: 0.00029
17-02-12 09:55:41 [1] Step: 177500 Eval acc: 0.831331 0.900028 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 09:58:55 [1] Step: 178000 Acc: 0.85206 0.91925 Cost: 0.87530 0.45041 0.29745 0.12743 Time: 0.00028
17-02-12 09:59:25 [1] Step: 178000 Eval acc: 0.838355 0.901940 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 10:02:48 [1] Step: 178500 Acc: 0.85662 0.91954 Cost: 0.67604 0.44473 0.10397 0.12734 Time: 0.00029
17-02-12 10:03:17 [1] Step: 178500 Eval acc: 0.839678 0.902847 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 10:06:33 [1] Step: 179000 Acc: 0.84900 0.92207 Cost: 0.57964 0.35283 0.09927 0.12754 Time: 0.00029
17-02-12 10:07:13 [1] Step: 179000 Eval acc: 0.836930 0.900429 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-12 10:11:14 [1] Step: 179500 Acc: 0.85194 0.91805 Cost: 0.54813 0.36648 0.05400 0.12766 Time: 0.00035
17-02-12 10:11:50 [1] Step: 179500 Eval acc: 0.837032 0.900073 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 10:15:51 [1] Step: 180000 Acc: 0.84837 0.92318 Cost: 0.63818 0.34152 0.16900 0.12766 Time: 0.00035
17-02-12 10:16:27 [1] Step: 180000 Eval acc: 0.835200 0.901435 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 10:16:27 [1] Checkpointing.
17-02-12 10:19:54 [1] Step: 180500 Acc: 0.84894 0.92093 Cost: 0.56946 0.26510 0.17661 0.12774 Time: 0.00030
17-02-12 10:20:25 [1] Step: 180500 Eval acc: 0.837235 0.899018 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 10:23:55 [1] Step: 181000 Acc: 0.84775 0.91932 Cost: 0.64983 0.39095 0.13113 0.12775 Time: 0.00030
17-02-12 10:24:26 [1] Step: 181000 Eval acc: 0.837235 0.903037 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 10:27:47 [1] Step: 181500 Acc: 0.84644 0.92113 Cost: 0.63567 0.37309 0.13477 0.12781 Time: 0.00029
17-02-12 10:28:20 [1] Step: 181500 Eval acc: 0.836421 0.903465 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 10:31:40 [1] Step: 182000 Acc: 0.84513 0.92240 Cost: 0.86905 0.60358 0.13776 0.12770 Time: 0.00030
17-02-12 10:32:13 [1] Step: 182000 Eval acc: 0.835505 0.906501 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 10:35:46 [1] Step: 182500 Acc: 0.85788 0.92235 Cost: 0.69549 0.36868 0.19910 0.12771 Time: 0.00031
17-02-12 10:36:22 [1] Step: 182500 Eval acc: 0.837235 0.901345 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 10:40:14 [1] Step: 183000 Acc: 0.87569 0.92266 Cost: 0.71613 0.26788 0.32034 0.12791 Time: 0.00034
17-02-12 10:40:45 [1] Step: 183000 Eval acc: 0.839068 0.903397 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 10:44:09 [1] Step: 183500 Acc: 0.86738 0.92338 Cost: 0.39082 0.20616 0.05651 0.12814 Time: 0.00030
17-02-12 10:44:40 [1] Step: 183500 Eval acc: 0.836421 0.902040 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 10:48:04 [1] Step: 184000 Acc: 0.87213 0.92127 Cost: 0.51361 0.32079 0.06449 0.12833 Time: 0.00030
17-02-12 10:48:36 [1] Step: 184000 Eval acc: 0.836625 0.899816 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 10:52:00 [1] Step: 184500 Acc: 0.86762 0.92417 Cost: 0.64876 0.34856 0.17150 0.12870 Time: 0.00030
17-02-12 10:52:36 [1] Step: 184500 Eval acc: 0.834080 0.903267 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 10:56:40 [1] Step: 185000 Acc: 0.86687 0.92073 Cost: 0.60060 0.37812 0.09370 0.12878 Time: 0.00035
17-02-12 10:57:17 [1] Step: 185000 Eval acc: 0.837846 0.903212 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 10:57:17 [1] Checkpointing.
17-02-12 11:00:41 [1] Step: 185500 Acc: 0.86581 0.92364 Cost: 0.98131 0.46903 0.38327 0.12901 Time: 0.00030
17-02-12 11:01:12 [1] Step: 185500 Eval acc: 0.833062 0.903172 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 11:04:38 [1] Step: 186000 Acc: 0.86638 0.92029 Cost: 0.50327 0.26265 0.11124 0.12938 Time: 0.00030
17-02-12 11:05:09 [1] Step: 186000 Eval acc: 0.833265 0.900014 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 11:08:31 [1] Step: 186500 Acc: 0.86650 0.92389 Cost: 0.75587 0.35351 0.27293 0.12944 Time: 0.00030
17-02-12 11:09:02 [1] Step: 186500 Eval acc: 0.829092 0.903916 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 11:12:48 [1] Step: 187000 Acc: 0.86206 0.92108 Cost: 0.61527 0.42476 0.06075 0.12976 Time: 0.00033
17-02-12 11:13:19 [1] Step: 187000 Eval acc: 0.835098 0.903668 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 11:16:42 [1] Step: 187500 Acc: 0.85706 0.92166 Cost: 0.57661 0.36229 0.08425 0.13008 Time: 0.00030
17-02-12 11:17:13 [1] Step: 187500 Eval acc: 0.836523 0.902725 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 11:20:35 [1] Step: 188000 Acc: 0.85725 0.92004 Cost: 0.69705 0.47320 0.09354 0.13030 Time: 0.00030
17-02-12 11:21:07 [1] Step: 188000 Eval acc: 0.834691 0.903136 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 11:24:33 [1] Step: 188500 Acc: 0.86256 0.91878 Cost: 0.61766 0.36542 0.12181 0.13043 Time: 0.00030
17-02-12 11:25:04 [1] Step: 188500 Eval acc: 0.836116 0.904877 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 11:28:27 [1] Step: 189000 Acc: 0.85606 0.92384 Cost: 0.96100 0.55939 0.27095 0.13066 Time: 0.00030
17-02-12 11:28:58 [1] Step: 189000 Eval acc: 0.832146 0.899825 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 11:32:21 [1] Step: 189500 Acc: 0.86150 0.92087 Cost: 0.97561 0.74519 0.09962 0.13080 Time: 0.00030
17-02-12 11:32:52 [1] Step: 189500 Eval acc: 0.833265 0.899798 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 11:36:25 [1] Step: 190000 Acc: 0.85900 0.92040 Cost: 0.53765 0.30573 0.10094 0.13098 Time: 0.00031
17-02-12 11:37:02 [1] Step: 190000 Eval acc: 0.831230 0.904074 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 11:37:02 [1] Checkpointing.
17-02-12 11:41:13 [1] Step: 190500 Acc: 0.85637 0.91890 Cost: 0.42380 0.17989 0.11288 0.13103 Time: 0.00036
17-02-12 11:41:50 [1] Step: 190500 Eval acc: 0.831433 0.903722 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 11:45:55 [1] Step: 191000 Acc: 0.85681 0.91951 Cost: 0.44779 0.11214 0.20442 0.13123 Time: 0.00035
17-02-12 11:46:32 [1] Step: 191000 Eval acc: 0.830924 0.903682 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 11:50:40 [1] Step: 191500 Acc: 0.85606 0.91640 Cost: 0.72521 0.48208 0.11182 0.13132 Time: 0.00035
17-02-12 11:51:20 [1] Step: 191500 Eval acc: 0.831637 0.903127 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 11:55:26 [1] Step: 192000 Acc: 0.85600 0.91911 Cost: 0.76230 0.42866 0.20196 0.13168 Time: 0.00035
17-02-12 11:56:02 [1] Step: 192000 Eval acc: 0.833774 0.904796 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 12:00:07 [1] Step: 192500 Acc: 0.85794 0.91816 Cost: 0.58925 0.26796 0.18955 0.13173 Time: 0.00035
17-02-12 12:00:47 [1] Step: 192500 Eval acc: 0.837235 0.902653 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 12:04:54 [1] Step: 193000 Acc: 0.85844 0.91869 Cost: 0.79381 0.37728 0.28472 0.13182 Time: 0.00035
17-02-12 12:05:31 [1] Step: 193000 Eval acc: 0.834283 0.904886 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 12:09:03 [1] Step: 193500 Acc: 0.85662 0.91976 Cost: 0.84886 0.52560 0.19150 0.13176 Time: 0.00031
17-02-12 12:09:33 [1] Step: 193500 Eval acc: 0.835301 0.905017 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 12:13:22 [1] Step: 194000 Acc: 0.85606 0.91692 Cost: 0.64511 0.39404 0.11928 0.13179 Time: 0.00033
17-02-12 12:14:02 [1] Step: 194000 Eval acc: 0.832451 0.900768 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 12:18:02 [1] Step: 194500 Acc: 0.85987 0.91931 Cost: 0.56911 0.33895 0.09835 0.13181 Time: 0.00035
17-02-12 12:18:42 [1] Step: 194500 Eval acc: 0.836217 0.906090 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 12:22:08 [1] Step: 195000 Acc: 0.85200 0.92289 Cost: 0.78443 0.43108 0.22162 0.13173 Time: 0.00030
17-02-12 12:22:42 [1] Step: 195000 Eval acc: 0.833265 0.904665 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 12:22:42 [1] Checkpointing.
17-02-12 12:26:02 [1] Step: 195500 Acc: 0.85688 0.92351 Cost: 0.66958 0.33918 0.19841 0.13199 Time: 0.00029
17-02-12 12:26:37 [1] Step: 195500 Eval acc: 0.834589 0.902040 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 12:30:01 [1] Step: 196000 Acc: 0.85231 0.91937 Cost: 0.84143 0.59846 0.11104 0.13192 Time: 0.00029
17-02-12 12:30:35 [1] Step: 196000 Eval acc: 0.834487 0.902143 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 12:33:57 [1] Step: 196500 Acc: 0.85700 0.92110 Cost: 0.68354 0.37405 0.17752 0.13198 Time: 0.00030
17-02-12 12:34:31 [1] Step: 196500 Eval acc: 0.836421 0.900380 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 12:37:53 [1] Step: 197000 Acc: 0.85569 0.92265 Cost: 0.62105 0.39326 0.09554 0.13224 Time: 0.00029
17-02-12 12:38:27 [1] Step: 197000 Eval acc: 0.836217 0.899663 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 12:41:57 [1] Step: 197500 Acc: 0.84606 0.91832 Cost: 0.57632 0.33816 0.10552 0.13264 Time: 0.00030
17-02-12 12:42:28 [1] Step: 197500 Eval acc: 0.834080 0.901697 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 12:46:20 [1] Step: 198000 Acc: 0.85250 0.91920 Cost: 0.70080 0.36546 0.20284 0.13250 Time: 0.00033
17-02-12 12:46:52 [1] Step: 198000 Eval acc: 0.838253 0.901900 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 12:50:12 [1] Step: 198500 Acc: 0.84906 0.92556 Cost: 0.79273 0.59727 0.06290 0.13255 Time: 0.00030
17-02-12 12:50:43 [1] Step: 198500 Eval acc: 0.837134 0.904227 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 12:54:11 [1] Step: 199000 Acc: 0.85194 0.91960 Cost: 0.65342 0.35348 0.16744 0.13250 Time: 0.00030
17-02-12 12:54:45 [1] Step: 199000 Eval acc: 0.834283 0.906140 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 12:58:13 [1] Step: 199500 Acc: 0.85675 0.92007 Cost: 0.47237 0.27854 0.06145 0.13238 Time: 0.00030
17-02-12 12:58:47 [1] Step: 199500 Eval acc: 0.831840 0.904412 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 13:02:15 [1] Step: 200000 Acc: 0.87587 0.92242 Cost: 0.62636 0.35620 0.13754 0.13262 Time: 0.00030
17-02-12 13:02:46 [1] Step: 200000 Eval acc: 0.836319 0.903073 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 13:02:46 [1] Checkpointing.
17-02-12 13:06:14 [1] Step: 200500 Acc: 0.87413 0.92020 Cost: 0.76813 0.42136 0.21388 0.13289 Time: 0.00030
17-02-12 13:06:45 [1] Step: 200500 Eval acc: 0.831026 0.902531 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 13:10:12 [1] Step: 201000 Acc: 0.87625 0.92265 Cost: 0.49101 0.22614 0.13179 0.13307 Time: 0.00030
17-02-12 13:10:49 [1] Step: 201000 Eval acc: 0.836625 0.902784 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-12 13:14:57 [1] Step: 201500 Acc: 0.87175 0.92117 Cost: 0.78422 0.49082 0.16016 0.13324 Time: 0.00036
17-02-12 13:15:37 [1] Step: 201500 Eval acc: 0.834487 0.903050 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000088
17-02-12 13:19:24 [1] Step: 202000 Acc: 0.86700 0.91806 Cost: 0.70985 0.33341 0.24279 0.13365 Time: 0.00032
17-02-12 13:19:56 [1] Step: 202000 Eval acc: 0.837643 0.902468 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-12 13:23:15 [1] Step: 202500 Acc: 0.87419 0.92573 Cost: 0.39010 0.19403 0.06224 0.13383 Time: 0.00030
17-02-12 13:23:50 [1] Step: 202500 Eval acc: 0.837439 0.904899 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 13:27:19 [1] Step: 203000 Acc: 0.86381 0.91929 Cost: 0.56848 0.34107 0.09334 0.13406 Time: 0.00030
17-02-12 13:27:51 [1] Step: 203000 Eval acc: 0.836319 0.902594 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 13:31:13 [1] Step: 203500 Acc: 0.86862 0.92122 Cost: 0.84627 0.54114 0.17102 0.13411 Time: 0.00030
17-02-12 13:31:44 [1] Step: 203500 Eval acc: 0.835708 0.901958 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 13:35:09 [1] Step: 204000 Acc: 0.86819 0.91776 Cost: 0.61684 0.25138 0.23135 0.13411 Time: 0.00029
17-02-12 13:35:40 [1] Step: 204000 Eval acc: 0.836116 0.902897 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 13:39:03 [1] Step: 204500 Acc: 0.86731 0.92344 Cost: 0.48588 0.29888 0.05282 0.13418 Time: 0.00030
17-02-12 13:39:34 [1] Step: 204500 Eval acc: 0.838660 0.904164 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 13:42:58 [1] Step: 205000 Acc: 0.86725 0.92221 Cost: 0.52812 0.22737 0.16630 0.13445 Time: 0.00030
17-02-12 13:43:29 [1] Step: 205000 Eval acc: 0.833571 0.903961 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 13:43:29 [1] Checkpointing.
17-02-12 13:47:06 [1] Step: 205500 Acc: 0.86294 0.92413 Cost: 0.41390 0.20568 0.07365 0.13457 Time: 0.00032
17-02-12 13:47:43 [1] Step: 205500 Eval acc: 0.834589 0.905468 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 13:51:19 [1] Step: 206000 Acc: 0.86669 0.91958 Cost: 0.52504 0.26088 0.12933 0.13483 Time: 0.00031
17-02-12 13:51:50 [1] Step: 206000 Eval acc: 0.830212 0.904160 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 13:55:14 [1] Step: 206500 Acc: 0.86419 0.92211 Cost: 0.48013 0.24909 0.09620 0.13484 Time: 0.00030
17-02-12 13:55:45 [1] Step: 206500 Eval acc: 0.833774 0.903903 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 13:59:08 [1] Step: 207000 Acc: 0.86481 0.92169 Cost: 0.61379 0.24536 0.23345 0.13498 Time: 0.00030
17-02-12 13:59:38 [1] Step: 207000 Eval acc: 0.833673 0.905382 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 14:02:58 [1] Step: 207500 Acc: 0.86731 0.92321 Cost: 0.60113 0.23337 0.23267 0.13509 Time: 0.00030
17-02-12 14:03:29 [1] Step: 207500 Eval acc: 0.834182 0.904493 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 14:06:58 [1] Step: 208000 Acc: 0.86131 0.92302 Cost: 1.07225 0.49912 0.43788 0.13524 Time: 0.00031
17-02-12 14:07:37 [1] Step: 208000 Eval acc: 0.834589 0.905021 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-12 14:11:08 [1] Step: 208500 Acc: 0.86294 0.92073 Cost: 0.60806 0.21852 0.25401 0.13553 Time: 0.00030
17-02-12 14:11:39 [1] Step: 208500 Eval acc: 0.838966 0.903758 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 14:15:05 [1] Step: 209000 Acc: 0.85775 0.91951 Cost: 0.51519 0.34621 0.03298 0.13600 Time: 0.00030
17-02-12 14:15:39 [1] Step: 209000 Eval acc: 0.835301 0.904516 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 14:19:03 [1] Step: 209500 Acc: 0.85706 0.91940 Cost: 0.79262 0.47805 0.17847 0.13611 Time: 0.00030
17-02-12 14:19:37 [1] Step: 209500 Eval acc: 0.836217 0.904029 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 14:22:59 [1] Step: 210000 Acc: 0.86113 0.92255 Cost: 0.60963 0.40441 0.06910 0.13612 Time: 0.00029
17-02-12 14:23:33 [1] Step: 210000 Eval acc: 0.833774 0.903677 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 14:23:33 [1] Checkpointing.
17-02-12 14:26:58 [1] Step: 210500 Acc: 0.84888 0.91807 Cost: 0.87973 0.65572 0.08697 0.13704 Time: 0.00029
17-02-12 14:27:32 [1] Step: 210500 Eval acc: 0.834691 0.902040 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 14:30:53 [1] Step: 211000 Acc: 0.85800 0.92138 Cost: 0.60804 0.29810 0.17278 0.13716 Time: 0.00029
17-02-12 14:31:27 [1] Step: 211000 Eval acc: 0.832349 0.903479 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 14:34:45 [1] Step: 211500 Acc: 0.85913 0.92180 Cost: 0.37061 0.13435 0.09915 0.13711 Time: 0.00029
17-02-12 14:35:18 [1] Step: 211500 Eval acc: 0.839373 0.902446 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 14:38:46 [1] Step: 212000 Acc: 0.85744 0.91702 Cost: 0.36976 0.13882 0.09398 0.13697 Time: 0.00029
17-02-12 14:39:16 [1] Step: 212000 Eval acc: 0.840594 0.905603 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 14:42:58 [1] Step: 212500 Acc: 0.86000 0.92176 Cost: 0.59874 0.14242 0.31936 0.13695 Time: 0.00032
17-02-12 14:43:35 [1] Step: 212500 Eval acc: 0.839068 0.902676 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 14:47:38 [1] Step: 213000 Acc: 0.85188 0.91889 Cost: 0.54137 0.30960 0.09450 0.13727 Time: 0.00035
17-02-12 14:48:12 [1] Step: 213000 Eval acc: 0.837337 0.901647 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 14:51:37 [1] Step: 213500 Acc: 0.85987 0.91999 Cost: 0.80774 0.53276 0.13768 0.13730 Time: 0.00030
17-02-12 14:52:08 [1] Step: 213500 Eval acc: 0.840391 0.905346 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 14:55:33 [1] Step: 214000 Acc: 0.85244 0.92016 Cost: 0.75397 0.53050 0.08610 0.13737 Time: 0.00030
17-02-12 14:56:04 [1] Step: 214000 Eval acc: 0.842732 0.903366 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 14:56:04 [1] Checkpointing with new best dev accuracy of 0.842732
17-02-12 14:59:43 [1] Step: 214500 Acc: 0.85700 0.92320 Cost: 0.52830 0.25244 0.13852 0.13734 Time: 0.00032
17-02-12 15:00:17 [1] Step: 214500 Eval acc: 0.838050 0.905377 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 15:03:40 [1] Step: 215000 Acc: 0.85637 0.91898 Cost: 0.60842 0.41947 0.05159 0.13736 Time: 0.00029
17-02-12 15:04:12 [1] Step: 215000 Eval acc: 0.838457 0.905454 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 15:04:12 [1] Checkpointing.
17-02-12 15:07:42 [1] Step: 215500 Acc: 0.85881 0.91774 Cost: 0.49735 0.14289 0.21680 0.13765 Time: 0.00030
17-02-12 15:08:16 [1] Step: 215500 Eval acc: 0.833164 0.900795 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 15:11:40 [1] Step: 216000 Acc: 0.85662 0.92056 Cost: 0.61034 0.32973 0.14270 0.13791 Time: 0.00030
17-02-12 15:12:20 [1] Step: 216000 Eval acc: 0.837744 0.907448 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 15:16:24 [1] Step: 216500 Acc: 0.85456 0.91982 Cost: 0.46225 0.27482 0.04926 0.13818 Time: 0.00035
17-02-12 15:17:00 [1] Step: 216500 Eval acc: 0.834385 0.905156 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 15:21:12 [1] Step: 217000 Acc: 0.87162 0.92043 Cost: 0.48232 0.21046 0.13366 0.13821 Time: 0.00036
17-02-12 15:21:52 [1] Step: 217000 Eval acc: 0.840187 0.905057 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 15:25:15 [1] Step: 217500 Acc: 0.87300 0.92312 Cost: 0.61461 0.35018 0.12616 0.13827 Time: 0.00030
17-02-12 15:25:49 [1] Step: 217500 Eval acc: 0.836421 0.907019 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 15:29:09 [1] Step: 218000 Acc: 0.87431 0.92435 Cost: 0.53788 0.33063 0.06889 0.13836 Time: 0.00030
17-02-12 15:29:40 [1] Step: 218000 Eval acc: 0.838559 0.905851 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 15:33:06 [1] Step: 218500 Acc: 0.88062 0.92238 Cost: 0.67708 0.41435 0.12427 0.13846 Time: 0.00030
17-02-12 15:33:37 [1] Step: 218500 Eval acc: 0.835912 0.903686 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 15:37:14 [1] Step: 219000 Acc: 0.87444 0.91815 Cost: 0.67789 0.43600 0.10308 0.13880 Time: 0.00031
17-02-12 15:37:45 [1] Step: 219000 Eval acc: 0.838050 0.904277 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 15:41:14 [1] Step: 219500 Acc: 0.87156 0.91964 Cost: 0.47480 0.22919 0.10673 0.13888 Time: 0.00030
17-02-12 15:41:45 [1] Step: 219500 Eval acc: 0.838762 0.903542 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 15:45:13 [1] Step: 220000 Acc: 0.87206 0.91860 Cost: 0.69505 0.26873 0.28734 0.13897 Time: 0.00030
17-02-12 15:45:47 [1] Step: 220000 Eval acc: 0.839577 0.906059 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 15:45:47 [1] Checkpointing.
17-02-12 15:49:15 [1] Step: 220500 Acc: 0.86831 0.91849 Cost: 0.52221 0.26825 0.11488 0.13908 Time: 0.00029
17-02-12 15:49:46 [1] Step: 220500 Eval acc: 0.836828 0.901101 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 15:53:10 [1] Step: 221000 Acc: 0.86794 0.92453 Cost: 0.65174 0.38134 0.13119 0.13921 Time: 0.00030
17-02-12 15:53:41 [1] Step: 221000 Eval acc: 0.833774 0.904155 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 15:57:13 [1] Step: 221500 Acc: 0.87162 0.91652 Cost: 0.59469 0.31157 0.14369 0.13943 Time: 0.00030
17-02-12 15:57:44 [1] Step: 221500 Eval acc: 0.833774 0.902590 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 16:01:34 [1] Step: 222000 Acc: 0.86981 0.92086 Cost: 0.48359 0.22632 0.11770 0.13958 Time: 0.00033
17-02-12 16:02:11 [1] Step: 222000 Eval acc: 0.840187 0.905292 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 16:06:17 [1] Step: 222500 Acc: 0.86987 0.91932 Cost: 0.60986 0.26385 0.20637 0.13964 Time: 0.00035
17-02-12 16:06:57 [1] Step: 222500 Eval acc: 0.834283 0.899622 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 16:10:54 [1] Step: 223000 Acc: 0.86613 0.92328 Cost: 0.92327 0.69522 0.08778 0.14027 Time: 0.00035
17-02-12 16:11:30 [1] Step: 223000 Eval acc: 0.828074 0.899460 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000078
17-02-12 16:15:27 [1] Step: 223500 Acc: 0.85994 0.92255 Cost: 0.66258 0.43893 0.08322 0.14043 Time: 0.00035
17-02-12 16:15:58 [1] Step: 223500 Eval acc: 0.839169 0.903402 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 16:19:26 [1] Step: 224000 Acc: 0.86275 0.91966 Cost: 0.49072 0.19488 0.15522 0.14062 Time: 0.00030
17-02-12 16:19:57 [1] Step: 224000 Eval acc: 0.834487 0.902351 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 16:23:27 [1] Step: 224500 Acc: 0.87050 0.92264 Cost: 0.54277 0.19257 0.20936 0.14084 Time: 0.00031
17-02-12 16:23:59 [1] Step: 224500 Eval acc: 0.838355 0.907718 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 16:27:23 [1] Step: 225000 Acc: 0.86662 0.92554 Cost: 0.59654 0.36745 0.08826 0.14083 Time: 0.00030
17-02-12 16:27:54 [1] Step: 225000 Eval acc: 0.833673 0.904692 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 16:27:54 [1] Checkpointing.
17-02-12 16:31:19 [1] Step: 225500 Acc: 0.86387 0.92232 Cost: 0.78579 0.48881 0.15622 0.14076 Time: 0.00030
17-02-12 16:31:50 [1] Step: 225500 Eval acc: 0.835200 0.906158 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 16:35:11 [1] Step: 226000 Acc: 0.86181 0.92248 Cost: 0.53952 0.31450 0.08404 0.14097 Time: 0.00029
17-02-12 16:35:45 [1] Step: 226000 Eval acc: 0.839271 0.901968 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 16:39:09 [1] Step: 226500 Acc: 0.86100 0.92352 Cost: 0.67426 0.38472 0.14857 0.14098 Time: 0.00030
17-02-12 16:39:43 [1] Step: 226500 Eval acc: 0.835301 0.900984 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 16:43:28 [1] Step: 227000 Acc: 0.86187 0.92278 Cost: 0.82486 0.61335 0.07035 0.14117 Time: 0.00033
17-02-12 16:44:01 [1] Step: 227000 Eval acc: 0.834996 0.905107 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 16:47:30 [1] Step: 227500 Acc: 0.86381 0.92078 Cost: 0.80735 0.55669 0.10928 0.14137 Time: 0.00030
17-02-12 16:48:04 [1] Step: 227500 Eval acc: 0.837439 0.904345 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 16:51:38 [1] Step: 228000 Acc: 0.85619 0.91951 Cost: 0.55477 0.30467 0.10858 0.14152 Time: 0.00030
17-02-12 16:52:08 [1] Step: 228000 Eval acc: 0.838864 0.905026 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 16:55:40 [1] Step: 228500 Acc: 0.86231 0.91980 Cost: 0.42065 0.20376 0.07541 0.14147 Time: 0.00031
17-02-12 16:56:15 [1] Step: 228500 Eval acc: 0.839271 0.905526 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 16:59:48 [1] Step: 229000 Acc: 0.86550 0.91798 Cost: 0.54511 0.34459 0.05915 0.14137 Time: 0.00030
17-02-12 17:00:20 [1] Step: 229000 Eval acc: 0.835810 0.902797 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000068
17-02-12 17:04:08 [1] Step: 229500 Acc: 0.86306 0.91777 Cost: 0.72491 0.43131 0.15230 0.14129 Time: 0.00033
17-02-12 17:04:48 [1] Step: 229500 Eval acc: 0.837337 0.905792 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 17:08:30 [1] Step: 230000 Acc: 0.86331 0.92833 Cost: 0.47405 0.26183 0.07065 0.14158 Time: 0.00034
17-02-12 17:09:03 [1] Step: 230000 Eval acc: 0.834996 0.903118 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 17:09:03 [1] Checkpointing.
17-02-12 17:12:23 [1] Step: 230500 Acc: 0.86038 0.91887 Cost: 0.53468 0.34747 0.04534 0.14187 Time: 0.00029
17-02-12 17:12:58 [1] Step: 230500 Eval acc: 0.833673 0.904539 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 17:16:18 [1] Step: 231000 Acc: 0.85987 0.92161 Cost: 0.67606 0.35950 0.17449 0.14207 Time: 0.00030
17-02-12 17:16:52 [1] Step: 231000 Eval acc: 0.831637 0.904800 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 17:20:14 [1] Step: 231500 Acc: 0.85469 0.91672 Cost: 1.10455 0.55591 0.40630 0.14234 Time: 0.00029
17-02-12 17:20:48 [1] Step: 231500 Eval acc: 0.835301 0.903704 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 17:24:14 [1] Step: 232000 Acc: 0.85519 0.91876 Cost: 0.60316 0.39270 0.06807 0.14238 Time: 0.00029
17-02-12 17:24:45 [1] Step: 232000 Eval acc: 0.836421 0.903321 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 17:28:17 [1] Step: 232500 Acc: 0.85494 0.91926 Cost: 0.58889 0.35708 0.08930 0.14252 Time: 0.00030
17-02-12 17:28:48 [1] Step: 232500 Eval acc: 0.838050 0.905341 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 17:32:08 [1] Step: 233000 Acc: 0.85562 0.92422 Cost: 0.62238 0.38313 0.09672 0.14252 Time: 0.00029
17-02-12 17:32:42 [1] Step: 233000 Eval acc: 0.839169 0.905120 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 17:36:07 [1] Step: 233500 Acc: 0.85844 0.92086 Cost: 0.72390 0.42663 0.15460 0.14267 Time: 0.00030
17-02-12 17:36:38 [1] Step: 233500 Eval acc: 0.834283 0.902243 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000065
17-02-12 17:40:06 [1] Step: 234000 Acc: 0.87213 0.92141 Cost: 0.68013 0.40830 0.12912 0.14272 Time: 0.00031
17-02-12 17:40:37 [1] Step: 234000 Eval acc: 0.838762 0.902613 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 17:44:00 [1] Step: 234500 Acc: 0.87913 0.92345 Cost: 0.43153 0.19860 0.09036 0.14257 Time: 0.00030
17-02-12 17:44:31 [1] Step: 234500 Eval acc: 0.834792 0.904854 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 17:47:57 [1] Step: 235000 Acc: 0.88387 0.92291 Cost: 0.48485 0.15233 0.18983 0.14269 Time: 0.00030
17-02-12 17:48:32 [1] Step: 235000 Eval acc: 0.834589 0.903244 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 17:48:32 [1] Checkpointing.
17-02-12 17:51:54 [1] Step: 235500 Acc: 0.87538 0.92201 Cost: 0.60108 0.16230 0.29589 0.14290 Time: 0.00029
17-02-12 17:52:27 [1] Step: 235500 Eval acc: 0.836116 0.904714 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 17:55:49 [1] Step: 236000 Acc: 0.88025 0.92229 Cost: 0.73284 0.21730 0.37256 0.14298 Time: 0.00029
17-02-12 17:56:23 [1] Step: 236000 Eval acc: 0.838457 0.902247 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 17:59:52 [1] Step: 236500 Acc: 0.87887 0.91943 Cost: 0.33726 0.11955 0.07469 0.14301 Time: 0.00030
17-02-12 18:00:22 [1] Step: 236500 Eval acc: 0.834385 0.903591 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 18:03:43 [1] Step: 237000 Acc: 0.87438 0.92394 Cost: 0.47862 0.18536 0.15004 0.14322 Time: 0.00029
17-02-12 18:04:14 [1] Step: 237000 Eval acc: 0.836014 0.902649 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 18:08:15 [1] Step: 237500 Acc: 0.87431 0.91679 Cost: 0.54977 0.29289 0.11359 0.14330 Time: 0.00034
17-02-12 18:08:54 [1] Step: 237500 Eval acc: 0.834894 0.904056 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-12 18:13:01 [1] Step: 238000 Acc: 0.87338 0.91803 Cost: 0.57624 0.27193 0.16078 0.14354 Time: 0.00035
17-02-12 18:13:35 [1] Step: 238000 Eval acc: 0.832349 0.904421 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 18:17:37 [1] Step: 238500 Acc: 0.87213 0.91985 Cost: 0.63938 0.27978 0.21599 0.14361 Time: 0.00034
17-02-12 18:18:13 [1] Step: 238500 Eval acc: 0.836319 0.903483 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 18:22:17 [1] Step: 239000 Acc: 0.86850 0.91934 Cost: 0.61173 0.39751 0.07050 0.14372 Time: 0.00035
17-02-12 18:22:54 [1] Step: 239000 Eval acc: 0.840391 0.904502 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000080
17-02-12 18:26:42 [1] Step: 239500 Acc: 0.86838 0.91915 Cost: 0.86591 0.55596 0.16618 0.14377 Time: 0.00033
17-02-12 18:27:16 [1] Step: 239500 Eval acc: 0.840594 0.904196 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 18:30:34 [1] Step: 240000 Acc: 0.86762 0.92533 Cost: 0.54129 0.26758 0.12972 0.14399 Time: 0.00029
17-02-12 18:31:05 [1] Step: 240000 Eval acc: 0.836930 0.902865 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 18:31:05 [1] Checkpointing.
17-02-12 18:34:33 [1] Step: 240500 Acc: 0.87369 0.91808 Cost: 0.63355 0.30224 0.18711 0.14420 Time: 0.00030
17-02-12 18:35:04 [1] Step: 240500 Eval acc: 0.837439 0.905030 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 18:38:28 [1] Step: 241000 Acc: 0.86619 0.92207 Cost: 1.23421 0.85251 0.23740 0.14429 Time: 0.00030
17-02-12 18:38:59 [1] Step: 241000 Eval acc: 0.837948 0.903808 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 18:42:25 [1] Step: 241500 Acc: 0.87056 0.92156 Cost: 0.65244 0.33408 0.17391 0.14445 Time: 0.00030
17-02-12 18:42:56 [1] Step: 241500 Eval acc: 0.835301 0.903952 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 18:46:21 [1] Step: 242000 Acc: 0.86481 0.92147 Cost: 0.88554 0.58466 0.15639 0.14449 Time: 0.00029
17-02-12 18:46:55 [1] Step: 242000 Eval acc: 0.835708 0.904976 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 18:50:37 [1] Step: 242500 Acc: 0.86275 0.92264 Cost: 0.60872 0.33591 0.12785 0.14496 Time: 0.00033
17-02-12 18:51:17 [1] Step: 242500 Eval acc: 0.833164 0.902184 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 18:54:48 [1] Step: 243000 Acc: 0.86431 0.92128 Cost: 0.72384 0.43806 0.14084 0.14495 Time: 0.00031
17-02-12 18:55:22 [1] Step: 243000 Eval acc: 0.835810 0.906415 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 18:58:58 [1] Step: 243500 Acc: 0.86775 0.92148 Cost: 0.69093 0.37824 0.16768 0.14501 Time: 0.00032
17-02-12 18:59:32 [1] Step: 243500 Eval acc: 0.837337 0.901855 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 19:02:56 [1] Step: 244000 Acc: 0.87062 0.92197 Cost: 0.44825 0.19960 0.10371 0.14494 Time: 0.00029
17-02-12 19:03:27 [1] Step: 244000 Eval acc: 0.839984 0.901728 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000067
17-02-12 19:07:08 [1] Step: 244500 Acc: 0.86331 0.92127 Cost: 0.29944 0.12060 0.03361 0.14522 Time: 0.00033
17-02-12 19:07:47 [1] Step: 244500 Eval acc: 0.837337 0.904096 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 19:11:16 [1] Step: 245000 Acc: 0.86100 0.92307 Cost: 0.58651 0.27653 0.16467 0.14530 Time: 0.00031
17-02-12 19:11:47 [1] Step: 245000 Eval acc: 0.837846 0.902161 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 19:11:47 [1] Checkpointing.
17-02-12 19:15:15 [1] Step: 245500 Acc: 0.86256 0.92142 Cost: 0.62939 0.37730 0.10659 0.14550 Time: 0.00030
17-02-12 19:15:49 [1] Step: 245500 Eval acc: 0.836726 0.903600 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000073
17-02-12 19:19:29 [1] Step: 246000 Acc: 0.86456 0.92334 Cost: 0.44038 0.20689 0.08808 0.14541 Time: 0.00032
17-02-12 19:20:03 [1] Step: 246000 Eval acc: 0.837032 0.904651 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000074
17-02-12 19:23:51 [1] Step: 246500 Acc: 0.86581 0.92372 Cost: 0.44035 0.18610 0.10893 0.14532 Time: 0.00033
17-02-12 19:24:30 [1] Step: 246500 Eval acc: 0.837235 0.906528 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-12 19:28:38 [1] Step: 247000 Acc: 0.86169 0.91897 Cost: 0.84244 0.52161 0.17527 0.14556 Time: 0.00035
17-02-12 19:29:15 [1] Step: 247000 Eval acc: 0.838762 0.904696 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 19:33:14 [1] Step: 247500 Acc: 0.86087 0.92210 Cost: 0.54053 0.30293 0.09159 0.14601 Time: 0.00035
17-02-12 19:33:51 [1] Step: 247500 Eval acc: 0.832248 0.900862 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 19:37:40 [1] Step: 248000 Acc: 0.85888 0.92141 Cost: 0.43994 0.24309 0.05089 0.14595 Time: 0.00033
17-02-12 19:38:11 [1] Step: 248000 Eval acc: 0.833774 0.905346 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000066
17-02-12 19:42:07 [1] Step: 248500 Acc: 0.86513 0.91816 Cost: 0.55952 0.29805 0.11560 0.14588 Time: 0.00034
17-02-12 19:42:46 [1] Step: 248500 Eval acc: 0.833673 0.905423 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000086
17-02-12 19:46:48 [1] Step: 249000 Acc: 0.86331 0.92177 Cost: 0.82870 0.47806 0.20468 0.14596 Time: 0.00035
17-02-12 19:47:25 [1] Step: 249000 Eval acc: 0.833265 0.900650 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000079
17-02-12 19:51:06 [1] Step: 249500 Acc: 0.85969 0.92468 Cost: 0.62814 0.37526 0.10676 0.14612 Time: 0.00033
17-02-12 19:51:39 [1] Step: 249500 Eval acc: 0.834691 0.903483 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000072
17-02-12 19:55:19 [1] Step: 250000 Acc: 0.86387 0.92269 Cost: 0.47435 0.22025 0.10790 0.14619 Time: 0.00032
17-02-12 19:55:58 [1] Step: 250000 Eval acc: 0.833265 0.904096 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000085
17-02-12 19:55:58 [1] Checkpointing.
17-02-12 19:59:47 [1] Step: 250500 Acc: 0.85606 0.91905 Cost: 0.67322 0.36793 0.15889 0.14640 Time: 0.00033
17-02-12 20:00:25 [1] Step: 250500 Eval acc: 0.835301 0.902865 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 20:04:20 [1] Step: 251000 Acc: 0.86056 0.92280 Cost: 0.48182 0.24098 0.09438 0.14646 Time: 0.00035
17-02-12 20:04:55 [1] Step: 251000 Eval acc: 0.832655 0.903009 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 20:08:55 [1] Step: 251500 Acc: 0.88156 0.92126 Cost: 0.75395 0.32234 0.28512 0.14648 Time: 0.00034
17-02-12 20:09:30 [1] Step: 251500 Eval acc: 0.834894 0.902107 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 20:13:18 [1] Step: 252000 Acc: 0.88462 0.92599 Cost: 0.58750 0.36612 0.07487 0.14652 Time: 0.00034
17-02-12 20:13:57 [1] Step: 252000 Eval acc: 0.835098 0.902770 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000083
17-02-12 20:17:42 [1] Step: 252500 Acc: 0.87931 0.92299 Cost: 0.60314 0.20129 0.25511 0.14674 Time: 0.00034
17-02-12 20:18:18 [1] Step: 252500 Eval acc: 0.832655 0.904322 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 20:22:06 [1] Step: 253000 Acc: 0.88050 0.92551 Cost: 0.41044 0.20248 0.06119 0.14677 Time: 0.00034
17-02-12 20:22:42 [1] Step: 253000 Eval acc: 0.834894 0.903663 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 20:26:35 [1] Step: 253500 Acc: 0.87944 0.92029 Cost: 0.70379 0.35774 0.19887 0.14718 Time: 0.00034
17-02-12 20:27:11 [1] Step: 253500 Eval acc: 0.834182 0.903230 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 20:30:44 [1] Step: 254000 Acc: 0.87569 0.92482 Cost: 0.65252 0.37509 0.13015 0.14728 Time: 0.00032
17-02-12 20:31:17 [1] Step: 254000 Eval acc: 0.837643 0.904349 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 20:34:49 [1] Step: 254500 Acc: 0.87925 0.92129 Cost: 0.64124 0.20099 0.29284 0.14741 Time: 0.00030
17-02-12 20:35:24 [1] Step: 254500 Eval acc: 0.834182 0.903903 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000077
17-02-12 20:38:51 [1] Step: 255000 Acc: 0.87362 0.92032 Cost: 0.62282 0.28600 0.18933 0.14749 Time: 0.00030
17-02-12 20:39:21 [1] Step: 255000 Eval acc: 0.836930 0.903271 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 20:39:21 [1] Checkpointing.
17-02-12 20:42:34 [1] Step: 255500 Acc: 0.87244 0.92328 Cost: 0.47072 0.16770 0.15534 0.14768 Time: 0.00028
17-02-12 20:43:04 [1] Step: 255500 Eval acc: 0.833774 0.904160 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 20:46:16 [1] Step: 256000 Acc: 0.87713 0.92144 Cost: 0.53357 0.24512 0.14083 0.14762 Time: 0.00028
17-02-12 20:46:49 [1] Step: 256000 Eval acc: 0.838457 0.901318 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 20:50:07 [1] Step: 256500 Acc: 0.86944 0.92015 Cost: 0.67500 0.40230 0.12451 0.14818 Time: 0.00028
17-02-12 20:50:36 [1] Step: 256500 Eval acc: 0.837643 0.902062 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 20:53:53 [1] Step: 257000 Acc: 0.86975 0.92120 Cost: 0.72172 0.42006 0.15343 0.14823 Time: 0.00028
17-02-12 20:54:26 [1] Step: 257000 Eval acc: 0.838559 0.902428 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000071
17-02-12 20:57:37 [1] Step: 257500 Acc: 0.86887 0.92252 Cost: 0.57203 0.35105 0.07258 0.14841 Time: 0.00028
17-02-12 20:58:07 [1] Step: 257500 Eval acc: 0.833774 0.902658 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000064
17-02-12 21:01:33 [1] Step: 258000 Acc: 0.86713 0.92146 Cost: 0.56583 0.12430 0.29319 0.14834 Time: 0.00030
17-02-12 21:02:06 [1] Step: 258000 Eval acc: 0.835607 0.903018 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000070
17-02-12 21:05:23 [1] Step: 258500 Acc: 0.87362 0.91994 Cost: 0.65458 0.36256 0.14368 0.14834 Time: 0.00028
17-02-12 21:05:53 [1] Step: 258500 Eval acc: 0.835810 0.904827 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 21:09:12 [1] Step: 259000 Acc: 0.86687 0.91856 Cost: 0.75301 0.50020 0.10431 0.14851 Time: 0.00028
17-02-12 21:09:45 [1] Step: 259000 Eval acc: 0.835708 0.904290 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000069
17-02-12 21:13:03 [1] Step: 259500 Acc: 0.86744 0.92040 Cost: 0.52988 0.30425 0.07711 0.14852 Time: 0.00028
17-02-12 21:13:32 [1] Step: 259500 Eval acc: 0.838762 0.906465 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 21:16:48 [1] Step: 260000 Acc: 0.87031 0.92026 Cost: 0.64773 0.40592 0.09324 0.14857 Time: 0.00028
17-02-12 21:17:18 [1] Step: 260000 Eval acc: 0.835403 0.901255 /scratch/apd283/snli_1.0/snli_1.0_dev.jsonl Time: 0.000063
17-02-12 21:17:18 [1] Checkpointing.
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