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batch_size = 50
num_epochs = 40
lr = 1.
lr_decay = .85
max_length = 60
cell_size = 256
regularization = 1e-4
dev_percent = 0.2
logging to ../tensorboard/2017_06_09_11_53_44
Batching data...
Batching feats: 100%|████████████████████| 3760/3760 [00:13<00:00, 275.16it/s]
Batching feats: 100%|████████████████████| 7001/7001 [00:28<00:00, 244.18it/s]
Batching feats: 100%|████████████████████| 5212/5212 [00:16<00:00, 322.53it/s]
Batching feats: 100%|████████████████████| 7609/7609 [00:30<00:00, 248.91it/s]
Batching f0s: 48%|███████▋ | 104659/219384 [00:01<00:01, 96396.84it/s]
Batching f0s: 100%|████████████████| 203729/203729 [00:02<00:00, 91662.76it/s]
Batching f0s: 100%|██████████████████| 94706/94706 [00:01<00:00, 92524.55it/s]
Batching f0s: 100%|████████████████| 175113/175113 [00:01<00:00, 92828.89it/s]
Batched in 101.618354
471 batches of size 50, 383 training, 94 dev
Model initialized in 0.407
Train: 100%|████████████████████████████████| 383/383 [04:18<00:00, 1.44it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:25<00:00, 3.31it/s]
Epoch 1/40 | train_cost = 104223.002 | dev_cost = 71626.306 | param = 554441.600 | time = 283.536
Train: 100%|████████████████████████████████| 383/383 [04:20<00:00, 1.47it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.11it/s]
Epoch 2/40 | train_cost = 60515.158 | dev_cost = 51405.191 | param = 946189.200 | time = 283.625
Train: 100%|████████████████████████████████| 383/383 [04:11<00:00, 1.54it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.81it/s]
Epoch 3/40 | train_cost = 48934.209 | dev_cost = 44849.766 | param = 1195272.240 | time = 276.295
Train: 100%|████████████████████████████████| 383/383 [04:27<00:00, 1.21it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:28<00:00, 3.45it/s]
Epoch 4/40 | train_cost = 46093.864 | dev_cost = 39920.238 | param = 1324198.320 | time = 296.649
Train: 100%|████████████████████████████████| 383/383 [04:19<00:00, 1.50it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.06it/s]
Epoch 5/40 | train_cost = 49454.441 | dev_cost = 39417.212 | param = 1386975.360 | time = 282.936
Train: 100%|████████████████████████████████| 383/383 [04:13<00:00, 1.49it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.69it/s]
Epoch 6/40 | train_cost = 44993.676 | dev_cost = 39299.442 | param = 1418571.200 | time = 278.150
Train: 100%|████████████████████████████████| 383/383 [04:57<00:00, 1.53it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.20it/s]
Epoch 7/40 | train_cost = 43480.265 | dev_cost = 39355.586 | param = 1433666.560 | time = 320.595
Train: 100%|████████████████████████████████| 383/383 [04:17<00:00, 1.56it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.09it/s]
Epoch 8/40 | train_cost = 42418.733 | dev_cost = 42395.353 | param = 1440076.640 | time = 281.168
Train: 100%|████████████████████████████████| 383/383 [04:15<00:00, 1.52it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.97it/s]
Epoch 9/40 | train_cost = 42332.895 | dev_cost = 45349.124 | param = 1442802.240 | time = 278.577
Train: 100%|████████████████████████████████| 383/383 [04:15<00:00, 1.47it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.98it/s]
Epoch 10/40 | train_cost = 42686.435 | dev_cost = 42944.597 | param = 1442675.520 | time = 278.803
Train: 100%|████████████████████████████████| 383/383 [04:14<00:00, 1.53it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.09it/s]
Epoch 11/40 | train_cost = 43207.361 | dev_cost = 39329.721 | param = 1440896.960 | time = 277.694
Train: 100%|██████████████████████████████| 383/383 [3:31:17<00:00, 2.26s/it]
Dev: 100%|██████████████████████████████████| 94/94 [2:29:28<00:00, 8.78s/it]
Epoch 12/40 | train_cost = 42942.194 | dev_cost = 38880.007 | param = 1438347.680 | time = 21645.831
Train: 100%|████████████████████████████████| 383/383 [06:07<00:00, 1.20it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:29<00:00, 3.66it/s]
Epoch 13/40 | train_cost = 42587.436 | dev_cost = 38918.389 | param = 1435549.760 | time = 397.442
Train: 100%|████████████████████████████████| 383/383 [04:57<00:00, 1.30it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 4.18it/s]
Epoch 14/40 | train_cost = 41794.249 | dev_cost = 40284.178 | param = 1432244.160 | time = 321.465
Train: 100%|████████████████████████████████| 383/383 [05:15<00:00, 1.30it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:29<00:00, 3.08it/s]
Epoch 15/40 | train_cost = 40985.331 | dev_cost = 41103.311 | param = 1428783.200 | time = 344.971
Train: 100%|████████████████████████████████| 383/383 [06:14<00:00, 1.48it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.93it/s]
Epoch 16/40 | train_cost = 40373.930 | dev_cost = 40787.474 | param = 1425365.440 | time = 398.509
Train: 100%|████████████████████████████████| 383/383 [04:22<00:00, 1.45it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.78it/s]
Epoch 17/40 | train_cost = 40756.293 | dev_cost = 39683.319 | param = 1417464.160 | time = 286.966
Train: 100%|████████████████████████████████| 383/383 [04:26<00:00, 1.43it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:25<00:00, 4.02it/s]
Epoch 18/40 | train_cost = 39878.616 | dev_cost = 39450.214 | param = 1412614.560 | time = 291.805
Train: 100%|████████████████████████████████| 383/383 [04:22<00:00, 1.49it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.80it/s]
Epoch 19/40 | train_cost = 39660.811 | dev_cost = 39357.695 | param = 1409066.560 | time = 286.277
Train: 100%|████████████████████████████████| 383/383 [04:24<00:00, 1.50it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:27<00:00, 3.27it/s]
Epoch 20/40 | train_cost = 39536.420 | dev_cost = 39148.526 | param = 1406123.520 | time = 292.400
Train: 100%|████████████████████████████████| 383/383 [05:01<00:00, 1.27it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:28<00:00, 3.33it/s]
Epoch 21/40 | train_cost = 39511.975 | dev_cost = 38954.429 | param = 1403500.320 | time = 329.693
Train: 100%|████████████████████████████████| 383/383 [04:57<00:00, 1.56it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.19it/s]
Epoch 22/40 | train_cost = 39490.864 | dev_cost = 39041.313 | param = 1401042.240 | time = 320.084
Train: 100%|████████████████████████████████| 383/383 [04:09<00:00, 1.47it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.28it/s]
Epoch 23/40 | train_cost = 39447.072 | dev_cost = 39519.569 | param = 1398632.000 | time = 272.290
Train: 100%|████████████████████████████████| 383/383 [04:12<00:00, 1.32it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:28<00:00, 3.59it/s]
Epoch 24/40 | train_cost = 39411.894 | dev_cost = 40510.405 | param = 1396330.240 | time = 280.394
Train: 100%|████████████████████████████████| 383/383 [04:18<00:00, 1.07it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 4.12it/s]
Epoch 25/40 | train_cost = 39410.108 | dev_cost = 40932.482 | param = 1394143.680 | time = 282.770
Train: 100%|████████████████████████████████| 383/383 [04:10<00:00, 1.52it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.80it/s]
Epoch 26/40 | train_cost = 39415.318 | dev_cost = 40370.899 | param = 1392062.400 | time = 274.329
Train: 100%|████████████████████████████████| 383/383 [04:10<00:00, 1.49it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.11it/s]
Epoch 27/40 | train_cost = 39397.902 | dev_cost = 39586.231 | param = 1390040.000 | time = 273.423
Train: 100%|████████████████████████████████| 383/383 [04:09<00:00, 1.48it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.06it/s]
Epoch 28/40 | train_cost = 39341.697 | dev_cost = 39088.171 | param = 1388062.400 | time = 272.573
Train: 100%|████████████████████████████████| 383/383 [04:13<00:00, 1.54it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.05it/s]
Epoch 29/40 | train_cost = 39287.971 | dev_cost = 38816.458 | param = 1386139.680 | time = 276.756
Train: 100%|████████████████████████████████| 383/383 [04:06<00:00, 1.56it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.16it/s]
Epoch 30/40 | train_cost = 39218.634 | dev_cost = 38727.765 | param = 1384202.720 | time = 270.354
Train: 100%|████████████████████████████████| 383/383 [04:12<00:00, 1.55it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.86it/s]
Epoch 31/40 | train_cost = 39199.449 | dev_cost = 38650.341 | param = 1382333.280 | time = 276.302
Train: 100%|████████████████████████████████| 383/383 [04:08<00:00, 1.37it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.94it/s]
Epoch 32/40 | train_cost = 39205.429 | dev_cost = 38610.748 | param = 1380528.960 | time = 272.544
Train: 100%|████████████████████████████████| 383/383 [04:16<00:00, 1.58it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.16it/s]
Epoch 33/40 | train_cost = 39238.083 | dev_cost = 38585.896 | param = 1378781.600 | time = 278.570
Train: 100%|████████████████████████████████| 383/383 [04:09<00:00, 1.53it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.69it/s]
Epoch 34/40 | train_cost = 39281.513 | dev_cost = 38587.914 | param = 1377090.400 | time = 273.709
Train: 100%|████████████████████████████████| 383/383 [04:07<00:00, 1.55it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.23it/s]
Epoch 35/40 | train_cost = 39343.506 | dev_cost = 38588.175 | param = 1375454.560 | time = 269.669
Train: 100%|████████████████████████████████| 383/383 [04:08<00:00, 1.50it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.06it/s]
Epoch 36/40 | train_cost = 39395.497 | dev_cost = 38576.557 | param = 1373866.880 | time = 272.256
Train: 100%|████████████████████████████████| 383/383 [04:10<00:00, 1.56it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.25it/s]
Epoch 37/40 | train_cost = 39482.584 | dev_cost = 38555.822 | param = 1372329.760 | time = 273.256
Train: 100%|████████████████████████████████| 383/383 [04:23<00:00, 1.57it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:21<00:00, 4.38it/s]
Epoch 38/40 | train_cost = 39533.582 | dev_cost = 38549.597 | param = 1370896.640 | time = 285.311
Train: 100%|████████████████████████████████| 383/383 [04:07<00:00, 1.53it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.15it/s]
Epoch 39/40 | train_cost = 39593.983 | dev_cost = 38528.881 | param = 1369468.800 | time = 270.182
Train: 100%|████████████████████████████████| 383/383 [04:10<00:00, 1.54it/s]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.25it/s]
Epoch 40/40 | train_cost = 39694.321 | dev_cost = 38503.086 | param = 1368078.080 | time = 273.352
randomized training order
fixed devset now doesn't have repeats
logging to ../tensorboard/2017_06_09_22_50_20
Batching data...
Batching feats: 100%|████████████████████| 3760/3760 [00:14<00:00, 255.67it/s]
Batching feats: 100%|████████████████████| 7001/7001 [00:34<00:00, 204.97it/s]
Batching feats: 100%|████████████████████| 5212/5212 [00:17<00:00, 302.17it/s]
Batching feats: 100%|████████████████████| 7609/7609 [00:32<00:00, 232.29it/s]
Batching f0s: 47%|███████▍ | 102569/219384 [00:01<00:01, 91463.13it/s]
Batching f0s: 100%|████████████████| 203729/203729 [00:02<00:00, 88070.31it/s]
Batching f0s: 100%|██████████████████| 94706/94706 [00:01<00:00, 87913.94it/s]
Batching f0s: 100%|████████████████| 175113/175113 [00:01<00:00, 92122.46it/s]
Batched in 112.635022
471 batches of size 50, 377 training, 94 dev
Model initialized in 0.650
Train: 100%|████████████████████████████████| 377/377 [07:02<00:00, 1.40s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:31<00:00, 3.55it/s]
Epoch 1/40 | train_cost = 105749.631 | dev_cost = 64830.659 | param = 607924.240 | time = 453.610
Train: 100%|████████████████████████████████| 377/377 [08:07<00:00, 1.24s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:26<00:00, 3.04it/s]
Epoch 2/40 | train_cost = 68393.312 | dev_cost = 53101.387 | param = 986083.600 | time = 514.505
Train: 100%|████████████████████████████████| 377/377 [07:21<00:00, 1.33s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 4.11it/s]
Epoch 3/40 | train_cost = 64424.606 | dev_cost = 42609.853 | param = 1208232.480 | time = 465.511
Train: 100%|████████████████████████████████| 377/377 [06:40<00:00, 1.04s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.07it/s]
Epoch 4/40 | train_cost = 53454.092 | dev_cost = 38228.537 | param = 1328586.000 | time = 423.437
Train: 100%|████████████████████████████████| 377/377 [06:38<00:00, 1.04s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.88it/s]
Epoch 5/40 | train_cost = 50009.227 | dev_cost = 38661.677 | param = 1391402.560 | time = 421.883
Train: 100%|████████████████████████████████| 377/377 [06:43<00:00, 1.05s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.10it/s]
Epoch 6/40 | train_cost = 46714.393 | dev_cost = 37692.715 | param = 1419137.120 | time = 426.576
Train: 100%|████████████████████████████████| 377/377 [06:36<00:00, 1.05s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.26it/s]
Epoch 7/40 | train_cost = 47939.146 | dev_cost = 40229.550 | param = 1433327.680 | time = 418.274
Train: 100%|████████████████████████████████| 377/377 [06:39<00:00, 1.06s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:22<00:00, 4.33it/s]
Epoch 8/40 | train_cost = 44764.205 | dev_cost = 41640.493 | param = 1441086.560 | time = 422.111
Train: 100%|████████████████████████████████| 377/377 [06:40<00:00, 1.07s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.93it/s]
Epoch 9/40 | train_cost = 48135.812 | dev_cost = 39244.634 | param = 1446304.320 | time = 424.132
Train: 100%|████████████████████████████████| 377/377 [06:50<00:00, 1.05s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.05it/s]
Epoch 10/40 | train_cost = 46778.122 | dev_cost = 39337.283 | param = 1445610.720 | time = 433.742
Train: 100%|████████████████████████████████| 377/377 [06:36<00:00, 1.04s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.05it/s]
Epoch 11/40 | train_cost = 43643.716 | dev_cost = 46284.746 | param = 1443944.320 | time = 419.958
Train: 100%|████████████████████████████████| 377/377 [06:35<00:00, 1.07s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.04it/s]
Epoch 12/40 | train_cost = 44543.654 | dev_cost = 38521.147 | param = 1439784.320 | time = 419.173
Train: 100%|████████████████████████████████| 377/377 [06:40<00:00, 1.08s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.03it/s]
Epoch 13/40 | train_cost = 44020.151 | dev_cost = 37635.964 | param = 1436468.480 | time = 423.867
Train: 100%|████████████████████████████████| 377/377 [06:36<00:00, 1.05s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:21<00:00, 4.35it/s]
Epoch 14/40 | train_cost = 42716.775 | dev_cost = 37347.270 | param = 1433006.240 | time = 417.802
Train: 100%|████████████████████████████████| 377/377 [06:37<00:00, 1.08s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.95it/s]
Epoch 15/40 | train_cost = 42727.291 | dev_cost = 37258.241 | param = 1430491.520 | time = 420.216
Train: 100%|████████████████████████████████| 377/377 [06:41<00:00, 1.05s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.12it/s]
Epoch 16/40 | train_cost = 42401.658 | dev_cost = 38060.146 | param = 1426700.640 | time = 424.915
Train: 100%|████████████████████████████████| 377/377 [06:37<00:00, 1.09s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.07it/s]
Epoch 17/40 | train_cost = 42178.650 | dev_cost = 38191.974 | param = 1423925.760 | time = 421.254
Train: 100%|████████████████████████████████| 377/377 [06:41<00:00, 1.04s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 4.09it/s]
Epoch 18/40 | train_cost = 42016.781 | dev_cost = 39001.235 | param = 1420254.880 | time = 425.136
Train: 100%|████████████████████████████████| 377/377 [07:05<00:00, 1.11s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.82it/s]
Epoch 19/40 | train_cost = 41931.751 | dev_cost = 43807.655 | param = 1417449.120 | time = 450.200
Train: 100%|████████████████████████████████| 377/377 [06:56<00:00, 1.10s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.87it/s]
Epoch 20/40 | train_cost = 41793.624 | dev_cost = 38377.018 | param = 1414408.960 | time = 441.142
Train: 100%|████████████████████████████████| 377/377 [06:58<00:00, 1.10s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 3.73it/s]
Epoch 21/40 | train_cost = 41391.097 | dev_cost = 37312.462 | param = 1411683.040 | time = 442.533
Train: 100%|████████████████████████████████| 377/377 [07:44<00:00, 1.27s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:28<00:00, 3.20it/s]
Epoch 22/40 | train_cost = 41417.692 | dev_cost = 37245.144 | param = 1408937.440 | time = 493.003
Train: 100%|████████████████████████████████| 377/377 [08:21<00:00, 1.10s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:29<00:00, 2.25it/s]
Epoch 23/40 | train_cost = 41584.275 | dev_cost = 40850.589 | param = 1406566.240 | time = 531.079
Train: 100%|████████████████████████████████| 377/377 [08:52<00:00, 1.55s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:32<00:00, 2.92it/s]
Epoch 24/40 | train_cost = 41225.012 | dev_cost = 37481.580 | param = 1403830.880 | time = 565.038
Train: 100%|████████████████████████████████| 377/377 [09:14<00:00, 1.43s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:26<00:00, 3.90it/s]
Epoch 25/40 | train_cost = 40888.028 | dev_cost = 37424.119 | param = 1401474.400 | time = 580.325
Train: 100%|████████████████████████████████| 377/377 [08:31<00:00, 1.37s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:29<00:00, 2.99it/s]
Epoch 26/40 | train_cost = 40910.528 | dev_cost = 37323.099 | param = 1399189.600 | time = 540.899
Train: 100%|████████████████████████████████| 377/377 [08:03<00:00, 1.35s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:29<00:00, 2.96it/s]
Epoch 27/40 | train_cost = 40941.882 | dev_cost = 38362.271 | param = 1397033.600 | time = 512.430
Train: 100%|████████████████████████████████| 377/377 [08:35<00:00, 1.40s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:29<00:00, 3.07it/s]
Epoch 28/40 | train_cost = 40779.279 | dev_cost = 37215.117 | param = 1394807.520 | time = 544.248
Train: 100%|████████████████████████████████| 377/377 [08:30<00:00, 1.36s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:31<00:00, 3.34it/s]
Epoch 29/40 | train_cost = 40850.411 | dev_cost = 37207.657 | param = 1392741.120 | time = 541.581
Train: 100%|████████████████████████████████| 377/377 [08:16<00:00, 1.10s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:25<00:00, 3.29it/s]
Epoch 30/40 | train_cost = 40757.742 | dev_cost = 37225.911 | param = 1390757.440 | time = 521.958
Train: 100%|████████████████████████████████| 377/377 [08:40<00:00, 1.11s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:25<00:00, 3.57it/s]
Epoch 31/40 | train_cost = 40711.885 | dev_cost = 37187.929 | param = 1388807.680 | time = 545.887
Train: 100%|████████████████████████████████| 377/377 [06:57<00:00, 1.07s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:24<00:00, 4.10it/s]
Epoch 32/40 | train_cost = 40532.934 | dev_cost = 37250.668 | param = 1386982.880 | time = 442.359
Train: 100%|████████████████████████████████| 377/377 [06:59<00:00, 1.21s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:26<00:00, 3.95it/s]
Epoch 33/40 | train_cost = 40666.682 | dev_cost = 37145.414 | param = 1385158.400 | time = 445.664
Train: 100%|████████████████████████████████| 377/377 [06:47<00:00, 1.08s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:28<00:00, 3.24it/s]
Epoch 34/40 | train_cost = 40536.624 | dev_cost = 37481.058 | param = 1383446.880 | time = 435.451
Train: 100%|████████████████████████████████| 377/377 [07:18<00:00, 1.07s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:25<00:00, 3.75it/s]
Epoch 35/40 | train_cost = 40519.627 | dev_cost = 36936.485 | param = 1381712.960 | time = 463.966
Train: 100%|████████████████████████████████| 377/377 [06:53<00:00, 1.08s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.85it/s]
Epoch 36/40 | train_cost = 40136.096 | dev_cost = 36703.357 | param = 1380081.600 | time = 436.991
Train: 100%|████████████████████████████████| 377/377 [08:38<00:00, 1.51s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:31<00:00, 3.18it/s]
Epoch 37/40 | train_cost = 40044.347 | dev_cost = 36625.071 | param = 1378485.600 | time = 549.714
Train: 100%|████████████████████████████████| 377/377 [07:10<00:00, 1.08s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:23<00:00, 3.99it/s]
Epoch 38/40 | train_cost = 40000.401 | dev_cost = 36801.341 | param = 1376989.600 | time = 453.903
Train: 100%|████████████████████████████████| 377/377 [08:57<00:00, 1.17s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:26<00:00, 3.71it/s]
Epoch 39/40 | train_cost = 39913.070 | dev_cost = 36701.921 | param = 1375526.560 | time = 564.025
Train: 100%|████████████████████████████████| 377/377 [08:13<00:00, 1.26s/it]
Dev: 100%|████████████████████████████████████| 94/94 [00:28<00:00, 3.72it/s]
Epoch 40/40 | train_cost = 39835.453 | dev_cost = 36556.193 | param = 1374103.360 | time = 522.056