2022-09-20_16-51-45: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 125392 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 125392 Number of peaks input: 27900 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 27900 Number of non peaks input: 126970 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 126970 Number of non peaks input: 26321 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 26321 Number of peaks after removing outliers: 124010 Number of nonpeaks after removing outliers: 111667 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/3490 [..............................] - ETA: 6:11:21 13/3490 [..............................] - ETA: 15s  24/3490 [..............................] - ETA: 15s 35/3490 [..............................] - ETA: 15s 46/3490 [..............................] - ETA: 15s 58/3490 [..............................] - ETA: 15s 70/3490 [..............................] - ETA: 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3442/3490 [============================>.] - ETA: 0s 3454/3490 [============================>.] - ETA: 0s 3466/3490 [============================>.] - ETA: 0s 3478/3490 [============================>.] - ETA: 0s 3490/3490 [==============================] - ETA: 0s 3490/3490 [==============================] - 22s 4ms/step 2022-09-20_16-54-40: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '14.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(113570, 10) loading nonpeaks... got split:train for bed regions:(101026, 10) loading peaks... got split:valid for bed regions:(10440, 10) loading nonpeaks... got split:valid for bed regions:(10641, 10) Epoch 1/50 1/1952 [..............................] - ETA: 2:58:01 - loss: 476.1635 - logits_profile_predictions_loss: 417.0350 - logcount_predictions_loss: 4.2235 2/1952 [..............................] - ETA: 4:34 - loss: 42383.7068 - logits_profile_predictions_loss: 423.3853 - logcount_predictions_loss: 2997.1659 3/1952 [..............................] - ETA: 4:32 - loss: 47044.2615 - logits_profile_predictions_loss: 423.4811 - logcount_predictions_loss: 3330.0559 4/1952 [..............................] - ETA: 4:31 - loss: 45882.8485 - logits_profile_predictions_loss: 423.8049 - logcount_predictions_loss: 3247.0746 5/1952 [..............................] - ETA: 4:31 - loss: 43503.6679 - logits_profile_predictions_loss: 418.8783 - logcount_predictions_loss: 3077.4850 6/1952 [..............................] - ETA: 4:30 - loss: 40985.6311 - logits_profile_predictions_loss: 415.0324 - logcount_predictions_loss: 2897.8999 7/1952 [..............................] - ETA: 4:30 - loss: 38615.7575 - logits_profile_predictions_loss: 411.2769 - logcount_predictions_loss: 2728.8915 8/1952 [..............................] - ETA: 4:30 - loss: 36463.8390 - logits_profile_predictions_loss: 408.1526 - logcount_predictions_loss: 2575.4062 9/1952 [..............................] - ETA: 4:30 - loss: 34530.7324 - logits_profile_predictions_loss: 405.0954 - logcount_predictions_loss: 2437.5455 10/1952 [..............................] - ETA: 4:29 - loss: 32798.0273 - logits_profile_predictions_loss: 402.6475 - logcount_predictions_loss: 2313.9556 11/1952 [..............................] - ETA: 4:29 - loss: 31241.8683 - logits_profile_predictions_loss: 400.6472 - logcount_predictions_loss: 2202.9443 12/1952 [..............................] - ETA: 4:29 - loss: 29839.2816 - logits_profile_predictions_loss: 398.9962 - logcount_predictions_loss: 2102.8775 13/1952 [..............................] - ETA: 4:29 - loss: 28569.6208 - logits_profile_predictions_loss: 397.4095 - logcount_predictions_loss: 2012.3007 14/1952 [..............................] - ETA: 4:29 - loss: 27415.1808 - logits_profile_predictions_loss: 395.7356 - logcount_predictions_loss: 1929.9603 15/1952 [..............................] - ETA: 4:29 - loss: 26361.6340 - logits_profile_predictions_loss: 394.4332 - logcount_predictions_loss: 1854.8000 16/1952 [..............................] - ETA: 4:28 - loss: 25395.9892 - logits_profile_predictions_loss: 393.1839 - logcount_predictions_loss: 1785.9146 17/1952 [..............................] - ETA: 4:28 - loss: 24507.4525 - logits_profile_predictions_loss: 391.8777 - logcount_predictions_loss: 1722.5410 18/1952 [..............................] - ETA: 4:28 - loss: 23687.1765 - logits_profile_predictions_loss: 390.6850 - logcount_predictions_loss: 1664.0350 19/1952 [..............................] - ETA: 4:28 - loss: 22927.4689 - logits_profile_predictions_loss: 389.6231 - logcount_predictions_loss: 1609.8461 20/1952 [..............................] - ETA: 4:28 - loss: 22221.7279 - logits_profile_predictions_loss: 388.7012 - logcount_predictions_loss: 1559.5018 21/1952 [..............................] - ETA: 4:28 - loss: 21564.1299 - logits_profile_predictions_loss: 387.8087 - logcount_predictions_loss: 1512.5943 22/1952 [..............................] - ETA: 4:28 - loss: 20949.8953 - logits_profile_predictions_loss: 387.0630 - logcount_predictions_loss: 1468.7737 23/1952 [..............................] - ETA: 4:28 - loss: 20374.7377 - logits_profile_predictions_loss: 386.4357 - logcount_predictions_loss: 1427.7358 24/1952 [..............................] - ETA: 4:27 - loss: 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45.2819 1949/1952 [============================>.] - ETA: 0s - loss: 998.4731 - logits_profile_predictions_loss: 364.8002 - logcount_predictions_loss: 45.2624 1950/1952 [============================>.] - ETA: 0s - loss: 998.1961 - logits_profile_predictions_loss: 364.7970 - logcount_predictions_loss: 45.2428 1951/1952 [============================>.] - ETA: 0s - loss: 997.9193 - logits_profile_predictions_loss: 364.7937 - logcount_predictions_loss: 45.2233 1952/1952 [==============================] - ETA: 0s - loss: 997.6427 - logits_profile_predictions_loss: 364.7905 - logcount_predictions_loss: 45.2037 1952/1952 [==============================] - 291s 146ms/step - loss: 997.3664 - logits_profile_predictions_loss: 364.7872 - logcount_predictions_loss: 45.1842 - val_loss: 377.8545 - val_logits_profile_predictions_loss: 366.8956 - val_logcount_predictions_loss: 0.7828 Epoch 00001: val_loss improved from inf to 377.85446, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 2/50 1/1952 [..............................] - ETA: 4:57 - loss: 345.2307 - logits_profile_predictions_loss: 334.0763 - logcount_predictions_loss: 0.7967 2/1952 [..............................] - ETA: 4:30 - loss: 350.5488 - logits_profile_predictions_loss: 339.6734 - logcount_predictions_loss: 0.7768 3/1952 [..............................] - ETA: 4:30 - loss: 356.3365 - logits_profile_predictions_loss: 345.1620 - logcount_predictions_loss: 0.7982 4/1952 [..............................] - ETA: 4:30 - loss: 360.7591 - logits_profile_predictions_loss: 349.4353 - logcount_predictions_loss: 0.8088 5/1952 [..............................] - ETA: 4:30 - loss: 365.9736 - logits_profile_predictions_loss: 354.6099 - logcount_predictions_loss: 0.8117 6/1952 [..............................] - ETA: 4:29 - loss: 369.2740 - logits_profile_predictions_loss: 357.9372 - 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- logits_profile_predictions_loss: 362.1900 - logcount_predictions_loss: 0.7936 14/1952 [..............................] - ETA: 4:29 - loss: 373.2738 - logits_profile_predictions_loss: 362.1700 - logcount_predictions_loss: 0.7931 15/1952 [..............................] - ETA: 4:28 - loss: 373.2491 - logits_profile_predictions_loss: 362.1476 - logcount_predictions_loss: 0.7930 16/1952 [..............................] - ETA: 4:28 - loss: 373.2782 - logits_profile_predictions_loss: 362.1783 - logcount_predictions_loss: 0.7929 17/1952 [..............................] - ETA: 4:28 - loss: 373.3079 - logits_profile_predictions_loss: 362.1997 - logcount_predictions_loss: 0.7934 18/1952 [..............................] - ETA: 4:28 - loss: 373.3447 - logits_profile_predictions_loss: 362.2299 - logcount_predictions_loss: 0.7939 19/1952 [..............................] - ETA: 4:28 - loss: 373.3624 - logits_profile_predictions_loss: 362.2382 - logcount_predictions_loss: 0.7946 20/1952 [..............................] - ETA: 4:28 - loss: 373.3496 - logits_profile_predictions_loss: 362.2203 - logcount_predictions_loss: 0.7950 21/1952 [..............................] - ETA: 4:28 - loss: 373.3063 - logits_profile_predictions_loss: 362.1680 - logcount_predictions_loss: 0.7956 22/1952 [..............................] - ETA: 4:27 - loss: 373.1921 - logits_profile_predictions_loss: 362.0493 - logcount_predictions_loss: 0.7959 23/1952 [..............................] - ETA: 4:27 - loss: 373.0723 - logits_profile_predictions_loss: 361.9247 - logcount_predictions_loss: 0.7963 24/1952 [..............................] - ETA: 4:27 - loss: 372.9333 - logits_profile_predictions_loss: 361.7825 - logcount_predictions_loss: 0.7965 25/1952 [..............................] - ETA: 4:27 - loss: 372.7936 - logits_profile_predictions_loss: 361.6391 - logcount_predictions_loss: 0.7967 26/1952 [..............................] - ETA: 4:27 - loss: 372.6381 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:45 - loss: 364.6360 - logits_profile_predictions_loss: 353.3417 - logcount_predictions_loss: 0.8067 328/1952 [====>.........................] - ETA: 3:45 - loss: 364.6262 - logits_profile_predictions_loss: 353.3321 - logcount_predictions_loss: 0.8067 329/1952 [====>.........................] - ETA: 3:45 - loss: 364.6163 - logits_profile_predictions_loss: 353.3224 - logcount_predictions_loss: 0.8067 330/1952 [====>.........................] - ETA: 3:45 - loss: 364.6066 - logits_profile_predictions_loss: 353.3130 - logcount_predictions_loss: 0.8067 331/1952 [====>.........................] - ETA: 3:45 - loss: 364.5967 - logits_profile_predictions_loss: 353.3034 - logcount_predictions_loss: 0.8067 332/1952 [====>.........................] - ETA: 3:45 - loss: 364.5871 - logits_profile_predictions_loss: 353.2939 - logcount_predictions_loss: 0.8067 333/1952 [====>.........................] - ETA: 3:45 - loss: 364.5777 - 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[====>.........................] - ETA: 3:44 - loss: 364.5139 - logits_profile_predictions_loss: 353.2225 - logcount_predictions_loss: 0.8065 341/1952 [====>.........................] - ETA: 3:43 - loss: 364.5051 - logits_profile_predictions_loss: 353.2140 - logcount_predictions_loss: 0.8065 342/1952 [====>.........................] - ETA: 3:43 - loss: 364.4961 - logits_profile_predictions_loss: 353.2052 - logcount_predictions_loss: 0.8065 343/1952 [====>.........................] - ETA: 3:43 - loss: 364.4869 - logits_profile_predictions_loss: 353.1962 - logcount_predictions_loss: 0.8065 344/1952 [====>.........................] - ETA: 3:43 - loss: 364.4777 - logits_profile_predictions_loss: 353.1873 - logcount_predictions_loss: 0.8065 345/1952 [====>.........................] - ETA: 3:43 - loss: 364.4689 - logits_profile_predictions_loss: 353.1787 - logcount_predictions_loss: 0.8064 346/1952 [====>.........................] - ETA: 3:43 - loss: 364.4601 - 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[====>.........................] - ETA: 3:42 - loss: 364.4001 - logits_profile_predictions_loss: 353.1118 - logcount_predictions_loss: 0.8063 354/1952 [====>.........................] - ETA: 3:42 - loss: 364.3911 - logits_profile_predictions_loss: 353.1031 - logcount_predictions_loss: 0.8063 355/1952 [====>.........................] - ETA: 3:42 - loss: 364.3816 - logits_profile_predictions_loss: 353.0939 - logcount_predictions_loss: 0.8063 356/1952 [====>.........................] - ETA: 3:41 - loss: 364.3723 - logits_profile_predictions_loss: 353.0848 - logcount_predictions_loss: 0.8062 357/1952 [====>.........................] - ETA: 3:41 - loss: 364.3633 - logits_profile_predictions_loss: 353.0761 - logcount_predictions_loss: 0.8062 358/1952 [====>.........................] - ETA: 3:41 - loss: 364.3538 - logits_profile_predictions_loss: 353.0668 - logcount_predictions_loss: 0.8062 359/1952 [====>.........................] - ETA: 3:41 - loss: 364.3440 - 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[====>.........................] - ETA: 3:40 - loss: 364.2756 - logits_profile_predictions_loss: 352.9899 - logcount_predictions_loss: 0.8061 367/1952 [====>.........................] - ETA: 3:40 - loss: 364.2665 - logits_profile_predictions_loss: 352.9808 - logcount_predictions_loss: 0.8061 368/1952 [====>.........................] - ETA: 3:40 - loss: 364.2573 - logits_profile_predictions_loss: 352.9718 - logcount_predictions_loss: 0.8061 369/1952 [====>.........................] - ETA: 3:40 - loss: 364.2484 - logits_profile_predictions_loss: 352.9631 - logcount_predictions_loss: 0.8061 370/1952 [====>.........................] - ETA: 3:39 - loss: 364.2398 - logits_profile_predictions_loss: 352.9546 - logcount_predictions_loss: 0.8061 371/1952 [====>.........................] - ETA: 3:39 - loss: 364.2314 - logits_profile_predictions_loss: 352.9462 - logcount_predictions_loss: 0.8061 372/1952 [====>.........................] - ETA: 3:39 - loss: 364.2229 - 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[====>.........................] - ETA: 3:38 - loss: 364.1641 - logits_profile_predictions_loss: 352.8799 - logcount_predictions_loss: 0.8060 380/1952 [====>.........................] - ETA: 3:38 - loss: 364.1562 - logits_profile_predictions_loss: 352.8720 - logcount_predictions_loss: 0.8060 381/1952 [====>.........................] - ETA: 3:38 - loss: 364.1484 - logits_profile_predictions_loss: 352.8642 - logcount_predictions_loss: 0.8060 382/1952 [====>.........................] - ETA: 3:38 - loss: 364.1405 - logits_profile_predictions_loss: 352.8564 - logcount_predictions_loss: 0.8060 383/1952 [====>.........................] - ETA: 3:38 - loss: 364.1326 - logits_profile_predictions_loss: 352.8485 - logcount_predictions_loss: 0.8060 384/1952 [====>.........................] - ETA: 3:38 - loss: 364.1247 - logits_profile_predictions_loss: 352.8407 - logcount_predictions_loss: 0.8060 385/1952 [====>.........................] - ETA: 3:37 - loss: 364.1170 - 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[=====>........................] - ETA: 3:36 - loss: 364.0634 - logits_profile_predictions_loss: 352.7799 - logcount_predictions_loss: 0.8060 393/1952 [=====>........................] - ETA: 3:36 - loss: 364.0554 - logits_profile_predictions_loss: 352.7720 - logcount_predictions_loss: 0.8060 394/1952 [=====>........................] - ETA: 3:36 - loss: 364.0474 - logits_profile_predictions_loss: 352.7641 - logcount_predictions_loss: 0.8059 395/1952 [=====>........................] - ETA: 3:36 - loss: 364.0394 - logits_profile_predictions_loss: 352.7561 - logcount_predictions_loss: 0.8059 396/1952 [=====>........................] - ETA: 3:36 - loss: 364.0310 - logits_profile_predictions_loss: 352.7478 - logcount_predictions_loss: 0.8059 397/1952 [=====>........................] - ETA: 3:36 - loss: 364.0225 - logits_profile_predictions_loss: 352.7394 - logcount_predictions_loss: 0.8059 398/1952 [=====>........................] - ETA: 3:36 - loss: 364.0141 - 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[=====>........................] - ETA: 3:35 - loss: 363.9546 - logits_profile_predictions_loss: 352.6725 - logcount_predictions_loss: 0.8059 406/1952 [=====>........................] - ETA: 3:34 - loss: 363.9460 - logits_profile_predictions_loss: 352.6640 - logcount_predictions_loss: 0.8059 407/1952 [=====>........................] - ETA: 3:34 - loss: 363.9375 - logits_profile_predictions_loss: 352.6556 - logcount_predictions_loss: 0.8058 408/1952 [=====>........................] - ETA: 3:34 - loss: 363.9289 - logits_profile_predictions_loss: 352.6472 - logcount_predictions_loss: 0.8058 409/1952 [=====>........................] - ETA: 3:34 - loss: 363.9201 - logits_profile_predictions_loss: 352.6385 - logcount_predictions_loss: 0.8058 410/1952 [=====>........................] - ETA: 3:34 - loss: 363.9114 - logits_profile_predictions_loss: 352.6298 - logcount_predictions_loss: 0.8058 411/1952 [=====>........................] - ETA: 3:34 - loss: 363.9025 - 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[==============================] - 283s 145ms/step - loss: 357.5967 - logits_profile_predictions_loss: 346.6530 - logcount_predictions_loss: 0.7817 - val_loss: 366.5359 - val_logits_profile_predictions_loss: 356.8062 - val_logcount_predictions_loss: 0.6950 Epoch 00002: val_loss improved from 377.85446 to 366.53595, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/1952 [..............................] - ETA: 5:02 - loss: 359.9428 - logits_profile_predictions_loss: 351.1951 - logcount_predictions_loss: 0.6248 2/1952 [..............................] - ETA: 4:32 - loss: 358.8744 - logits_profile_predictions_loss: 349.6977 - logcount_predictions_loss: 0.6555 3/1952 [..............................] - ETA: 4:31 - loss: 352.2768 - logits_profile_predictions_loss: 342.9860 - logcount_predictions_loss: 0.6636 4/1952 [..............................] - ETA: 4:31 - loss: 348.2595 - 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[..............................] - ETA: 4:30 - loss: 348.6398 - logits_profile_predictions_loss: 338.2140 - logcount_predictions_loss: 0.7447 12/1952 [..............................] - ETA: 4:30 - loss: 349.2308 - logits_profile_predictions_loss: 338.6942 - logcount_predictions_loss: 0.7526 13/1952 [..............................] - ETA: 4:29 - loss: 349.6859 - logits_profile_predictions_loss: 339.0753 - logcount_predictions_loss: 0.7579 14/1952 [..............................] - ETA: 4:29 - loss: 349.8784 - logits_profile_predictions_loss: 339.1920 - logcount_predictions_loss: 0.7633 15/1952 [..............................] - ETA: 4:29 - loss: 349.8406 - logits_profile_predictions_loss: 339.0815 - logcount_predictions_loss: 0.7685 16/1952 [..............................] - ETA: 4:29 - loss: 349.7975 - logits_profile_predictions_loss: 338.9798 - logcount_predictions_loss: 0.7727 17/1952 [..............................] - ETA: 4:29 - loss: 349.6776 - logits_profile_predictions_loss: 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31/1952 [..............................] - ETA: 4:27 - loss: 349.6848 - logits_profile_predictions_loss: 338.5515 - logcount_predictions_loss: 0.7952 32/1952 [..............................] - ETA: 4:27 - loss: 349.6300 - logits_profile_predictions_loss: 338.4926 - logcount_predictions_loss: 0.7955 33/1952 [..............................] - ETA: 4:26 - loss: 349.6007 - logits_profile_predictions_loss: 338.4599 - logcount_predictions_loss: 0.7958 34/1952 [..............................] - ETA: 4:26 - loss: 349.5720 - logits_profile_predictions_loss: 338.4285 - logcount_predictions_loss: 0.7960 35/1952 [..............................] - ETA: 4:26 - loss: 349.5636 - logits_profile_predictions_loss: 338.4183 - logcount_predictions_loss: 0.7961 36/1952 [..............................] - ETA: 4:26 - loss: 349.5495 - logits_profile_predictions_loss: 338.4032 - logcount_predictions_loss: 0.7962 37/1952 [..............................] - ETA: 4:26 - loss: 349.5162 - 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[..............................] - ETA: 4:25 - loss: 349.4572 - logits_profile_predictions_loss: 338.3236 - logcount_predictions_loss: 0.7953 45/1952 [..............................] - ETA: 4:25 - loss: 349.4855 - logits_profile_predictions_loss: 338.3553 - logcount_predictions_loss: 0.7950 46/1952 [..............................] - ETA: 4:25 - loss: 349.5159 - logits_profile_predictions_loss: 338.3898 - logcount_predictions_loss: 0.7947 47/1952 [..............................] - ETA: 4:24 - loss: 349.5620 - logits_profile_predictions_loss: 338.4410 - logcount_predictions_loss: 0.7944 48/1952 [..............................] - ETA: 4:24 - loss: 349.5934 - logits_profile_predictions_loss: 338.4771 - logcount_predictions_loss: 0.7940 49/1952 [..............................] - ETA: 4:24 - loss: 349.6089 - logits_profile_predictions_loss: 338.4978 - logcount_predictions_loss: 0.7936 50/1952 [..............................] - ETA: 4:24 - loss: 349.6052 - logits_profile_predictions_loss: 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[>.............................] - ETA: 4:20 - loss: 349.5031 - logits_profile_predictions_loss: 338.5654 - logcount_predictions_loss: 0.7813 78/1952 [>.............................] - ETA: 4:20 - loss: 349.4807 - logits_profile_predictions_loss: 338.5494 - logcount_predictions_loss: 0.7808 79/1952 [>.............................] - ETA: 4:20 - loss: 349.4554 - logits_profile_predictions_loss: 338.5302 - logcount_predictions_loss: 0.7804 80/1952 [>.............................] - ETA: 4:20 - loss: 349.4382 - logits_profile_predictions_loss: 338.5191 - logcount_predictions_loss: 0.7799 81/1952 [>.............................] - ETA: 4:20 - loss: 349.4212 - logits_profile_predictions_loss: 338.5087 - logcount_predictions_loss: 0.7795 82/1952 [>.............................] - ETA: 4:20 - loss: 349.4033 - logits_profile_predictions_loss: 338.4973 - logcount_predictions_loss: 0.7790 83/1952 [>.............................] - ETA: 4:19 - loss: 349.3823 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 3:54 - loss: 348.1737 - logits_profile_predictions_loss: 337.7270 - logcount_predictions_loss: 0.7462 267/1952 [===>..........................] - ETA: 3:54 - loss: 348.1786 - logits_profile_predictions_loss: 337.7330 - logcount_predictions_loss: 0.7461 268/1952 [===>..........................] - ETA: 3:54 - loss: 348.1832 - logits_profile_predictions_loss: 337.7386 - logcount_predictions_loss: 0.7460 269/1952 [===>..........................] - ETA: 3:54 - loss: 348.1874 - logits_profile_predictions_loss: 337.7439 - logcount_predictions_loss: 0.7460 270/1952 [===>..........................] - ETA: 3:53 - loss: 348.1918 - logits_profile_predictions_loss: 337.7493 - logcount_predictions_loss: 0.7459 271/1952 [===>..........................] - ETA: 3:53 - loss: 348.1961 - logits_profile_predictions_loss: 337.7546 - logcount_predictions_loss: 0.7458 272/1952 [===>..........................] - ETA: 3:53 - loss: 348.2001 - 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[===>..........................] - ETA: 3:47 - loss: 348.4391 - logits_profile_predictions_loss: 338.0303 - logcount_predictions_loss: 0.7435 319/1952 [===>..........................] - ETA: 3:47 - loss: 348.4434 - logits_profile_predictions_loss: 338.0351 - logcount_predictions_loss: 0.7435 320/1952 [===>..........................] - ETA: 3:46 - loss: 348.4478 - logits_profile_predictions_loss: 338.0400 - logcount_predictions_loss: 0.7434 321/1952 [===>..........................] - ETA: 3:46 - loss: 348.4524 - logits_profile_predictions_loss: 338.0451 - logcount_predictions_loss: 0.7434 322/1952 [===>..........................] - ETA: 3:46 - loss: 348.4568 - logits_profile_predictions_loss: 338.0500 - logcount_predictions_loss: 0.7433 323/1952 [===>..........................] - ETA: 3:46 - loss: 348.4609 - logits_profile_predictions_loss: 338.0546 - logcount_predictions_loss: 0.7433 324/1952 [===>..........................] - ETA: 3:46 - loss: 348.4650 - 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[====>.........................] - ETA: 3:45 - loss: 348.4923 - logits_profile_predictions_loss: 338.0895 - logcount_predictions_loss: 0.7431 332/1952 [====>.........................] - ETA: 3:45 - loss: 348.4961 - logits_profile_predictions_loss: 338.0938 - logcount_predictions_loss: 0.7430 333/1952 [====>.........................] - ETA: 3:45 - loss: 348.5001 - logits_profile_predictions_loss: 338.0982 - logcount_predictions_loss: 0.7430 334/1952 [====>.........................] - ETA: 3:45 - loss: 348.5037 - logits_profile_predictions_loss: 338.1023 - logcount_predictions_loss: 0.7430 335/1952 [====>.........................] - ETA: 3:44 - loss: 348.5072 - logits_profile_predictions_loss: 338.1062 - logcount_predictions_loss: 0.7429 336/1952 [====>.........................] - ETA: 3:44 - loss: 348.5110 - logits_profile_predictions_loss: 338.1104 - logcount_predictions_loss: 0.7429 337/1952 [====>.........................] - ETA: 3:44 - loss: 348.5148 - 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[====>.........................] - ETA: 3:43 - loss: 348.5479 - logits_profile_predictions_loss: 338.1507 - logcount_predictions_loss: 0.7427 345/1952 [====>.........................] - ETA: 3:43 - loss: 348.5522 - logits_profile_predictions_loss: 338.1554 - logcount_predictions_loss: 0.7426 346/1952 [====>.........................] - ETA: 3:43 - loss: 348.5562 - logits_profile_predictions_loss: 338.1598 - logcount_predictions_loss: 0.7426 347/1952 [====>.........................] - ETA: 3:43 - loss: 348.5597 - logits_profile_predictions_loss: 338.1638 - logcount_predictions_loss: 0.7426 348/1952 [====>.........................] - ETA: 3:43 - loss: 348.5637 - logits_profile_predictions_loss: 338.1681 - logcount_predictions_loss: 0.7425 349/1952 [====>.........................] - ETA: 3:42 - loss: 348.5673 - logits_profile_predictions_loss: 338.1721 - logcount_predictions_loss: 0.7425 350/1952 [====>.........................] - ETA: 3:42 - loss: 348.5711 - 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[====>.........................] - ETA: 3:41 - loss: 348.5969 - logits_profile_predictions_loss: 338.2048 - logcount_predictions_loss: 0.7423 358/1952 [====>.........................] - ETA: 3:41 - loss: 348.6004 - logits_profile_predictions_loss: 338.2087 - logcount_predictions_loss: 0.7423 359/1952 [====>.........................] - ETA: 3:41 - loss: 348.6039 - logits_profile_predictions_loss: 338.2126 - logcount_predictions_loss: 0.7422 360/1952 [====>.........................] - ETA: 3:41 - loss: 348.6075 - logits_profile_predictions_loss: 338.2166 - logcount_predictions_loss: 0.7422 361/1952 [====>.........................] - ETA: 3:41 - loss: 348.6109 - logits_profile_predictions_loss: 338.2204 - logcount_predictions_loss: 0.7422 362/1952 [====>.........................] - ETA: 3:41 - loss: 348.6145 - logits_profile_predictions_loss: 338.2245 - logcount_predictions_loss: 0.7422 363/1952 [====>.........................] - ETA: 3:40 - loss: 348.6181 - 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[====>.........................] - ETA: 3:40 - loss: 348.6446 - logits_profile_predictions_loss: 338.2580 - logcount_predictions_loss: 0.7419 371/1952 [====>.........................] - ETA: 3:39 - loss: 348.6487 - logits_profile_predictions_loss: 338.2624 - logcount_predictions_loss: 0.7419 372/1952 [====>.........................] - ETA: 3:39 - loss: 348.6529 - logits_profile_predictions_loss: 338.2671 - logcount_predictions_loss: 0.7418 373/1952 [====>.........................] - ETA: 3:39 - loss: 348.6567 - logits_profile_predictions_loss: 338.2713 - logcount_predictions_loss: 0.7418 374/1952 [====>.........................] - ETA: 3:39 - loss: 348.6605 - logits_profile_predictions_loss: 338.2755 - logcount_predictions_loss: 0.7418 375/1952 [====>.........................] - ETA: 3:39 - loss: 348.6642 - logits_profile_predictions_loss: 338.2795 - logcount_predictions_loss: 0.7418 376/1952 [====>.........................] - ETA: 3:39 - loss: 348.6682 - 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[===>..........................] - ETA: 3:50 - loss: 346.0020 - logits_profile_predictions_loss: 336.4025 - logcount_predictions_loss: 0.6857 291/1952 [===>..........................] - ETA: 3:50 - loss: 346.0052 - logits_profile_predictions_loss: 336.4063 - logcount_predictions_loss: 0.6856 292/1952 [===>..........................] - ETA: 3:50 - loss: 346.0080 - logits_profile_predictions_loss: 336.4097 - logcount_predictions_loss: 0.6856 293/1952 [===>..........................] - ETA: 3:50 - loss: 346.0105 - logits_profile_predictions_loss: 336.4129 - logcount_predictions_loss: 0.6855 294/1952 [===>..........................] - ETA: 3:50 - loss: 346.0125 - logits_profile_predictions_loss: 336.4156 - logcount_predictions_loss: 0.6855 295/1952 [===>..........................] - ETA: 3:50 - loss: 346.0145 - logits_profile_predictions_loss: 336.4182 - logcount_predictions_loss: 0.6854 296/1952 [===>..........................] - ETA: 3:50 - loss: 346.0168 - 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[============================>.] - ETA: 5s - loss: 345.6444 - logits_profile_predictions_loss: 336.2444 - logcount_predictions_loss: 0.6714 1910/1952 [============================>.] - ETA: 5s - loss: 345.6436 - logits_profile_predictions_loss: 336.2436 - logcount_predictions_loss: 0.6714 1911/1952 [============================>.] - ETA: 5s - loss: 345.6428 - logits_profile_predictions_loss: 336.2429 - logcount_predictions_loss: 0.6714 1912/1952 [============================>.] - ETA: 5s - loss: 345.6419 - logits_profile_predictions_loss: 336.2420 - logcount_predictions_loss: 0.6714 1913/1952 [============================>.] - ETA: 5s - loss: 345.6410 - logits_profile_predictions_loss: 336.2413 - logcount_predictions_loss: 0.6714 1914/1952 [============================>.] - ETA: 5s - loss: 345.6402 - logits_profile_predictions_loss: 336.2405 - logcount_predictions_loss: 0.6714 1915/1952 [============================>.] - ETA: 5s - loss: 345.6394 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 345.6166 - logits_profile_predictions_loss: 336.2183 - logcount_predictions_loss: 0.6713 1943/1952 [============================>.] - ETA: 1s - loss: 345.6158 - logits_profile_predictions_loss: 336.2176 - logcount_predictions_loss: 0.6713 1944/1952 [============================>.] - ETA: 1s - loss: 345.6150 - logits_profile_predictions_loss: 336.2168 - logcount_predictions_loss: 0.6713 1945/1952 [============================>.] - ETA: 0s - loss: 345.6142 - logits_profile_predictions_loss: 336.2160 - logcount_predictions_loss: 0.6713 1946/1952 [============================>.] - ETA: 0s - loss: 345.6134 - logits_profile_predictions_loss: 336.2153 - logcount_predictions_loss: 0.6713 1947/1952 [============================>.] - ETA: 0s - loss: 345.6126 - logits_profile_predictions_loss: 336.2145 - logcount_predictions_loss: 0.6713 1948/1952 [============================>.] - ETA: 0s - loss: 345.6118 - logits_profile_predictions_loss: 336.2138 - logcount_predictions_loss: 0.6713 1949/1952 [============================>.] - ETA: 0s - loss: 345.6110 - logits_profile_predictions_loss: 336.2130 - logcount_predictions_loss: 0.6713 1950/1952 [============================>.] - ETA: 0s - loss: 345.6102 - logits_profile_predictions_loss: 336.2123 - logcount_predictions_loss: 0.6713 1951/1952 [============================>.] - ETA: 0s - loss: 345.6094 - logits_profile_predictions_loss: 336.2115 - logcount_predictions_loss: 0.6713 1952/1952 [==============================] - ETA: 0s - loss: 345.6086 - logits_profile_predictions_loss: 336.2108 - logcount_predictions_loss: 0.6713 1952/1952 [==============================] - 282s 145ms/step - loss: 345.6079 - logits_profile_predictions_loss: 336.2101 - logcount_predictions_loss: 0.6713 - val_loss: 363.6176 - val_logits_profile_predictions_loss: 352.5092 - val_logcount_predictions_loss: 0.7935 Epoch 00004: val_loss improved from 363.63620 to 363.61758, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 5/50 1/1952 [..............................] - ETA: 4:57 - loss: 351.5041 - logits_profile_predictions_loss: 340.4692 - logcount_predictions_loss: 0.7882 2/1952 [..............................] - ETA: 4:33 - loss: 349.9194 - logits_profile_predictions_loss: 338.7304 - logcount_predictions_loss: 0.7992 3/1952 [..............................] - ETA: 4:32 - loss: 348.0471 - logits_profile_predictions_loss: 337.0784 - logcount_predictions_loss: 0.7835 4/1952 [..............................] - ETA: 4:31 - loss: 347.5804 - logits_profile_predictions_loss: 336.8132 - logcount_predictions_loss: 0.7691 5/1952 [..............................] - ETA: 4:31 - loss: 346.6364 - logits_profile_predictions_loss: 336.0650 - logcount_predictions_loss: 0.7551 6/1952 [..............................] - ETA: 4:30 - loss: 346.1667 - logits_profile_predictions_loss: 335.7808 - 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- logits_profile_predictions_loss: 336.1285 - logcount_predictions_loss: 0.7085 14/1952 [..............................] - ETA: 4:29 - loss: 346.0875 - logits_profile_predictions_loss: 336.2133 - logcount_predictions_loss: 0.7053 15/1952 [..............................] - ETA: 4:29 - loss: 346.2165 - logits_profile_predictions_loss: 336.3889 - logcount_predictions_loss: 0.7020 16/1952 [..............................] - ETA: 4:29 - loss: 346.2272 - logits_profile_predictions_loss: 336.4478 - logcount_predictions_loss: 0.6985 17/1952 [..............................] - ETA: 4:29 - loss: 346.2177 - logits_profile_predictions_loss: 336.4754 - logcount_predictions_loss: 0.6959 18/1952 [..............................] - ETA: 4:28 - loss: 346.1534 - logits_profile_predictions_loss: 336.4486 - logcount_predictions_loss: 0.6932 19/1952 [..............................] - ETA: 4:28 - loss: 346.1513 - logits_profile_predictions_loss: 336.4847 - logcount_predictions_loss: 0.6905 20/1952 [..............................] - ETA: 4:28 - loss: 346.1158 - logits_profile_predictions_loss: 336.4850 - logcount_predictions_loss: 0.6879 21/1952 [..............................] - ETA: 4:28 - loss: 346.0543 - logits_profile_predictions_loss: 336.4543 - logcount_predictions_loss: 0.6857 22/1952 [..............................] - ETA: 4:28 - loss: 345.9927 - logits_profile_predictions_loss: 336.4141 - logcount_predictions_loss: 0.6842 23/1952 [..............................] - ETA: 4:28 - loss: 345.9712 - logits_profile_predictions_loss: 336.4163 - logcount_predictions_loss: 0.6825 24/1952 [..............................] - ETA: 4:28 - loss: 345.8296 - logits_profile_predictions_loss: 336.2976 - logcount_predictions_loss: 0.6809 25/1952 [..............................] - ETA: 4:27 - loss: 345.6921 - logits_profile_predictions_loss: 336.1809 - logcount_predictions_loss: 0.6794 26/1952 [..............................] - ETA: 4:27 - loss: 345.5546 - logits_profile_predictions_loss: 336.0605 - logcount_predictions_loss: 0.6782 27/1952 [..............................] - ETA: 4:27 - loss: 345.4735 - logits_profile_predictions_loss: 335.9965 - logcount_predictions_loss: 0.6769 28/1952 [..............................] - ETA: 4:27 - loss: 345.4037 - logits_profile_predictions_loss: 335.9444 - logcount_predictions_loss: 0.6757 29/1952 [..............................] - ETA: 4:27 - loss: 345.3374 - logits_profile_predictions_loss: 335.8952 - logcount_predictions_loss: 0.6744 30/1952 [..............................] - ETA: 4:27 - loss: 345.2388 - logits_profile_predictions_loss: 335.8123 - logcount_predictions_loss: 0.6733 31/1952 [..............................] - ETA: 4:27 - loss: 345.1825 - logits_profile_predictions_loss: 335.7697 - logcount_predictions_loss: 0.6723 32/1952 [..............................] - ETA: 4:26 - loss: 345.1459 - logits_profile_predictions_loss: 335.7450 - logcount_predictions_loss: 0.6715 33/1952 [..............................] - ETA: 4:26 - 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40/1952 [..............................] - ETA: 4:25 - loss: 345.2155 - logits_profile_predictions_loss: 335.8758 - logcount_predictions_loss: 0.6671 41/1952 [..............................] - ETA: 4:25 - loss: 345.2477 - logits_profile_predictions_loss: 335.9129 - logcount_predictions_loss: 0.6668 42/1952 [..............................] - ETA: 4:25 - loss: 345.2752 - logits_profile_predictions_loss: 335.9452 - logcount_predictions_loss: 0.6664 43/1952 [..............................] - ETA: 4:25 - loss: 345.2941 - logits_profile_predictions_loss: 335.9672 - logcount_predictions_loss: 0.6662 44/1952 [..............................] - ETA: 4:25 - loss: 345.2995 - logits_profile_predictions_loss: 335.9753 - logcount_predictions_loss: 0.6660 45/1952 [..............................] - ETA: 4:25 - loss: 345.3196 - logits_profile_predictions_loss: 335.9962 - logcount_predictions_loss: 0.6660 46/1952 [..............................] - ETA: 4:24 - loss: 345.3644 - 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[..............................] - ETA: 4:23 - loss: 345.5173 - logits_profile_predictions_loss: 336.1746 - logcount_predictions_loss: 0.6673 54/1952 [..............................] - ETA: 4:23 - loss: 345.4896 - logits_profile_predictions_loss: 336.1458 - logcount_predictions_loss: 0.6674 55/1952 [..............................] - ETA: 4:23 - loss: 345.4633 - logits_profile_predictions_loss: 336.1187 - logcount_predictions_loss: 0.6675 56/1952 [..............................] - ETA: 4:23 - loss: 345.4369 - logits_profile_predictions_loss: 336.0925 - logcount_predictions_loss: 0.6675 57/1952 [..............................] - ETA: 4:23 - loss: 345.4253 - logits_profile_predictions_loss: 336.0804 - logcount_predictions_loss: 0.6675 58/1952 [..............................] - ETA: 4:23 - loss: 345.4117 - logits_profile_predictions_loss: 336.0670 - logcount_predictions_loss: 0.6675 59/1952 [..............................] - ETA: 4:23 - loss: 345.3996 - logits_profile_predictions_loss: 336.0559 - logcount_predictions_loss: 0.6674 60/1952 [..............................] - ETA: 4:22 - loss: 345.3817 - logits_profile_predictions_loss: 336.0393 - logcount_predictions_loss: 0.6673 61/1952 [..............................] - ETA: 4:22 - loss: 345.3604 - logits_profile_predictions_loss: 336.0199 - logcount_predictions_loss: 0.6672 62/1952 [..............................] - ETA: 4:22 - loss: 345.3404 - logits_profile_predictions_loss: 336.0016 - logcount_predictions_loss: 0.6671 63/1952 [..............................] - ETA: 4:22 - loss: 345.3228 - logits_profile_predictions_loss: 335.9850 - logcount_predictions_loss: 0.6670 64/1952 [..............................] - ETA: 4:22 - loss: 345.3008 - logits_profile_predictions_loss: 335.9637 - logcount_predictions_loss: 0.6669 65/1952 [..............................] - ETA: 4:22 - loss: 345.2799 - logits_profile_predictions_loss: 335.9435 - logcount_predictions_loss: 0.6669 66/1952 [>.............................] - ETA: 4:22 - 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[>.............................] - ETA: 4:19 - loss: 344.9433 - logits_profile_predictions_loss: 335.6269 - logcount_predictions_loss: 0.6655 87/1952 [>.............................] - ETA: 4:19 - loss: 344.9356 - logits_profile_predictions_loss: 335.6200 - logcount_predictions_loss: 0.6654 88/1952 [>.............................] - ETA: 4:19 - loss: 344.9326 - logits_profile_predictions_loss: 335.6177 - logcount_predictions_loss: 0.6653 89/1952 [>.............................] - ETA: 4:19 - loss: 344.9271 - logits_profile_predictions_loss: 335.6129 - logcount_predictions_loss: 0.6653 90/1952 [>.............................] - ETA: 4:18 - loss: 344.9183 - logits_profile_predictions_loss: 335.6051 - logcount_predictions_loss: 0.6652 91/1952 [>.............................] - ETA: 4:18 - loss: 344.9118 - logits_profile_predictions_loss: 335.5992 - logcount_predictions_loss: 0.6652 92/1952 [>.............................] - ETA: 4:18 - loss: 344.8986 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 335.2189 - logcount_predictions_loss: 0.6617 139/1952 [=>............................] - ETA: 4:12 - loss: 344.4822 - logits_profile_predictions_loss: 335.2186 - logcount_predictions_loss: 0.6617 140/1952 [=>............................] - ETA: 4:11 - loss: 344.4804 - logits_profile_predictions_loss: 335.2179 - logcount_predictions_loss: 0.6616 141/1952 [=>............................] - ETA: 4:11 - loss: 344.4796 - logits_profile_predictions_loss: 335.2180 - logcount_predictions_loss: 0.6615 142/1952 [=>............................] - ETA: 4:11 - loss: 344.4774 - logits_profile_predictions_loss: 335.2167 - logcount_predictions_loss: 0.6615 143/1952 [=>............................] - ETA: 4:11 - loss: 344.4763 - logits_profile_predictions_loss: 335.2166 - logcount_predictions_loss: 0.6614 144/1952 [=>............................] - ETA: 4:11 - loss: 344.4747 - logits_profile_predictions_loss: 335.2159 - logcount_predictions_loss: 0.6613 145/1952 [=>............................] - ETA: 4:11 - loss: 344.4716 - logits_profile_predictions_loss: 335.2138 - logcount_predictions_loss: 0.6613 146/1952 [=>............................] - ETA: 4:11 - loss: 344.4693 - logits_profile_predictions_loss: 335.2126 - logcount_predictions_loss: 0.6612 147/1952 [=>............................] - ETA: 4:10 - loss: 344.4660 - logits_profile_predictions_loss: 335.2105 - logcount_predictions_loss: 0.6611 148/1952 [=>............................] - ETA: 4:10 - loss: 344.4618 - logits_profile_predictions_loss: 335.2073 - logcount_predictions_loss: 0.6610 149/1952 [=>............................] - ETA: 4:10 - loss: 344.4579 - logits_profile_predictions_loss: 335.2045 - logcount_predictions_loss: 0.6609 150/1952 [=>............................] - ETA: 4:10 - loss: 344.4526 - logits_profile_predictions_loss: 335.2004 - logcount_predictions_loss: 0.6609 151/1952 [=>............................] - ETA: 4:10 - loss: 344.4464 - 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[=>............................] - ETA: 4:07 - loss: 344.3353 - logits_profile_predictions_loss: 335.1073 - logcount_predictions_loss: 0.6591 172/1952 [=>............................] - ETA: 4:07 - loss: 344.3297 - logits_profile_predictions_loss: 335.1030 - logcount_predictions_loss: 0.6590 173/1952 [=>............................] - ETA: 4:07 - loss: 344.3234 - logits_profile_predictions_loss: 335.0979 - logcount_predictions_loss: 0.6590 174/1952 [=>............................] - ETA: 4:07 - loss: 344.3162 - logits_profile_predictions_loss: 335.0921 - logcount_predictions_loss: 0.6589 175/1952 [=>............................] - ETA: 4:07 - loss: 344.3092 - logits_profile_predictions_loss: 335.0863 - logcount_predictions_loss: 0.6588 176/1952 [=>............................] - ETA: 4:06 - loss: 344.3038 - logits_profile_predictions_loss: 335.0821 - logcount_predictions_loss: 0.6587 177/1952 [=>............................] - ETA: 4:06 - loss: 344.2976 - 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[=>............................] - ETA: 4:05 - loss: 344.2556 - logits_profile_predictions_loss: 335.0435 - logcount_predictions_loss: 0.6580 185/1952 [=>............................] - ETA: 4:05 - loss: 344.2522 - logits_profile_predictions_loss: 335.0413 - logcount_predictions_loss: 0.6579 186/1952 [=>............................] - ETA: 4:05 - loss: 344.2482 - logits_profile_predictions_loss: 335.0384 - logcount_predictions_loss: 0.6578 187/1952 [=>............................] - ETA: 4:05 - loss: 344.2439 - logits_profile_predictions_loss: 335.0352 - logcount_predictions_loss: 0.6578 188/1952 [=>............................] - ETA: 4:05 - loss: 344.2397 - logits_profile_predictions_loss: 335.0321 - logcount_predictions_loss: 0.6577 189/1952 [=>............................] - ETA: 4:05 - loss: 344.2355 - logits_profile_predictions_loss: 335.0289 - logcount_predictions_loss: 0.6576 190/1952 [=>............................] - ETA: 4:05 - loss: 344.2308 - 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[====>.........................] - ETA: 3:45 - loss: 343.7636 - logits_profile_predictions_loss: 334.6293 - logcount_predictions_loss: 0.6524 328/1952 [====>.........................] - ETA: 3:45 - loss: 343.7623 - logits_profile_predictions_loss: 334.6283 - logcount_predictions_loss: 0.6524 329/1952 [====>.........................] - ETA: 3:45 - loss: 343.7608 - logits_profile_predictions_loss: 334.6271 - logcount_predictions_loss: 0.6524 330/1952 [====>.........................] - ETA: 3:45 - loss: 343.7593 - logits_profile_predictions_loss: 334.6258 - logcount_predictions_loss: 0.6524 331/1952 [====>.........................] - ETA: 3:45 - loss: 343.7581 - logits_profile_predictions_loss: 334.6249 - logcount_predictions_loss: 0.6524 332/1952 [====>.........................] - ETA: 3:45 - loss: 343.7570 - logits_profile_predictions_loss: 334.6240 - logcount_predictions_loss: 0.6523 333/1952 [====>.........................] - ETA: 3:45 - loss: 343.7562 - 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[====>.........................] - ETA: 3:44 - loss: 343.7526 - logits_profile_predictions_loss: 334.6218 - logcount_predictions_loss: 0.6522 341/1952 [====>.........................] - ETA: 3:43 - loss: 343.7516 - logits_profile_predictions_loss: 334.6211 - logcount_predictions_loss: 0.6522 342/1952 [====>.........................] - ETA: 3:43 - loss: 343.7504 - logits_profile_predictions_loss: 334.6202 - logcount_predictions_loss: 0.6522 343/1952 [====>.........................] - ETA: 3:43 - loss: 343.7492 - logits_profile_predictions_loss: 334.6193 - logcount_predictions_loss: 0.6521 344/1952 [====>.........................] - ETA: 3:43 - loss: 343.7477 - logits_profile_predictions_loss: 334.6181 - logcount_predictions_loss: 0.6521 345/1952 [====>.........................] - ETA: 3:43 - loss: 343.7464 - logits_profile_predictions_loss: 334.6171 - logcount_predictions_loss: 0.6521 346/1952 [====>.........................] - ETA: 3:43 - loss: 343.7452 - 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[====>.........................] - ETA: 3:42 - loss: 343.7380 - logits_profile_predictions_loss: 334.6111 - logcount_predictions_loss: 0.6519 354/1952 [====>.........................] - ETA: 3:42 - loss: 343.7368 - logits_profile_predictions_loss: 334.6102 - logcount_predictions_loss: 0.6519 355/1952 [====>.........................] - ETA: 3:41 - loss: 343.7353 - logits_profile_predictions_loss: 334.6090 - logcount_predictions_loss: 0.6519 356/1952 [====>.........................] - ETA: 3:41 - loss: 343.7337 - logits_profile_predictions_loss: 334.6077 - logcount_predictions_loss: 0.6519 357/1952 [====>.........................] - ETA: 3:41 - loss: 343.7322 - logits_profile_predictions_loss: 334.6065 - logcount_predictions_loss: 0.6518 358/1952 [====>.........................] - ETA: 3:41 - loss: 343.7311 - logits_profile_predictions_loss: 334.6056 - logcount_predictions_loss: 0.6518 359/1952 [====>.........................] - ETA: 3:41 - loss: 343.7297 - 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[==============================] - 282s 145ms/step - loss: 342.2944 - logits_profile_predictions_loss: 333.3119 - logcount_predictions_loss: 0.6416 - val_loss: 359.7456 - val_logits_profile_predictions_loss: 351.0606 - val_logcount_predictions_loss: 0.6204 Epoch 00005: val_loss improved from 363.61758 to 359.74564, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 6/50 1/1952 [..............................] - ETA: 5:01 - loss: 336.9034 - logits_profile_predictions_loss: 327.6594 - logcount_predictions_loss: 0.6603 2/1952 [..............................] - ETA: 4:44 - loss: 335.8615 - logits_profile_predictions_loss: 327.1498 - logcount_predictions_loss: 0.6223 3/1952 [..............................] - ETA: 4:37 - loss: 339.0001 - logits_profile_predictions_loss: 330.4645 - logcount_predictions_loss: 0.6097 4/1952 [..............................] - ETA: 4:35 - loss: 338.4742 - 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[===>..........................] - ETA: 3:48 - loss: 340.9593 - logits_profile_predictions_loss: 332.0692 - logcount_predictions_loss: 0.6350 306/1952 [===>..........................] - ETA: 3:48 - loss: 340.9589 - logits_profile_predictions_loss: 332.0696 - logcount_predictions_loss: 0.6349 307/1952 [===>..........................] - ETA: 3:48 - loss: 340.9587 - logits_profile_predictions_loss: 332.0703 - logcount_predictions_loss: 0.6349 308/1952 [===>..........................] - ETA: 3:48 - loss: 340.9583 - logits_profile_predictions_loss: 332.0707 - logcount_predictions_loss: 0.6348 309/1952 [===>..........................] - ETA: 3:48 - loss: 340.9579 - logits_profile_predictions_loss: 332.0711 - logcount_predictions_loss: 0.6348 310/1952 [===>..........................] - ETA: 3:48 - loss: 340.9574 - logits_profile_predictions_loss: 332.0715 - logcount_predictions_loss: 0.6347 311/1952 [===>..........................] - ETA: 3:48 - loss: 340.9573 - 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[====>.........................] - ETA: 3:45 - loss: 340.9378 - logits_profile_predictions_loss: 332.0679 - logcount_predictions_loss: 0.6336 332/1952 [====>.........................] - ETA: 3:45 - loss: 340.9360 - logits_profile_predictions_loss: 332.0668 - logcount_predictions_loss: 0.6335 333/1952 [====>.........................] - ETA: 3:45 - loss: 340.9344 - logits_profile_predictions_loss: 332.0660 - logcount_predictions_loss: 0.6335 334/1952 [====>.........................] - ETA: 3:44 - loss: 340.9329 - logits_profile_predictions_loss: 332.0652 - logcount_predictions_loss: 0.6334 335/1952 [====>.........................] - ETA: 3:44 - loss: 340.9313 - logits_profile_predictions_loss: 332.0643 - logcount_predictions_loss: 0.6334 336/1952 [====>.........................] - ETA: 3:44 - loss: 340.9293 - logits_profile_predictions_loss: 332.0629 - logcount_predictions_loss: 0.6333 337/1952 [====>.........................] - ETA: 3:44 - loss: 340.9271 - 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[====>.........................] - ETA: 3:43 - loss: 340.9129 - logits_profile_predictions_loss: 332.0519 - logcount_predictions_loss: 0.6329 345/1952 [====>.........................] - ETA: 3:43 - loss: 340.9115 - logits_profile_predictions_loss: 332.0512 - logcount_predictions_loss: 0.6329 346/1952 [====>.........................] - ETA: 3:43 - loss: 340.9101 - logits_profile_predictions_loss: 332.0505 - logcount_predictions_loss: 0.6328 347/1952 [====>.........................] - ETA: 3:43 - loss: 340.9093 - logits_profile_predictions_loss: 332.0503 - logcount_predictions_loss: 0.6328 348/1952 [====>.........................] - ETA: 3:42 - loss: 340.9086 - logits_profile_predictions_loss: 332.0502 - logcount_predictions_loss: 0.6327 349/1952 [====>.........................] - ETA: 3:42 - loss: 340.9081 - logits_profile_predictions_loss: 332.0504 - logcount_predictions_loss: 0.6327 350/1952 [====>.........................] - ETA: 3:42 - loss: 340.9077 - 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[====>.........................] - ETA: 3:41 - loss: 340.9055 - logits_profile_predictions_loss: 332.0530 - logcount_predictions_loss: 0.6323 358/1952 [====>.........................] - ETA: 3:41 - loss: 340.9054 - logits_profile_predictions_loss: 332.0535 - logcount_predictions_loss: 0.6323 359/1952 [====>.........................] - ETA: 3:41 - loss: 340.9053 - logits_profile_predictions_loss: 332.0541 - logcount_predictions_loss: 0.6322 360/1952 [====>.........................] - ETA: 3:41 - loss: 340.9050 - logits_profile_predictions_loss: 332.0544 - logcount_predictions_loss: 0.6322 361/1952 [====>.........................] - ETA: 3:41 - loss: 340.9046 - logits_profile_predictions_loss: 332.0546 - logcount_predictions_loss: 0.6321 362/1952 [====>.........................] - ETA: 3:40 - loss: 340.9041 - logits_profile_predictions_loss: 332.0548 - logcount_predictions_loss: 0.6321 363/1952 [====>.........................] - ETA: 3:40 - loss: 340.9036 - 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[====>.........................] - ETA: 3:39 - loss: 340.9048 - logits_profile_predictions_loss: 332.0606 - logcount_predictions_loss: 0.6317 371/1952 [====>.........................] - ETA: 3:39 - loss: 340.9053 - logits_profile_predictions_loss: 332.0617 - logcount_predictions_loss: 0.6317 372/1952 [====>.........................] - ETA: 3:39 - loss: 340.9059 - logits_profile_predictions_loss: 332.0628 - logcount_predictions_loss: 0.6316 373/1952 [====>.........................] - ETA: 3:39 - loss: 340.9064 - logits_profile_predictions_loss: 332.0639 - logcount_predictions_loss: 0.6316 374/1952 [====>.........................] - ETA: 3:39 - loss: 340.9068 - logits_profile_predictions_loss: 332.0649 - logcount_predictions_loss: 0.6316 375/1952 [====>.........................] - ETA: 3:39 - loss: 340.9074 - logits_profile_predictions_loss: 332.0661 - logcount_predictions_loss: 0.6315 376/1952 [====>.........................] - ETA: 3:39 - loss: 340.9083 - 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[====>.........................] - ETA: 3:38 - loss: 340.9153 - logits_profile_predictions_loss: 332.0786 - logcount_predictions_loss: 0.6312 384/1952 [====>.........................] - ETA: 3:37 - loss: 340.9166 - logits_profile_predictions_loss: 332.0805 - logcount_predictions_loss: 0.6311 385/1952 [====>.........................] - ETA: 3:37 - loss: 340.9177 - logits_profile_predictions_loss: 332.0822 - logcount_predictions_loss: 0.6311 386/1952 [====>.........................] - ETA: 3:37 - loss: 340.9190 - logits_profile_predictions_loss: 332.0841 - logcount_predictions_loss: 0.6311 387/1952 [====>.........................] - ETA: 3:37 - loss: 340.9206 - logits_profile_predictions_loss: 332.0863 - logcount_predictions_loss: 0.6310 388/1952 [====>.........................] - ETA: 3:37 - loss: 340.9221 - logits_profile_predictions_loss: 332.0885 - logcount_predictions_loss: 0.6310 389/1952 [====>.........................] - ETA: 3:37 - loss: 340.9237 - 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[=====>........................] - ETA: 3:36 - loss: 340.9331 - logits_profile_predictions_loss: 332.1042 - logcount_predictions_loss: 0.6306 397/1952 [=====>........................] - ETA: 3:36 - loss: 340.9345 - logits_profile_predictions_loss: 332.1061 - logcount_predictions_loss: 0.6306 398/1952 [=====>........................] - ETA: 3:35 - loss: 340.9357 - logits_profile_predictions_loss: 332.1079 - logcount_predictions_loss: 0.6306 399/1952 [=====>........................] - ETA: 3:35 - loss: 340.9369 - logits_profile_predictions_loss: 332.1097 - logcount_predictions_loss: 0.6305 400/1952 [=====>........................] - ETA: 3:35 - loss: 340.9379 - logits_profile_predictions_loss: 332.1114 - logcount_predictions_loss: 0.6305 401/1952 [=====>........................] - ETA: 3:35 - loss: 340.9387 - logits_profile_predictions_loss: 332.1129 - logcount_predictions_loss: 0.6304 402/1952 [=====>........................] - ETA: 3:35 - loss: 340.9396 - 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[=====>........................] - ETA: 3:34 - loss: 340.9445 - logits_profile_predictions_loss: 332.1238 - logcount_predictions_loss: 0.6300 410/1952 [=====>........................] - ETA: 3:34 - loss: 340.9452 - logits_profile_predictions_loss: 332.1252 - logcount_predictions_loss: 0.6300 411/1952 [=====>........................] - ETA: 3:34 - loss: 340.9458 - logits_profile_predictions_loss: 332.1265 - logcount_predictions_loss: 0.6299 412/1952 [=====>........................] - ETA: 3:34 - loss: 340.9464 - logits_profile_predictions_loss: 332.1277 - logcount_predictions_loss: 0.6299 413/1952 [=====>........................] - ETA: 3:33 - loss: 340.9470 - logits_profile_predictions_loss: 332.1291 - logcount_predictions_loss: 0.6299 414/1952 [=====>........................] - ETA: 3:33 - loss: 340.9478 - logits_profile_predictions_loss: 332.1305 - logcount_predictions_loss: 0.6298 415/1952 [=====>........................] - ETA: 3:33 - loss: 340.9487 - 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[=====>........................] - ETA: 3:32 - loss: 340.9540 - logits_profile_predictions_loss: 332.1419 - logcount_predictions_loss: 0.6294 423/1952 [=====>........................] - ETA: 3:32 - loss: 340.9545 - logits_profile_predictions_loss: 332.1431 - logcount_predictions_loss: 0.6294 424/1952 [=====>........................] - ETA: 3:32 - loss: 340.9551 - logits_profile_predictions_loss: 332.1444 - logcount_predictions_loss: 0.6293 425/1952 [=====>........................] - ETA: 3:32 - loss: 340.9557 - logits_profile_predictions_loss: 332.1456 - logcount_predictions_loss: 0.6293 426/1952 [=====>........................] - ETA: 3:32 - loss: 340.9562 - logits_profile_predictions_loss: 332.1468 - logcount_predictions_loss: 0.6292 427/1952 [=====>........................] - ETA: 3:31 - loss: 340.9568 - logits_profile_predictions_loss: 332.1480 - logcount_predictions_loss: 0.6292 428/1952 [=====>........................] - ETA: 3:31 - loss: 340.9575 - 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[============================>.] - ETA: 1s - loss: 340.2844 - logits_profile_predictions_loss: 331.6815 - logcount_predictions_loss: 0.6145 1945/1952 [============================>.] - ETA: 0s - loss: 340.2841 - logits_profile_predictions_loss: 331.6812 - logcount_predictions_loss: 0.6145 1946/1952 [============================>.] - ETA: 0s - loss: 340.2838 - logits_profile_predictions_loss: 331.6809 - logcount_predictions_loss: 0.6145 1947/1952 [============================>.] - ETA: 0s - loss: 340.2835 - logits_profile_predictions_loss: 331.6806 - logcount_predictions_loss: 0.6145 1948/1952 [============================>.] - ETA: 0s - loss: 340.2831 - logits_profile_predictions_loss: 331.6804 - logcount_predictions_loss: 0.6145 1949/1952 [============================>.] - ETA: 0s - loss: 340.2828 - logits_profile_predictions_loss: 331.6801 - logcount_predictions_loss: 0.6145 1950/1952 [============================>.] - ETA: 0s - loss: 340.2825 - logits_profile_predictions_loss: 331.6798 - logcount_predictions_loss: 0.6145 1951/1952 [============================>.] - ETA: 0s - loss: 340.2822 - logits_profile_predictions_loss: 331.6795 - logcount_predictions_loss: 0.6145 1952/1952 [==============================] - ETA: 0s - loss: 340.2819 - logits_profile_predictions_loss: 331.6793 - logcount_predictions_loss: 0.6145 1952/1952 [==============================] - 282s 145ms/step - loss: 340.2816 - logits_profile_predictions_loss: 331.6790 - logcount_predictions_loss: 0.6144 - val_loss: 357.9267 - val_logits_profile_predictions_loss: 349.6099 - val_logcount_predictions_loss: 0.5941 Epoch 00006: val_loss improved from 359.74564 to 357.92670, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 7/50 1/1952 [..............................] - ETA: 5:00 - loss: 319.0839 - logits_profile_predictions_loss: 309.7147 - logcount_predictions_loss: 0.6692 2/1952 [..............................] - 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9/1952 [..............................] - ETA: 4:30 - loss: 318.3623 - logits_profile_predictions_loss: 309.6558 - logcount_predictions_loss: 0.6219 10/1952 [..............................] - ETA: 4:30 - loss: 319.5682 - logits_profile_predictions_loss: 310.8435 - logcount_predictions_loss: 0.6232 11/1952 [..............................] - ETA: 4:30 - loss: 320.8454 - logits_profile_predictions_loss: 312.1265 - logcount_predictions_loss: 0.6228 12/1952 [..............................] - ETA: 4:30 - loss: 322.1453 - logits_profile_predictions_loss: 313.4358 - logcount_predictions_loss: 0.6221 13/1952 [..............................] - ETA: 4:30 - loss: 323.1469 - logits_profile_predictions_loss: 314.4404 - logcount_predictions_loss: 0.6219 14/1952 [..............................] - ETA: 4:29 - loss: 324.1643 - logits_profile_predictions_loss: 315.4645 - logcount_predictions_loss: 0.6214 15/1952 [..............................] - ETA: 4:29 - loss: 325.1962 - 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[..............................] - ETA: 4:28 - loss: 329.5395 - logits_profile_predictions_loss: 320.8037 - logcount_predictions_loss: 0.6240 23/1952 [..............................] - ETA: 4:28 - loss: 329.8514 - logits_profile_predictions_loss: 321.1044 - logcount_predictions_loss: 0.6248 24/1952 [..............................] - ETA: 4:28 - loss: 330.1262 - logits_profile_predictions_loss: 321.3724 - logcount_predictions_loss: 0.6253 25/1952 [..............................] - ETA: 4:28 - loss: 330.3865 - logits_profile_predictions_loss: 321.6240 - logcount_predictions_loss: 0.6259 26/1952 [..............................] - ETA: 4:27 - loss: 330.6440 - logits_profile_predictions_loss: 321.8758 - logcount_predictions_loss: 0.6263 27/1952 [..............................] - ETA: 4:27 - loss: 330.9276 - logits_profile_predictions_loss: 322.1553 - logcount_predictions_loss: 0.6266 28/1952 [..............................] - ETA: 4:27 - loss: 331.2605 - logits_profile_predictions_loss: 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42/1952 [..............................] - ETA: 4:25 - loss: 333.6769 - logits_profile_predictions_loss: 324.9719 - logcount_predictions_loss: 0.6218 43/1952 [..............................] - ETA: 4:25 - loss: 333.7851 - logits_profile_predictions_loss: 325.0874 - logcount_predictions_loss: 0.6213 44/1952 [..............................] - ETA: 4:25 - loss: 333.8948 - logits_profile_predictions_loss: 325.2033 - logcount_predictions_loss: 0.6208 45/1952 [..............................] - ETA: 4:25 - loss: 333.9952 - logits_profile_predictions_loss: 325.3095 - logcount_predictions_loss: 0.6204 46/1952 [..............................] - ETA: 4:24 - loss: 334.1001 - logits_profile_predictions_loss: 325.4196 - logcount_predictions_loss: 0.6200 47/1952 [..............................] - ETA: 4:24 - loss: 334.2166 - logits_profile_predictions_loss: 325.5421 - logcount_predictions_loss: 0.6196 48/1952 [..............................] - ETA: 4:24 - loss: 334.3489 - 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[..............................] - ETA: 4:23 - loss: 335.0129 - logits_profile_predictions_loss: 326.3763 - logcount_predictions_loss: 0.6169 56/1952 [..............................] - ETA: 4:23 - loss: 335.0575 - logits_profile_predictions_loss: 326.4249 - logcount_predictions_loss: 0.6166 57/1952 [..............................] - ETA: 4:23 - loss: 335.0948 - logits_profile_predictions_loss: 326.4672 - logcount_predictions_loss: 0.6163 58/1952 [..............................] - ETA: 4:23 - loss: 335.1268 - logits_profile_predictions_loss: 326.5037 - logcount_predictions_loss: 0.6159 59/1952 [..............................] - ETA: 4:22 - loss: 335.1496 - logits_profile_predictions_loss: 326.5307 - logcount_predictions_loss: 0.6156 60/1952 [..............................] - ETA: 4:22 - loss: 335.1676 - logits_profile_predictions_loss: 326.5536 - logcount_predictions_loss: 0.6153 61/1952 [..............................] - ETA: 4:22 - loss: 335.1695 - logits_profile_predictions_loss: 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328.5302 - logcount_predictions_loss: 0.5822 1949/1952 [============================>.] - ETA: 0s - loss: 336.6813 - logits_profile_predictions_loss: 328.5307 - logcount_predictions_loss: 0.5822 1950/1952 [============================>.] - ETA: 0s - loss: 336.6817 - logits_profile_predictions_loss: 328.5311 - logcount_predictions_loss: 0.5822 1951/1952 [============================>.] - ETA: 0s - loss: 336.6821 - logits_profile_predictions_loss: 328.5316 - logcount_predictions_loss: 0.5822 1952/1952 [==============================] - ETA: 0s - loss: 336.6825 - logits_profile_predictions_loss: 328.5320 - logcount_predictions_loss: 0.5822 1952/1952 [==============================] - 283s 145ms/step - loss: 336.6830 - logits_profile_predictions_loss: 328.5324 - logcount_predictions_loss: 0.5822 - val_loss: 357.5211 - val_logits_profile_predictions_loss: 349.1683 - val_logcount_predictions_loss: 0.5966 Epoch 00007: val_loss improved from 357.92670 to 357.52115, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 8/50 1/1952 [..............................] - ETA: 5:01 - loss: 338.0862 - logits_profile_predictions_loss: 330.0814 - logcount_predictions_loss: 0.5718 2/1952 [..............................] - ETA: 4:36 - loss: 332.2218 - logits_profile_predictions_loss: 324.3809 - logcount_predictions_loss: 0.5601 3/1952 [..............................] - ETA: 4:33 - loss: 330.6037 - logits_profile_predictions_loss: 322.7628 - logcount_predictions_loss: 0.5601 4/1952 [..............................] - ETA: 4:32 - loss: 329.8742 - logits_profile_predictions_loss: 322.1683 - logcount_predictions_loss: 0.5504 5/1952 [..............................] - ETA: 4:31 - loss: 329.6637 - logits_profile_predictions_loss: 322.0543 - logcount_predictions_loss: 0.5435 6/1952 [..............................] - ETA: 4:31 - loss: 330.0403 - logits_profile_predictions_loss: 322.4244 - 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- logits_profile_predictions_loss: 322.0389 - logcount_predictions_loss: 0.5355 14/1952 [..............................] - ETA: 4:29 - loss: 329.6498 - logits_profile_predictions_loss: 322.1577 - logcount_predictions_loss: 0.5351 15/1952 [..............................] - ETA: 4:29 - loss: 329.7336 - logits_profile_predictions_loss: 322.2474 - logcount_predictions_loss: 0.5347 16/1952 [..............................] - ETA: 4:29 - loss: 329.8990 - logits_profile_predictions_loss: 322.3987 - logcount_predictions_loss: 0.5357 17/1952 [..............................] - ETA: 4:29 - loss: 330.0369 - logits_profile_predictions_loss: 322.5264 - logcount_predictions_loss: 0.5365 18/1952 [..............................] - ETA: 4:28 - loss: 330.0014 - logits_profile_predictions_loss: 322.4825 - logcount_predictions_loss: 0.5371 19/1952 [..............................] - ETA: 4:28 - loss: 330.0421 - logits_profile_predictions_loss: 322.5179 - logcount_predictions_loss: 0.5374 20/1952 [..............................] - ETA: 4:28 - loss: 330.0972 - logits_profile_predictions_loss: 322.5671 - logcount_predictions_loss: 0.5379 21/1952 [..............................] - ETA: 4:28 - loss: 330.1286 - logits_profile_predictions_loss: 322.5877 - logcount_predictions_loss: 0.5386 22/1952 [..............................] - ETA: 4:28 - loss: 330.1799 - logits_profile_predictions_loss: 322.6311 - logcount_predictions_loss: 0.5392 23/1952 [..............................] - ETA: 4:27 - loss: 330.2282 - logits_profile_predictions_loss: 322.6748 - logcount_predictions_loss: 0.5395 24/1952 [..............................] - ETA: 4:27 - loss: 330.2687 - logits_profile_predictions_loss: 322.7063 - logcount_predictions_loss: 0.5402 25/1952 [..............................] - ETA: 4:27 - loss: 330.3582 - logits_profile_predictions_loss: 322.7869 - logcount_predictions_loss: 0.5408 26/1952 [..............................] - ETA: 4:27 - loss: 330.3615 - logits_profile_predictions_loss: 322.7821 - logcount_predictions_loss: 0.5414 27/1952 [..............................] - ETA: 4:27 - loss: 330.3402 - logits_profile_predictions_loss: 322.7550 - logcount_predictions_loss: 0.5418 28/1952 [..............................] - ETA: 4:27 - loss: 330.2763 - logits_profile_predictions_loss: 322.6829 - logcount_predictions_loss: 0.5424 29/1952 [..............................] - ETA: 4:27 - loss: 330.1610 - logits_profile_predictions_loss: 322.5608 - logcount_predictions_loss: 0.5429 30/1952 [..............................] - ETA: 4:27 - loss: 330.0729 - logits_profile_predictions_loss: 322.4692 - logcount_predictions_loss: 0.5431 31/1952 [..............................] - ETA: 4:26 - loss: 329.9770 - logits_profile_predictions_loss: 322.3723 - logcount_predictions_loss: 0.5432 32/1952 [..............................] - ETA: 4:26 - loss: 329.8595 - logits_profile_predictions_loss: 322.2539 - logcount_predictions_loss: 0.5433 33/1952 [..............................] - ETA: 4:26 - 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[..............................] - ETA: 4:23 - loss: 329.5693 - logits_profile_predictions_loss: 322.0004 - logcount_predictions_loss: 0.5406 54/1952 [..............................] - ETA: 4:23 - loss: 329.5923 - logits_profile_predictions_loss: 322.0250 - logcount_predictions_loss: 0.5405 55/1952 [..............................] - ETA: 4:23 - loss: 329.6098 - logits_profile_predictions_loss: 322.0432 - logcount_predictions_loss: 0.5405 56/1952 [..............................] - ETA: 4:23 - loss: 329.6356 - logits_profile_predictions_loss: 322.0700 - logcount_predictions_loss: 0.5404 57/1952 [..............................] - ETA: 4:23 - loss: 329.6543 - logits_profile_predictions_loss: 322.0892 - logcount_predictions_loss: 0.5404 58/1952 [..............................] - ETA: 4:23 - loss: 329.6580 - logits_profile_predictions_loss: 322.0929 - logcount_predictions_loss: 0.5404 59/1952 [..............................] - ETA: 4:23 - loss: 329.6696 - logits_profile_predictions_loss: 322.1045 - logcount_predictions_loss: 0.5404 60/1952 [..............................] - ETA: 4:22 - loss: 329.6748 - logits_profile_predictions_loss: 322.1101 - logcount_predictions_loss: 0.5403 61/1952 [..............................] - ETA: 4:22 - loss: 329.6883 - logits_profile_predictions_loss: 322.1244 - logcount_predictions_loss: 0.5403 62/1952 [..............................] - ETA: 4:22 - loss: 329.6975 - logits_profile_predictions_loss: 322.1341 - logcount_predictions_loss: 0.5402 63/1952 [..............................] - ETA: 4:22 - loss: 329.7040 - logits_profile_predictions_loss: 322.1409 - logcount_predictions_loss: 0.5402 64/1952 [..............................] - ETA: 4:22 - loss: 329.7161 - logits_profile_predictions_loss: 322.1533 - logcount_predictions_loss: 0.5402 65/1952 [..............................] - ETA: 4:22 - loss: 329.7429 - logits_profile_predictions_loss: 322.1791 - logcount_predictions_loss: 0.5403 66/1952 [>.............................] - ETA: 4:22 - 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[>.............................] - ETA: 4:19 - loss: 330.3678 - logits_profile_predictions_loss: 322.7799 - logcount_predictions_loss: 0.5420 87/1952 [>.............................] - ETA: 4:19 - loss: 330.3920 - logits_profile_predictions_loss: 322.8027 - logcount_predictions_loss: 0.5421 88/1952 [>.............................] - ETA: 4:18 - loss: 330.4177 - logits_profile_predictions_loss: 322.8271 - logcount_predictions_loss: 0.5422 89/1952 [>.............................] - ETA: 4:18 - loss: 330.4397 - logits_profile_predictions_loss: 322.8478 - logcount_predictions_loss: 0.5423 90/1952 [>.............................] - ETA: 4:18 - loss: 330.4558 - logits_profile_predictions_loss: 322.8629 - logcount_predictions_loss: 0.5423 91/1952 [>.............................] - ETA: 4:18 - loss: 330.4695 - logits_profile_predictions_loss: 322.8758 - logcount_predictions_loss: 0.5424 92/1952 [>.............................] - ETA: 4:18 - loss: 330.4775 - logits_profile_predictions_loss: 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[>.............................] - ETA: 4:14 - loss: 330.2636 - logits_profile_predictions_loss: 322.6539 - logcount_predictions_loss: 0.5436 120/1952 [>.............................] - ETA: 4:14 - loss: 330.2510 - logits_profile_predictions_loss: 322.6407 - logcount_predictions_loss: 0.5436 121/1952 [>.............................] - ETA: 4:14 - loss: 330.2420 - logits_profile_predictions_loss: 322.6311 - logcount_predictions_loss: 0.5436 122/1952 [>.............................] - ETA: 4:14 - loss: 330.2304 - logits_profile_predictions_loss: 322.6189 - logcount_predictions_loss: 0.5437 123/1952 [>.............................] - ETA: 4:14 - loss: 330.2178 - logits_profile_predictions_loss: 322.6058 - logcount_predictions_loss: 0.5437 124/1952 [>.............................] - ETA: 4:14 - loss: 330.2018 - logits_profile_predictions_loss: 322.5893 - logcount_predictions_loss: 0.5438 125/1952 [>.............................] - ETA: 4:13 - loss: 330.1852 - 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[=>............................] - ETA: 4:12 - loss: 330.0895 - logits_profile_predictions_loss: 322.4705 - logcount_predictions_loss: 0.5442 133/1952 [=>............................] - ETA: 4:12 - loss: 330.0774 - logits_profile_predictions_loss: 322.4576 - logcount_predictions_loss: 0.5443 134/1952 [=>............................] - ETA: 4:12 - loss: 330.0668 - logits_profile_predictions_loss: 322.4463 - logcount_predictions_loss: 0.5443 135/1952 [=>............................] - ETA: 4:12 - loss: 330.0573 - logits_profile_predictions_loss: 322.4361 - logcount_predictions_loss: 0.5444 136/1952 [=>............................] - ETA: 4:12 - loss: 330.0500 - logits_profile_predictions_loss: 322.4280 - logcount_predictions_loss: 0.5444 137/1952 [=>............................] - ETA: 4:12 - loss: 330.0426 - logits_profile_predictions_loss: 322.4200 - logcount_predictions_loss: 0.5445 138/1952 [=>............................] - ETA: 4:12 - loss: 330.0360 - 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logits_profile_predictions_loss: 323.0836 - logcount_predictions_loss: 0.5485 282/1952 [===>..........................] - ETA: 3:52 - loss: 330.7675 - logits_profile_predictions_loss: 323.0887 - logcount_predictions_loss: 0.5485 283/1952 [===>..........................] - ETA: 3:51 - loss: 330.7733 - logits_profile_predictions_loss: 323.0944 - logcount_predictions_loss: 0.5485 284/1952 [===>..........................] - ETA: 3:51 - loss: 330.7793 - logits_profile_predictions_loss: 323.1002 - logcount_predictions_loss: 0.5485 285/1952 [===>..........................] - ETA: 3:51 - loss: 330.7849 - logits_profile_predictions_loss: 323.1056 - logcount_predictions_loss: 0.5485 286/1952 [===>..........................] - ETA: 3:51 - loss: 330.7910 - logits_profile_predictions_loss: 323.1115 - logcount_predictions_loss: 0.5485 287/1952 [===>..........................] - ETA: 3:51 - loss: 330.7974 - logits_profile_predictions_loss: 323.1176 - logcount_predictions_loss: 0.5486 288/1952 [===>..........................] - ETA: 3:51 - loss: 330.8038 - logits_profile_predictions_loss: 323.1237 - logcount_predictions_loss: 0.5486 289/1952 [===>..........................] - ETA: 3:51 - loss: 330.8100 - logits_profile_predictions_loss: 323.1298 - logcount_predictions_loss: 0.5486 290/1952 [===>..........................] - ETA: 3:51 - loss: 330.8163 - logits_profile_predictions_loss: 323.1358 - logcount_predictions_loss: 0.5486 291/1952 [===>..........................] - ETA: 3:50 - loss: 330.8221 - logits_profile_predictions_loss: 323.1413 - logcount_predictions_loss: 0.5486 292/1952 [===>..........................] - ETA: 3:50 - loss: 330.8283 - logits_profile_predictions_loss: 323.1473 - logcount_predictions_loss: 0.5487 293/1952 [===>..........................] - ETA: 3:50 - loss: 330.8349 - logits_profile_predictions_loss: 323.1536 - logcount_predictions_loss: 0.5487 294/1952 [===>..........................] - ETA: 3:50 - loss: 330.8414 - logits_profile_predictions_loss: 323.1598 - logcount_predictions_loss: 0.5487 295/1952 [===>..........................] - ETA: 3:50 - loss: 330.8479 - logits_profile_predictions_loss: 323.1660 - logcount_predictions_loss: 0.5487 296/1952 [===>..........................] - ETA: 3:50 - loss: 330.8546 - logits_profile_predictions_loss: 323.1724 - logcount_predictions_loss: 0.5487 297/1952 [===>..........................] - ETA: 3:50 - loss: 330.8611 - logits_profile_predictions_loss: 323.1786 - logcount_predictions_loss: 0.5488 298/1952 [===>..........................] - ETA: 3:49 - loss: 330.8680 - logits_profile_predictions_loss: 323.1852 - logcount_predictions_loss: 0.5488 299/1952 [===>..........................] - ETA: 3:49 - loss: 330.8746 - logits_profile_predictions_loss: 323.1915 - logcount_predictions_loss: 0.5488 300/1952 [===>..........................] - ETA: 3:49 - loss: 330.8807 - logits_profile_predictions_loss: 323.1973 - logcount_predictions_loss: 0.5488 301/1952 [===>..........................] - ETA: 3:49 - loss: 330.8867 - logits_profile_predictions_loss: 323.2031 - logcount_predictions_loss: 0.5488 302/1952 [===>..........................] - ETA: 3:49 - loss: 330.8929 - logits_profile_predictions_loss: 323.2090 - logcount_predictions_loss: 0.5489 303/1952 [===>..........................] - ETA: 3:49 - loss: 330.8990 - logits_profile_predictions_loss: 323.2148 - logcount_predictions_loss: 0.5489 304/1952 [===>..........................] - ETA: 3:49 - loss: 330.9055 - logits_profile_predictions_loss: 323.2210 - logcount_predictions_loss: 0.5489 305/1952 [===>..........................] - ETA: 3:48 - loss: 330.9118 - logits_profile_predictions_loss: 323.2270 - logcount_predictions_loss: 0.5489 306/1952 [===>..........................] - ETA: 3:48 - loss: 330.9176 - logits_profile_predictions_loss: 323.2325 - logcount_predictions_loss: 0.5489 307/1952 [===>..........................] - ETA: 3:48 - loss: 330.9234 - logits_profile_predictions_loss: 323.2379 - logcount_predictions_loss: 0.5490 308/1952 [===>..........................] - ETA: 3:48 - loss: 330.9293 - logits_profile_predictions_loss: 323.2435 - logcount_predictions_loss: 0.5490 309/1952 [===>..........................] - ETA: 3:48 - loss: 330.9352 - logits_profile_predictions_loss: 323.2490 - logcount_predictions_loss: 0.5490 310/1952 [===>..........................] - ETA: 3:48 - loss: 330.9416 - logits_profile_predictions_loss: 323.2550 - logcount_predictions_loss: 0.5490 311/1952 [===>..........................] - ETA: 3:48 - loss: 330.9483 - logits_profile_predictions_loss: 323.2614 - logcount_predictions_loss: 0.5491 312/1952 [===>..........................] - ETA: 3:47 - loss: 330.9549 - logits_profile_predictions_loss: 323.2677 - logcount_predictions_loss: 0.5491 313/1952 [===>..........................] - ETA: 3:47 - loss: 330.9614 - logits_profile_predictions_loss: 323.2739 - logcount_predictions_loss: 0.5491 314/1952 [===>..........................] - ETA: 3:47 - loss: 330.9680 - logits_profile_predictions_loss: 323.2801 - logcount_predictions_loss: 0.5491 315/1952 [===>..........................] - ETA: 3:47 - loss: 330.9744 - logits_profile_predictions_loss: 323.2862 - logcount_predictions_loss: 0.5492 316/1952 [===>..........................] - ETA: 3:47 - loss: 330.9807 - logits_profile_predictions_loss: 323.2921 - logcount_predictions_loss: 0.5492 317/1952 [===>..........................] - ETA: 3:47 - loss: 330.9872 - logits_profile_predictions_loss: 323.2983 - logcount_predictions_loss: 0.5492 318/1952 [===>..........................] - ETA: 3:47 - loss: 330.9935 - logits_profile_predictions_loss: 323.3042 - logcount_predictions_loss: 0.5492 319/1952 [===>..........................] - ETA: 3:46 - loss: 330.9998 - logits_profile_predictions_loss: 323.3102 - logcount_predictions_loss: 0.5493 320/1952 [===>..........................] - ETA: 3:46 - loss: 331.0065 - logits_profile_predictions_loss: 323.3166 - logcount_predictions_loss: 0.5493 321/1952 [===>..........................] - ETA: 3:46 - loss: 331.0131 - logits_profile_predictions_loss: 323.3229 - logcount_predictions_loss: 0.5493 322/1952 [===>..........................] - ETA: 3:46 - loss: 331.0197 - logits_profile_predictions_loss: 323.3292 - logcount_predictions_loss: 0.5493 323/1952 [===>..........................] - ETA: 3:46 - loss: 331.0262 - logits_profile_predictions_loss: 323.3353 - logcount_predictions_loss: 0.5494 324/1952 [===>..........................] - ETA: 3:46 - loss: 331.0326 - logits_profile_predictions_loss: 323.3414 - logcount_predictions_loss: 0.5494 325/1952 [===>..........................] - ETA: 3:46 - loss: 331.0391 - logits_profile_predictions_loss: 323.3475 - logcount_predictions_loss: 0.5494 326/1952 [====>.........................] - ETA: 3:46 - loss: 331.0459 - logits_profile_predictions_loss: 323.3540 - logcount_predictions_loss: 0.5494 327/1952 [====>.........................] - ETA: 3:45 - loss: 331.0527 - logits_profile_predictions_loss: 323.3606 - logcount_predictions_loss: 0.5494 328/1952 [====>.........................] - ETA: 3:45 - loss: 331.0592 - logits_profile_predictions_loss: 323.3667 - logcount_predictions_loss: 0.5495 329/1952 [====>.........................] - ETA: 3:45 - loss: 331.0658 - logits_profile_predictions_loss: 323.3730 - logcount_predictions_loss: 0.5495 330/1952 [====>.........................] - ETA: 3:45 - loss: 331.0725 - logits_profile_predictions_loss: 323.3794 - logcount_predictions_loss: 0.5495 331/1952 [====>.........................] - ETA: 3:45 - loss: 331.0793 - logits_profile_predictions_loss: 323.3859 - logcount_predictions_loss: 0.5495 332/1952 [====>.........................] - ETA: 3:45 - loss: 331.0858 - logits_profile_predictions_loss: 323.3921 - logcount_predictions_loss: 0.5496 333/1952 [====>.........................] - ETA: 3:45 - loss: 331.0931 - 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[====>.........................] - ETA: 3:44 - loss: 331.1432 - logits_profile_predictions_loss: 323.4469 - logcount_predictions_loss: 0.5497 341/1952 [====>.........................] - ETA: 3:43 - loss: 331.1502 - logits_profile_predictions_loss: 323.4535 - logcount_predictions_loss: 0.5498 342/1952 [====>.........................] - ETA: 3:43 - loss: 331.1567 - logits_profile_predictions_loss: 323.4596 - logcount_predictions_loss: 0.5498 343/1952 [====>.........................] - ETA: 3:43 - loss: 331.1633 - logits_profile_predictions_loss: 323.4658 - logcount_predictions_loss: 0.5498 344/1952 [====>.........................] - ETA: 3:43 - loss: 331.1703 - logits_profile_predictions_loss: 323.4724 - logcount_predictions_loss: 0.5499 345/1952 [====>.........................] - ETA: 3:43 - loss: 331.1773 - logits_profile_predictions_loss: 323.4791 - logcount_predictions_loss: 0.5499 346/1952 [====>.........................] - ETA: 3:43 - loss: 331.1844 - 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[====>.........................] - ETA: 3:42 - loss: 331.2336 - logits_profile_predictions_loss: 323.5325 - logcount_predictions_loss: 0.5501 354/1952 [====>.........................] - ETA: 3:42 - loss: 331.2403 - logits_profile_predictions_loss: 323.5388 - logcount_predictions_loss: 0.5501 355/1952 [====>.........................] - ETA: 3:41 - loss: 331.2471 - logits_profile_predictions_loss: 323.5452 - logcount_predictions_loss: 0.5501 356/1952 [====>.........................] - ETA: 3:41 - loss: 331.2539 - logits_profile_predictions_loss: 323.5517 - logcount_predictions_loss: 0.5502 357/1952 [====>.........................] - ETA: 3:41 - loss: 331.2609 - logits_profile_predictions_loss: 323.5582 - logcount_predictions_loss: 0.5502 358/1952 [====>.........................] - ETA: 3:41 - loss: 331.2680 - logits_profile_predictions_loss: 323.5650 - logcount_predictions_loss: 0.5502 359/1952 [====>.........................] - ETA: 3:41 - loss: 331.2750 - 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[====>.........................] - ETA: 3:40 - loss: 331.3227 - logits_profile_predictions_loss: 323.6168 - logcount_predictions_loss: 0.5504 367/1952 [====>.........................] - ETA: 3:40 - loss: 331.3295 - logits_profile_predictions_loss: 323.6233 - logcount_predictions_loss: 0.5504 368/1952 [====>.........................] - ETA: 3:40 - loss: 331.3362 - logits_profile_predictions_loss: 323.6297 - logcount_predictions_loss: 0.5505 369/1952 [====>.........................] - ETA: 3:40 - loss: 331.3429 - logits_profile_predictions_loss: 323.6360 - logcount_predictions_loss: 0.5505 370/1952 [====>.........................] - ETA: 3:39 - loss: 331.3494 - logits_profile_predictions_loss: 323.6423 - logcount_predictions_loss: 0.5505 371/1952 [====>.........................] - ETA: 3:39 - loss: 331.3562 - logits_profile_predictions_loss: 323.6487 - logcount_predictions_loss: 0.5505 372/1952 [====>.........................] - ETA: 3:39 - loss: 331.3627 - 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[====>.........................] - ETA: 3:38 - loss: 331.4068 - logits_profile_predictions_loss: 323.6967 - logcount_predictions_loss: 0.5507 380/1952 [====>.........................] - ETA: 3:38 - loss: 331.4126 - logits_profile_predictions_loss: 323.7022 - logcount_predictions_loss: 0.5507 381/1952 [====>.........................] - ETA: 3:38 - loss: 331.4188 - logits_profile_predictions_loss: 323.7080 - logcount_predictions_loss: 0.5508 382/1952 [====>.........................] - ETA: 3:38 - loss: 331.4249 - logits_profile_predictions_loss: 323.7139 - logcount_predictions_loss: 0.5508 383/1952 [====>.........................] - ETA: 3:38 - loss: 331.4308 - logits_profile_predictions_loss: 323.7194 - logcount_predictions_loss: 0.5508 384/1952 [====>.........................] - ETA: 3:37 - loss: 331.4364 - logits_profile_predictions_loss: 323.7247 - logcount_predictions_loss: 0.5508 385/1952 [====>.........................] - ETA: 3:37 - loss: 331.4417 - 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[=====>........................] - ETA: 3:36 - loss: 331.4810 - logits_profile_predictions_loss: 323.7666 - logcount_predictions_loss: 0.5510 393/1952 [=====>........................] - ETA: 3:36 - loss: 331.4868 - logits_profile_predictions_loss: 323.7721 - logcount_predictions_loss: 0.5511 394/1952 [=====>........................] - ETA: 3:36 - loss: 331.4927 - logits_profile_predictions_loss: 323.7776 - logcount_predictions_loss: 0.5511 395/1952 [=====>........................] - ETA: 3:36 - loss: 331.4987 - logits_profile_predictions_loss: 323.7833 - logcount_predictions_loss: 0.5511 396/1952 [=====>........................] - ETA: 3:36 - loss: 331.5048 - logits_profile_predictions_loss: 323.7891 - logcount_predictions_loss: 0.5511 397/1952 [=====>........................] - ETA: 3:36 - loss: 331.5109 - logits_profile_predictions_loss: 323.7948 - logcount_predictions_loss: 0.5512 398/1952 [=====>........................] - ETA: 3:36 - loss: 331.5170 - logits_profile_predictions_loss: 323.8007 - logcount_predictions_loss: 0.5512 399/1952 [=====>........................] - ETA: 3:35 - loss: 331.5230 - logits_profile_predictions_loss: 323.8063 - logcount_predictions_loss: 0.5512 400/1952 [=====>........................] - ETA: 3:35 - loss: 331.5287 - logits_profile_predictions_loss: 323.8117 - logcount_predictions_loss: 0.5512 401/1952 [=====>........................] - ETA: 3:35 - loss: 331.5344 - logits_profile_predictions_loss: 323.8171 - logcount_predictions_loss: 0.5512 402/1952 [=====>........................] - ETA: 3:35 - loss: 331.5399 - logits_profile_predictions_loss: 323.8223 - logcount_predictions_loss: 0.5513 403/1952 [=====>........................] - ETA: 3:35 - loss: 331.5452 - logits_profile_predictions_loss: 323.8274 - logcount_predictions_loss: 0.5513 404/1952 [=====>........................] - ETA: 3:35 - loss: 331.5506 - logits_profile_predictions_loss: 323.8325 - logcount_predictions_loss: 0.5513 405/1952 [=====>........................] - ETA: 3:35 - loss: 331.5559 - logits_profile_predictions_loss: 323.8375 - logcount_predictions_loss: 0.5513 406/1952 [=====>........................] - ETA: 3:34 - loss: 331.5612 - logits_profile_predictions_loss: 323.8425 - logcount_predictions_loss: 0.5513 407/1952 [=====>........................] - ETA: 3:34 - loss: 331.5663 - logits_profile_predictions_loss: 323.8473 - logcount_predictions_loss: 0.5514 408/1952 [=====>........................] - ETA: 3:34 - loss: 331.5713 - logits_profile_predictions_loss: 323.8520 - logcount_predictions_loss: 0.5514 409/1952 [=====>........................] - ETA: 3:34 - loss: 331.5761 - logits_profile_predictions_loss: 323.8565 - logcount_predictions_loss: 0.5514 410/1952 [=====>........................] - ETA: 3:34 - loss: 331.5808 - logits_profile_predictions_loss: 323.8610 - logcount_predictions_loss: 0.5514 411/1952 [=====>........................] - ETA: 3:34 - loss: 331.5855 - 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[=====>........................] - ETA: 3:33 - loss: 331.6211 - logits_profile_predictions_loss: 323.8992 - logcount_predictions_loss: 0.5516 419/1952 [=====>........................] - ETA: 3:33 - loss: 331.6264 - logits_profile_predictions_loss: 323.9043 - logcount_predictions_loss: 0.5516 420/1952 [=====>........................] - ETA: 3:32 - loss: 331.6315 - logits_profile_predictions_loss: 323.9091 - logcount_predictions_loss: 0.5516 421/1952 [=====>........................] - ETA: 3:32 - loss: 331.6365 - logits_profile_predictions_loss: 323.9138 - logcount_predictions_loss: 0.5516 422/1952 [=====>........................] - ETA: 3:32 - loss: 331.6415 - logits_profile_predictions_loss: 323.9186 - logcount_predictions_loss: 0.5516 423/1952 [=====>........................] - ETA: 3:32 - loss: 331.6463 - logits_profile_predictions_loss: 323.9231 - logcount_predictions_loss: 0.5517 424/1952 [=====>........................] - ETA: 3:32 - loss: 331.6512 - 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[============================>.] - ETA: 4s - loss: 334.4085 - logits_profile_predictions_loss: 326.5699 - logcount_predictions_loss: 0.5599 1921/1952 [============================>.] - ETA: 4s - loss: 334.4093 - logits_profile_predictions_loss: 326.5708 - logcount_predictions_loss: 0.5599 1922/1952 [============================>.] - ETA: 4s - loss: 334.4101 - logits_profile_predictions_loss: 326.5716 - logcount_predictions_loss: 0.5599 1923/1952 [============================>.] - ETA: 4s - loss: 334.4110 - logits_profile_predictions_loss: 326.5724 - logcount_predictions_loss: 0.5599 1924/1952 [============================>.] - ETA: 3s - loss: 334.4118 - logits_profile_predictions_loss: 326.5733 - logcount_predictions_loss: 0.5599 1925/1952 [============================>.] - ETA: 3s - loss: 334.4126 - logits_profile_predictions_loss: 326.5741 - logcount_predictions_loss: 0.5599 1926/1952 [============================>.] - ETA: 3s - loss: 334.4135 - logits_profile_predictions_loss: 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[==============================] - 282s 145ms/step - loss: 334.4351 - logits_profile_predictions_loss: 326.5965 - logcount_predictions_loss: 0.5599 - val_loss: 358.0753 - val_logits_profile_predictions_loss: 349.5343 - val_logcount_predictions_loss: 0.6101 Epoch 00008: val_loss did not improve from 357.52115 Epoch 9/50 1/1952 [..............................] - ETA: 5:02 - loss: 342.0903 - logits_profile_predictions_loss: 336.7819 - logcount_predictions_loss: 0.3792 2/1952 [..............................] - ETA: 4:34 - loss: 340.5004 - logits_profile_predictions_loss: 335.1223 - logcount_predictions_loss: 0.3841 3/1952 [..............................] - ETA: 4:33 - loss: 339.2022 - logits_profile_predictions_loss: 333.4590 - logcount_predictions_loss: 0.4102 4/1952 [..............................] - ETA: 4:31 - loss: 339.0416 - logits_profile_predictions_loss: 333.0945 - logcount_predictions_loss: 0.4248 5/1952 [..............................] - ETA: 4:31 - loss: 338.0457 - 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[..............................] - ETA: 4:31 - loss: 339.2737 - logits_profile_predictions_loss: 332.4116 - logcount_predictions_loss: 0.4902 13/1952 [..............................] - ETA: 4:31 - loss: 339.6220 - logits_profile_predictions_loss: 332.7185 - logcount_predictions_loss: 0.4931 14/1952 [..............................] - ETA: 4:31 - loss: 339.8984 - logits_profile_predictions_loss: 332.9495 - logcount_predictions_loss: 0.4964 15/1952 [..............................] - ETA: 4:30 - loss: 340.1821 - logits_profile_predictions_loss: 333.1966 - logcount_predictions_loss: 0.4990 16/1952 [..............................] - ETA: 4:30 - loss: 340.3632 - logits_profile_predictions_loss: 333.3483 - logcount_predictions_loss: 0.5011 17/1952 [..............................] - ETA: 4:30 - loss: 340.3839 - logits_profile_predictions_loss: 333.3463 - logcount_predictions_loss: 0.5027 18/1952 [..............................] - ETA: 4:30 - loss: 340.3260 - logits_profile_predictions_loss: 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32/1952 [..............................] - ETA: 4:27 - loss: 338.8454 - logits_profile_predictions_loss: 331.5632 - logcount_predictions_loss: 0.5202 33/1952 [..............................] - ETA: 4:27 - loss: 338.8063 - logits_profile_predictions_loss: 331.5199 - logcount_predictions_loss: 0.5205 34/1952 [..............................] - ETA: 4:27 - loss: 338.8108 - logits_profile_predictions_loss: 331.5215 - logcount_predictions_loss: 0.5207 35/1952 [..............................] - ETA: 4:26 - loss: 338.8134 - logits_profile_predictions_loss: 331.5216 - logcount_predictions_loss: 0.5208 36/1952 [..............................] - ETA: 4:26 - loss: 338.8049 - logits_profile_predictions_loss: 331.5102 - logcount_predictions_loss: 0.5210 37/1952 [..............................] - ETA: 4:26 - loss: 338.8357 - logits_profile_predictions_loss: 331.5368 - logcount_predictions_loss: 0.5214 38/1952 [..............................] - ETA: 4:26 - loss: 338.8793 - 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[..............................] - ETA: 4:25 - loss: 339.2206 - logits_profile_predictions_loss: 331.9149 - logcount_predictions_loss: 0.5218 46/1952 [..............................] - ETA: 4:25 - loss: 339.2577 - logits_profile_predictions_loss: 331.9528 - logcount_predictions_loss: 0.5218 47/1952 [..............................] - ETA: 4:24 - loss: 339.2895 - logits_profile_predictions_loss: 331.9847 - logcount_predictions_loss: 0.5218 48/1952 [..............................] - ETA: 4:24 - loss: 339.3108 - logits_profile_predictions_loss: 332.0058 - logcount_predictions_loss: 0.5218 49/1952 [..............................] - ETA: 4:24 - loss: 339.3197 - logits_profile_predictions_loss: 332.0139 - logcount_predictions_loss: 0.5218 50/1952 [..............................] - ETA: 4:24 - loss: 339.3185 - logits_profile_predictions_loss: 332.0124 - logcount_predictions_loss: 0.5219 51/1952 [..............................] - ETA: 4:24 - loss: 339.3315 - logits_profile_predictions_loss: 332.0256 - logcount_predictions_loss: 0.5219 52/1952 [..............................] - ETA: 4:24 - loss: 339.3463 - logits_profile_predictions_loss: 332.0402 - logcount_predictions_loss: 0.5219 53/1952 [..............................] - ETA: 4:24 - loss: 339.3539 - logits_profile_predictions_loss: 332.0466 - logcount_predictions_loss: 0.5219 54/1952 [..............................] - ETA: 4:23 - loss: 339.3721 - logits_profile_predictions_loss: 332.0642 - logcount_predictions_loss: 0.5220 55/1952 [..............................] - ETA: 4:23 - loss: 339.3847 - logits_profile_predictions_loss: 332.0767 - logcount_predictions_loss: 0.5220 56/1952 [..............................] - ETA: 4:23 - loss: 339.3737 - logits_profile_predictions_loss: 332.0659 - logcount_predictions_loss: 0.5220 57/1952 [..............................] - ETA: 4:23 - loss: 339.3616 - logits_profile_predictions_loss: 332.0534 - logcount_predictions_loss: 0.5220 58/1952 [..............................] - ETA: 4:23 - 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[============================>.] - ETA: 0s - loss: 334.9661 - logits_profile_predictions_loss: 327.5523 - logcount_predictions_loss: 0.5296 1946/1952 [============================>.] - ETA: 0s - loss: 334.9659 - logits_profile_predictions_loss: 327.5521 - logcount_predictions_loss: 0.5296 1947/1952 [============================>.] - ETA: 0s - loss: 334.9657 - logits_profile_predictions_loss: 327.5519 - logcount_predictions_loss: 0.5296 1948/1952 [============================>.] - ETA: 0s - loss: 334.9655 - logits_profile_predictions_loss: 327.5516 - logcount_predictions_loss: 0.5296 1949/1952 [============================>.] - ETA: 0s - loss: 334.9653 - logits_profile_predictions_loss: 327.5514 - logcount_predictions_loss: 0.5296 1950/1952 [============================>.] - ETA: 0s - loss: 334.9650 - logits_profile_predictions_loss: 327.5512 - logcount_predictions_loss: 0.5296 1951/1952 [============================>.] - ETA: 0s - loss: 334.9648 - logits_profile_predictions_loss: 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[..............................] - ETA: 4:28 - loss: 339.4763 - logits_profile_predictions_loss: 332.1287 - logcount_predictions_loss: 0.5248 24/1952 [..............................] - ETA: 4:28 - loss: 339.4285 - logits_profile_predictions_loss: 332.0868 - logcount_predictions_loss: 0.5244 25/1952 [..............................] - ETA: 4:28 - loss: 339.3954 - logits_profile_predictions_loss: 332.0639 - logcount_predictions_loss: 0.5237 26/1952 [..............................] - ETA: 4:28 - loss: 339.3137 - logits_profile_predictions_loss: 331.9932 - logcount_predictions_loss: 0.5229 27/1952 [..............................] - ETA: 4:28 - loss: 339.1904 - logits_profile_predictions_loss: 331.8778 - logcount_predictions_loss: 0.5223 28/1952 [..............................] - ETA: 4:27 - loss: 339.0977 - logits_profile_predictions_loss: 331.7922 - logcount_predictions_loss: 0.5218 29/1952 [..............................] - ETA: 4:27 - loss: 338.9863 - logits_profile_predictions_loss: 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[..............................] - ETA: 4:23 - loss: 336.2616 - logits_profile_predictions_loss: 329.1111 - logcount_predictions_loss: 0.5107 57/1952 [..............................] - ETA: 4:23 - loss: 336.2249 - logits_profile_predictions_loss: 329.0790 - logcount_predictions_loss: 0.5104 58/1952 [..............................] - ETA: 4:23 - loss: 336.2008 - logits_profile_predictions_loss: 329.0590 - logcount_predictions_loss: 0.5101 59/1952 [..............................] - ETA: 4:23 - loss: 336.1724 - logits_profile_predictions_loss: 329.0345 - logcount_predictions_loss: 0.5098 60/1952 [..............................] - ETA: 4:23 - loss: 336.1317 - logits_profile_predictions_loss: 328.9980 - logcount_predictions_loss: 0.5095 61/1952 [..............................] - ETA: 4:23 - loss: 336.0944 - logits_profile_predictions_loss: 328.9650 - logcount_predictions_loss: 0.5092 62/1952 [..............................] - ETA: 4:22 - loss: 336.0597 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:45 - loss: 336.0710 - logits_profile_predictions_loss: 329.0143 - logcount_predictions_loss: 0.5040 331/1952 [====>.........................] - ETA: 3:45 - loss: 336.0690 - logits_profile_predictions_loss: 329.0121 - logcount_predictions_loss: 0.5041 332/1952 [====>.........................] - ETA: 3:45 - loss: 336.0673 - logits_profile_predictions_loss: 329.0102 - logcount_predictions_loss: 0.5041 333/1952 [====>.........................] - ETA: 3:45 - loss: 336.0656 - logits_profile_predictions_loss: 329.0083 - logcount_predictions_loss: 0.5041 334/1952 [====>.........................] - ETA: 3:45 - loss: 336.0642 - logits_profile_predictions_loss: 329.0066 - logcount_predictions_loss: 0.5041 335/1952 [====>.........................] - ETA: 3:45 - loss: 336.0625 - logits_profile_predictions_loss: 329.0047 - logcount_predictions_loss: 0.5041 336/1952 [====>.........................] - ETA: 3:44 - loss: 336.0606 - 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[====>.........................] - ETA: 3:43 - loss: 336.0471 - logits_profile_predictions_loss: 328.9878 - logcount_predictions_loss: 0.5042 344/1952 [====>.........................] - ETA: 3:43 - loss: 336.0449 - logits_profile_predictions_loss: 328.9855 - logcount_predictions_loss: 0.5042 345/1952 [====>.........................] - ETA: 3:43 - loss: 336.0426 - logits_profile_predictions_loss: 328.9829 - logcount_predictions_loss: 0.5043 346/1952 [====>.........................] - ETA: 3:43 - loss: 336.0399 - logits_profile_predictions_loss: 328.9800 - logcount_predictions_loss: 0.5043 347/1952 [====>.........................] - ETA: 3:43 - loss: 336.0371 - logits_profile_predictions_loss: 328.9771 - logcount_predictions_loss: 0.5043 348/1952 [====>.........................] - ETA: 3:43 - loss: 336.0345 - logits_profile_predictions_loss: 328.9743 - logcount_predictions_loss: 0.5043 349/1952 [====>.........................] - ETA: 3:43 - loss: 336.0325 - 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[=======================>......] - ETA: 53s - loss: 334.3224 - logits_profile_predictions_loss: 327.2126 - logcount_predictions_loss: 0.5078 1566/1952 [=======================>......] - ETA: 53s - loss: 334.3215 - logits_profile_predictions_loss: 327.2116 - logcount_predictions_loss: 0.5078 1567/1952 [=======================>......] - ETA: 53s - loss: 334.3205 - logits_profile_predictions_loss: 327.2106 - logcount_predictions_loss: 0.5078 1568/1952 [=======================>......] - ETA: 53s - loss: 334.3195 - logits_profile_predictions_loss: 327.2096 - logcount_predictions_loss: 0.5078 1569/1952 [=======================>......] - ETA: 53s - loss: 334.3185 - logits_profile_predictions_loss: 327.2086 - logcount_predictions_loss: 0.5078 1570/1952 [=======================>......] - ETA: 53s - loss: 334.3175 - logits_profile_predictions_loss: 327.2076 - logcount_predictions_loss: 0.5078 1571/1952 [=======================>......] - ETA: 52s - loss: 334.3166 - logits_profile_predictions_loss: 327.2067 - logcount_predictions_loss: 0.5078 1572/1952 [=======================>......] - ETA: 52s - loss: 334.3156 - logits_profile_predictions_loss: 327.2057 - logcount_predictions_loss: 0.5078 1573/1952 [=======================>......] - ETA: 52s - loss: 334.3146 - logits_profile_predictions_loss: 327.2047 - logcount_predictions_loss: 0.5078 1574/1952 [=======================>......] - ETA: 52s - loss: 334.3137 - logits_profile_predictions_loss: 327.2038 - logcount_predictions_loss: 0.5078 1575/1952 [=======================>......] - ETA: 52s - loss: 334.3127 - logits_profile_predictions_loss: 327.2028 - logcount_predictions_loss: 0.5078 1576/1952 [=======================>......] - ETA: 52s - loss: 334.3118 - logits_profile_predictions_loss: 327.2018 - logcount_predictions_loss: 0.5078 1577/1952 [=======================>......] - ETA: 52s - loss: 334.3108 - logits_profile_predictions_loss: 327.2008 - logcount_predictions_loss: 0.5078 1578/1952 [=======================>......] - ETA: 52s - loss: 334.3098 - logits_profile_predictions_loss: 327.1998 - logcount_predictions_loss: 0.5078 1579/1952 [=======================>......] - ETA: 51s - loss: 334.3088 - logits_profile_predictions_loss: 327.1989 - logcount_predictions_loss: 0.5078 1580/1952 [=======================>......] - ETA: 51s - loss: 334.3079 - logits_profile_predictions_loss: 327.1979 - logcount_predictions_loss: 0.5078 1581/1952 [=======================>......] - ETA: 51s - loss: 334.3069 - logits_profile_predictions_loss: 327.1969 - logcount_predictions_loss: 0.5078 1582/1952 [=======================>......] - ETA: 51s - loss: 334.3060 - logits_profile_predictions_loss: 327.1960 - logcount_predictions_loss: 0.5078 1583/1952 [=======================>......] - ETA: 51s - loss: 334.3050 - logits_profile_predictions_loss: 327.1950 - logcount_predictions_loss: 0.5078 1584/1952 [=======================>......] - ETA: 51s - loss: 334.3041 - logits_profile_predictions_loss: 327.1940 - logcount_predictions_loss: 0.5078 1585/1952 [=======================>......] - ETA: 51s - loss: 334.3031 - logits_profile_predictions_loss: 327.1931 - logcount_predictions_loss: 0.5078 1586/1952 [=======================>......] - ETA: 50s - loss: 334.3022 - logits_profile_predictions_loss: 327.1921 - logcount_predictions_loss: 0.5078 1587/1952 [=======================>......] - ETA: 50s - loss: 334.3012 - logits_profile_predictions_loss: 327.1911 - logcount_predictions_loss: 0.5078 1588/1952 [=======================>......] - ETA: 50s - loss: 334.3003 - logits_profile_predictions_loss: 327.1902 - logcount_predictions_loss: 0.5078 1589/1952 [=======================>......] - ETA: 50s - loss: 334.2993 - logits_profile_predictions_loss: 327.1892 - logcount_predictions_loss: 0.5078 1590/1952 [=======================>......] - ETA: 50s - loss: 334.2984 - logits_profile_predictions_loss: 327.1883 - logcount_predictions_loss: 0.5078 1591/1952 [=======================>......] - ETA: 50s - loss: 334.2974 - logits_profile_predictions_loss: 327.1873 - logcount_predictions_loss: 0.5078 1592/1952 [=======================>......] - ETA: 50s - loss: 334.2964 - logits_profile_predictions_loss: 327.1863 - logcount_predictions_loss: 0.5078 1593/1952 [=======================>......] - ETA: 49s - loss: 334.2955 - logits_profile_predictions_loss: 327.1854 - logcount_predictions_loss: 0.5078 1594/1952 [=======================>......] - ETA: 49s - loss: 334.2946 - logits_profile_predictions_loss: 327.1844 - logcount_predictions_loss: 0.5078 1595/1952 [=======================>......] - ETA: 49s - loss: 334.2936 - logits_profile_predictions_loss: 327.1835 - logcount_predictions_loss: 0.5079 1596/1952 [=======================>......] - ETA: 49s - loss: 334.2927 - logits_profile_predictions_loss: 327.1825 - logcount_predictions_loss: 0.5079 1597/1952 [=======================>......] - ETA: 49s - loss: 334.2918 - 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[=======================>......] - ETA: 48s - loss: 334.2853 - logits_profile_predictions_loss: 327.1750 - logcount_predictions_loss: 0.5079 1605/1952 [=======================>......] - ETA: 48s - loss: 334.2844 - logits_profile_predictions_loss: 327.1741 - logcount_predictions_loss: 0.5079 1606/1952 [=======================>......] - ETA: 48s - loss: 334.2834 - logits_profile_predictions_loss: 327.1731 - logcount_predictions_loss: 0.5079 1607/1952 [=======================>......] - ETA: 47s - loss: 334.2825 - logits_profile_predictions_loss: 327.1722 - logcount_predictions_loss: 0.5079 1608/1952 [=======================>......] - ETA: 47s - loss: 334.2816 - logits_profile_predictions_loss: 327.1713 - logcount_predictions_loss: 0.5079 1609/1952 [=======================>......] - ETA: 47s - loss: 334.2807 - logits_profile_predictions_loss: 327.1703 - logcount_predictions_loss: 0.5079 1610/1952 [=======================>......] - ETA: 47s - loss: 334.2797 - 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[=======================>......] - ETA: 46s - loss: 334.2732 - logits_profile_predictions_loss: 327.1627 - logcount_predictions_loss: 0.5079 1618/1952 [=======================>......] - ETA: 46s - loss: 334.2723 - logits_profile_predictions_loss: 327.1617 - logcount_predictions_loss: 0.5079 1619/1952 [=======================>......] - ETA: 46s - loss: 334.2713 - logits_profile_predictions_loss: 327.1608 - logcount_predictions_loss: 0.5079 1620/1952 [=======================>......] - ETA: 46s - loss: 334.2704 - logits_profile_predictions_loss: 327.1598 - logcount_predictions_loss: 0.5079 1621/1952 [=======================>......] - ETA: 46s - loss: 334.2695 - logits_profile_predictions_loss: 327.1589 - logcount_predictions_loss: 0.5079 1622/1952 [=======================>......] - ETA: 45s - loss: 334.2686 - logits_profile_predictions_loss: 327.1580 - logcount_predictions_loss: 0.5079 1623/1952 [=======================>......] - ETA: 45s - loss: 334.2677 - logits_profile_predictions_loss: 327.1570 - logcount_predictions_loss: 0.50792022-09-20_18-15-12: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 125392 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 125392 Number of peaks input: 27900 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 27900 Number of non peaks input: 126970 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 126970 Number of non peaks input: 26321 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 26321 Number of peaks after removing outliers: 124010 Number of nonpeaks after removing outliers: 111667 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/3490 [..............................] - ETA: 7:10:51 7/3490 [..............................] - ETA: 29s  13/3490 [..............................] - ETA: 30s 19/3490 [..............................] - ETA: 30s 25/3490 [..............................] - ETA: 30s 31/3490 [..............................] - ETA: 30s 37/3490 [..............................] - ETA: 30s 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3465/3490 [============================>.] - ETA: 0s 3471/3490 [============================>.] - ETA: 0s 3477/3490 [============================>.] - ETA: 0s 3483/3490 [============================>.] - ETA: 0s 3489/3490 [============================>.] - ETA: 0s 3490/3490 [==============================] - ETA: 0s 3490/3490 [==============================] - 38s 9ms/step 2022-09-20_18-20-24: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '14.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(113570, 10) loading nonpeaks... got split:train for bed regions:(101026, 10) loading peaks... got split:valid for bed regions:(10440, 10) loading nonpeaks... got split:valid for bed regions:(10641, 10) Epoch 1/50 1/1952 [..............................] - ETA: 5:02:24 - loss: 462.4298 - logits_profile_predictions_loss: 415.6847 - logcount_predictions_loss: 3.3389 2/1952 [..............................] - ETA: 19:09 - loss: 128706.1446 - logits_profile_predictions_loss: 422.2375 - logcount_predictions_loss: 9163.1363 3/1952 [..............................] - ETA: 18:45 - loss: 143068.8724 - logits_profile_predictions_loss: 422.6176 - logcount_predictions_loss: 10189.0183 4/1952 [..............................] - ETA: 18:36 - loss: 139543.9454 - logits_profile_predictions_loss: 423.1211 - logcount_predictions_loss: 9937.2019  5/1952 [..............................] - ETA: 18:32 - loss: 132283.8032 - logits_profile_predictions_loss: 418.2998 - logcount_predictions_loss: 9418.9647 6/1952 [..............................] - ETA: 18:29 - loss: 124588.0000 - logits_profile_predictions_loss: 414.5351 - logcount_predictions_loss: 8869.5334 7/1952 [..............................] - ETA: 18:27 - loss: 117341.8996 - logits_profile_predictions_loss: 410.8535 - logcount_predictions_loss: 8352.2178 8/1952 [..............................] - ETA: 18:25 - loss: 110759.8550 - logits_profile_predictions_loss: 407.7852 - logcount_predictions_loss: 7882.2910 9/1952 [..............................] - ETA: 18:24 - loss: 104846.7149 - logits_profile_predictions_loss: 404.7819 - logcount_predictions_loss: 7460.1384 10/1952 [..............................] - ETA: 18:23 - loss: 99545.2324 - logits_profile_predictions_loss: 402.3879 - logcount_predictions_loss: 7081.6321  11/1952 [..............................] - ETA: 18:21 - loss: 94782.9737 - logits_profile_predictions_loss: 400.4275 - logcount_predictions_loss: 6741.6108 12/1952 [..............................] - ETA: 18:20 - loss: 90490.0254 - logits_profile_predictions_loss: 398.8129 - logcount_predictions_loss: 6435.0869 13/1952 [..............................] - ETA: 18:19 - loss: 86603.9276 - logits_profile_predictions_loss: 397.2638 - logcount_predictions_loss: 6157.6191 14/1952 [..............................] - ETA: 18:19 - loss: 83070.9230 - logits_profile_predictions_loss: 395.6232 - logcount_predictions_loss: 5905.3788 15/1952 [..............................] - ETA: 18:18 - loss: 79846.0253 - logits_profile_predictions_loss: 394.3550 - logcount_predictions_loss: 5675.1195 16/1952 [..............................] - ETA: 18:17 - loss: 76890.2609 - logits_profile_predictions_loss: 393.1278 - logcount_predictions_loss: 5464.0811 17/1952 [..............................] - ETA: 18:16 - loss: 74170.8444 - logits_profile_predictions_loss: 391.8392 - logcount_predictions_loss: 5269.9291 18/1952 [..............................] - ETA: 18:15 - loss: 71660.2489 - logits_profile_predictions_loss: 390.6624 - logcount_predictions_loss: 5090.6849 19/1952 [..............................] - ETA: 18:15 - loss: 69334.8569 - logits_profile_predictions_loss: 389.6153 - logcount_predictions_loss: 4924.6603 20/1952 [..............................] - ETA: 18:14 - loss: 67174.4327 - logits_profile_predictions_loss: 388.7066 - logcount_predictions_loss: 4770.4092 21/1952 [..............................] - ETA: 18:13 - loss: 65161.4276 - logits_profile_predictions_loss: 387.8250 - logcount_predictions_loss: 4626.6861 22/1952 [..............................] - ETA: 18:13 - loss: 63280.9313 - logits_profile_predictions_loss: 387.0892 - logcount_predictions_loss: 4492.4175 23/1952 [..............................] - ETA: 18:12 - loss: 61519.8631 - logits_profile_predictions_loss: 386.4722 - logcount_predictions_loss: 4366.6710 24/1952 [..............................] - ETA: 18:11 - loss: 59866.8088 - logits_profile_predictions_loss: 385.9494 - logcount_predictions_loss: 4248.6330 25/1952 [..............................] - ETA: 18:11 - loss: 58311.6966 - logits_profile_predictions_loss: 385.4385 - logcount_predictions_loss: 4137.5901 26/1952 [..............................] - ETA: 18:10 - loss: 56845.8055 - logits_profile_predictions_loss: 384.9780 - logcount_predictions_loss: 4032.9165 27/1952 [..............................] - ETA: 18:09 - loss: 55461.3655 - logits_profile_predictions_loss: 384.5471 - logcount_predictions_loss: 3934.0587 28/1952 [..............................] - ETA: 18:09 - loss: 54151.5004 - logits_profile_predictions_loss: 384.1317 - logcount_predictions_loss: 3840.5265 29/1952 [..............................] - ETA: 18:08 - loss: 52910.1082 - logits_profile_predictions_loss: 383.7370 - logcount_predictions_loss: 3751.8839 30/1952 [..............................] - ETA: 18:08 - loss: 51731.7306 - logits_profile_predictions_loss: 383.3601 - logcount_predictions_loss: 3667.7410 31/1952 [..............................] - ETA: 18:07 - loss: 50611.4795 - logits_profile_predictions_loss: 382.9708 - logcount_predictions_loss: 3587.7508 32/1952 [..............................] - ETA: 18:06 - loss: 49545.0524 - logits_profile_predictions_loss: 382.6374 - logcount_predictions_loss: 3511.6013 33/1952 [..............................] - ETA: 18:06 - loss: 48528.4375 - logits_profile_predictions_loss: 382.2843 - logcount_predictions_loss: 3439.0111 34/1952 [..............................] - ETA: 18:05 - loss: 47558.1149 - logits_profile_predictions_loss: 381.9488 - logcount_predictions_loss: 3369.7263 35/1952 [..............................] - ETA: 18:04 - loss: 46630.8827 - logits_profile_predictions_loss: 381.6424 - logcount_predictions_loss: 3303.5174 36/1952 [..............................] - ETA: 18:04 - loss: 45743.7999 - logits_profile_predictions_loss: 381.3440 - logcount_predictions_loss: 3240.1756 37/1952 [..............................] - ETA: 18:03 - loss: 44894.2428 - logits_profile_predictions_loss: 381.0825 - logcount_predictions_loss: 3179.5116 38/1952 [..............................] - ETA: 18:03 - loss: 44079.7750 - logits_profile_predictions_loss: 380.8482 - logcount_predictions_loss: 3121.3521 39/1952 [..............................] - ETA: 18:02 - loss: 43298.1926 - logits_profile_predictions_loss: 380.6537 - logcount_predictions_loss: 3065.5387 40/1952 [..............................] - ETA: 18:01 - loss: 42547.4186 - logits_profile_predictions_loss: 380.4508 - logcount_predictions_loss: 3011.9264 41/1952 [..............................] - ETA: 18:01 - loss: 41825.6064 - logits_profile_predictions_loss: 380.2605 - logcount_predictions_loss: 2960.3820 42/1952 [..............................] - ETA: 18:00 - loss: 41131.0691 - logits_profile_predictions_loss: 380.1018 - logcount_predictions_loss: 2910.7835 43/1952 [..............................] - ETA: 18:00 - loss: 40462.1874 - logits_profile_predictions_loss: 379.9345 - logcount_predictions_loss: 2863.0182 44/1952 [..............................] - ETA: 17:59 - loss: 39817.5030 - logits_profile_predictions_loss: 379.7556 - logcount_predictions_loss: 2816.9821 45/1952 [..............................] - ETA: 17:58 - loss: 39195.6735 - logits_profile_predictions_loss: 379.5689 - logcount_predictions_loss: 2772.5791 46/1952 [..............................] - ETA: 17:58 - loss: 38595.4673 - logits_profile_predictions_loss: 379.3878 - logcount_predictions_loss: 2729.7201 47/1952 [..............................] - ETA: 17:57 - loss: 38015.7378 - logits_profile_predictions_loss: 379.2184 - logcount_predictions_loss: 2688.3230 48/1952 [..............................] - ETA: 17:57 - loss: 37455.3963 - logits_profile_predictions_loss: 379.0462 - logcount_predictions_loss: 2648.3109 49/1952 [..............................] - ETA: 17:56 - loss: 36913.4543 - logits_profile_predictions_loss: 378.8782 - logcount_predictions_loss: 2609.6127 50/1952 [..............................] - ETA: 17:55 - loss: 36388.9961 - logits_profile_predictions_loss: 378.7262 - logcount_predictions_loss: 2572.1623 51/1952 [..............................] - ETA: 17:55 - loss: 35881.1615 - logits_profile_predictions_loss: 378.5978 - logcount_predictions_loss: 2535.8975 52/1952 [..............................] - ETA: 17:54 - loss: 35389.1238 - logits_profile_predictions_loss: 378.4764 - logcount_predictions_loss: 2500.7607 53/1952 [..............................] - ETA: 17:54 - loss: 34912.1378 - logits_profile_predictions_loss: 378.3697 - logcount_predictions_loss: 2466.6979 54/1952 [..............................] - ETA: 17:53 - loss: 34449.4773 - logits_profile_predictions_loss: 378.2566 - logcount_predictions_loss: 2433.6587 55/1952 [..............................] - ETA: 17:53 - loss: 34000.4858 - logits_profile_predictions_loss: 378.1468 - logcount_predictions_loss: 2401.5958 56/1952 [..............................] - ETA: 17:52 - loss: 33564.5352 - logits_profile_predictions_loss: 378.0335 - logcount_predictions_loss: 2370.4645 57/1952 [..............................] - ETA: 17:51 - loss: 33141.0300 - logits_profile_predictions_loss: 377.9057 - logcount_predictions_loss: 2340.2233 58/1952 [..............................] - ETA: 17:51 - loss: 32729.4402 - logits_profile_predictions_loss: 377.7811 - logcount_predictions_loss: 2310.8329 59/1952 [..............................] - ETA: 17:50 - loss: 32329.2379 - logits_profile_predictions_loss: 377.6471 - logcount_predictions_loss: 2282.2566 60/1952 [..............................] - ETA: 17:50 - loss: 31939.9330 - logits_profile_predictions_loss: 377.4999 - logcount_predictions_loss: 2254.4596 61/1952 [..............................] - ETA: 17:49 - loss: 31561.0686 - logits_profile_predictions_loss: 377.3423 - logcount_predictions_loss: 2227.4091 62/1952 [..............................] - ETA: 17:49 - loss: 31192.2416 - logits_profile_predictions_loss: 377.2015 - logcount_predictions_loss: 2201.0744 63/1952 [..............................] - ETA: 17:48 - loss: 30833.0209 - logits_profile_predictions_loss: 377.0555 - logcount_predictions_loss: 2175.4262 64/1952 [..............................] - ETA: 17:47 - loss: 30483.0240 - logits_profile_predictions_loss: 376.9095 - logcount_predictions_loss: 2150.4369 65/1952 [..............................] - ETA: 17:47 - loss: 30141.8903 - logits_profile_predictions_loss: 376.7676 - logcount_predictions_loss: 2126.0803 66/1952 [>.............................] - ETA: 17:46 - loss: 29809.2844 - logits_profile_predictions_loss: 376.6397 - logcount_predictions_loss: 2102.3319 67/1952 [>.............................] - ETA: 17:46 - loss: 29484.8643 - logits_profile_predictions_loss: 376.5117 - logcount_predictions_loss: 2079.1682 68/1952 [>.............................] - ETA: 17:45 - loss: 29168.3304 - logits_profile_predictions_loss: 376.3949 - logcount_predictions_loss: 2056.5669 69/1952 [>.............................] - ETA: 17:45 - loss: 28859.3783 - logits_profile_predictions_loss: 376.2803 - logcount_predictions_loss: 2034.5071 70/1952 [>.............................] - ETA: 17:44 - loss: 28557.7319 - logits_profile_predictions_loss: 376.1711 - logcount_predictions_loss: 2012.9687 71/1952 [>.............................] - ETA: 17:43 - loss: 28263.1301 - logits_profile_predictions_loss: 376.0724 - logcount_predictions_loss: 1991.9328 72/1952 [>.............................] - ETA: 17:43 - loss: 27975.3265 - logits_profile_predictions_loss: 375.9904 - logcount_predictions_loss: 1971.3813 73/1952 [>.............................] - ETA: 17:42 - loss: 27694.0691 - logits_profile_predictions_loss: 375.9140 - logcount_predictions_loss: 1951.2969 74/1952 [>.............................] - ETA: 17:42 - loss: 27419.1243 - logits_profile_predictions_loss: 375.8397 - logcount_predictions_loss: 1931.6633 75/1952 [>.............................] - ETA: 17:41 - loss: 27150.2778 - logits_profile_predictions_loss: 375.7707 - logcount_predictions_loss: 1912.4649 76/1952 [>.............................] - ETA: 17:40 - loss: 26887.3113 - logits_profile_predictions_loss: 375.6991 - logcount_predictions_loss: 1893.6867 77/1952 [>.............................] - ETA: 17:40 - loss: 26630.0324 - logits_profile_predictions_loss: 375.6298 - logcount_predictions_loss: 1875.3146 78/1952 [>.............................] - ETA: 17:39 - loss: 26378.2529 - logits_profile_predictions_loss: 375.5649 - logcount_predictions_loss: 1857.3350 79/1952 [>.............................] - ETA: 17:39 - loss: 26131.7904 - logits_profile_predictions_loss: 375.5029 - logcount_predictions_loss: 1839.7349 80/1952 [>.............................] - ETA: 17:38 - loss: 25890.4708 - logits_profile_predictions_loss: 375.4427 - logcount_predictions_loss: 1822.5021 81/1952 [>.............................] - ETA: 17:38 - loss: 25654.1226 - logits_profile_predictions_loss: 375.3789 - logcount_predictions_loss: 1805.6246 82/1952 [>.............................] - ETA: 17:37 - loss: 25422.5986 - logits_profile_predictions_loss: 375.3221 - logcount_predictions_loss: 1789.0913 83/1952 [>.............................] - ETA: 17:36 - loss: 25195.7360 - logits_profile_predictions_loss: 375.2614 - logcount_predictions_loss: 1772.8911 84/1952 [>.............................] - ETA: 17:36 - loss: 24973.3942 - logits_profile_predictions_loss: 375.2012 - logcount_predictions_loss: 1757.0139 85/1952 [>.............................] - ETA: 17:35 - loss: 24755.4411 - logits_profile_predictions_loss: 375.1483 - logcount_predictions_loss: 1741.4496 86/1952 [>.............................] - ETA: 17:35 - loss: 24541.7364 - logits_profile_predictions_loss: 375.0962 - logcount_predictions_loss: 1726.1887 87/1952 [>.............................] - ETA: 17:34 - loss: 24332.1530 - logits_profile_predictions_loss: 375.0453 - logcount_predictions_loss: 1711.2221 88/1952 [>.............................] - ETA: 17:34 - loss: 24126.5751 - logits_profile_predictions_loss: 375.0022 - logcount_predictions_loss: 1696.5410 89/1952 [>.............................] - ETA: 17:33 - loss: 23924.8771 - logits_profile_predictions_loss: 374.9598 - logcount_predictions_loss: 1682.1370 90/1952 [>.............................] - ETA: 17:33 - loss: 23726.9462 - logits_profile_predictions_loss: 374.9176 - logcount_predictions_loss: 1668.0021 91/1952 [>.............................] - ETA: 17:32 - loss: 23532.6687 - logits_profile_predictions_loss: 374.8705 - logcount_predictions_loss: 1654.1285 92/1952 [>.............................] - ETA: 17:31 - loss: 23341.9529 - logits_profile_predictions_loss: 374.8308 - logcount_predictions_loss: 1640.5088 93/1952 [>.............................] - ETA: 17:31 - loss: 23154.6931 - logits_profile_predictions_loss: 374.7935 - logcount_predictions_loss: 1627.1358 94/1952 [>.............................] - ETA: 17:30 - loss: 22970.7883 - logits_profile_predictions_loss: 374.7546 - logcount_predictions_loss: 1614.0025 95/1952 [>.............................] - ETA: 17:30 - loss: 22790.1510 - logits_profile_predictions_loss: 374.7198 - logcount_predictions_loss: 1601.1023 96/1952 [>.............................] - ETA: 17:29 - loss: 22612.6964 - logits_profile_predictions_loss: 374.6936 - logcount_predictions_loss: 1588.4289 97/1952 [>.............................] - ETA: 17:29 - loss: 22438.3316 - logits_profile_predictions_loss: 374.6692 - logcount_predictions_loss: 1575.9760 98/1952 [>.............................] - ETA: 17:28 - loss: 22266.9706 - logits_profile_predictions_loss: 374.6438 - logcount_predictions_loss: 1563.7377 99/1952 [>.............................] - ETA: 17:27 - loss: 22098.5348 - logits_profile_predictions_loss: 374.6185 - logcount_predictions_loss: 1551.7084 100/1952 [>.............................] - ETA: 17:27 - loss: 21932.9460 - logits_profile_predictions_loss: 374.5926 - logcount_predictions_loss: 1539.8825 101/1952 [>.............................] - ETA: 17:26 - loss: 21770.1319 - logits_profile_predictions_loss: 374.5677 - logcount_predictions_loss: 1528.2547 102/1952 [>.............................] - ETA: 17:26 - loss: 21610.0216 - logits_profile_predictions_loss: 374.5451 - logcount_predictions_loss: 1516.8198 103/1952 [>.............................] - ETA: 17:25 - loss: 21452.5415 - logits_profile_predictions_loss: 374.5201 - logcount_predictions_loss: 1505.5730 104/1952 [>.............................] - ETA: 17:24 - loss: 21297.6308 - logits_profile_predictions_loss: 374.4988 - logcount_predictions_loss: 1494.5095 105/1952 [>.............................] - ETA: 17:24 - loss: 21145.2196 - logits_profile_predictions_loss: 374.4760 - logcount_predictions_loss: 1483.6246 106/1952 [>.............................] - ETA: 17:23 - loss: 20995.2511 - logits_profile_predictions_loss: 374.4573 - logcount_predictions_loss: 1472.9139 107/1952 [>.............................] - ETA: 17:23 - loss: 20847.6631 - logits_profile_predictions_loss: 374.4409 - logcount_predictions_loss: 1462.3731 108/1952 [>.............................] - ETA: 17:22 - loss: 20702.3949 - logits_profile_predictions_loss: 374.4242 - logcount_predictions_loss: 1451.9980 109/1952 [>.............................] - ETA: 17:22 - loss: 20559.3933 - logits_profile_predictions_loss: 374.4099 - logcount_predictions_loss: 1441.7846 110/1952 [>.............................] - ETA: 17:21 - loss: 20418.6015 - logits_profile_predictions_loss: 374.3962 - logcount_predictions_loss: 1431.7290 111/1952 [>.............................] - ETA: 17:21 - loss: 20279.9620 - logits_profile_predictions_loss: 374.3780 - logcount_predictions_loss: 1421.8275 112/1952 [>.............................] - ETA: 17:20 - loss: 20143.4272 - logits_profile_predictions_loss: 374.3592 - logcount_predictions_loss: 1412.0764 113/1952 [>.............................] - ETA: 17:19 - loss: 20008.9460 - logits_profile_predictions_loss: 374.3383 - logcount_predictions_loss: 1402.4721 114/1952 [>.............................] - ETA: 17:19 - loss: 19876.4725 - logits_profile_predictions_loss: 374.3169 - logcount_predictions_loss: 1393.0112 115/1952 [>.............................] - ETA: 17:18 - loss: 19745.9646 - logits_profile_predictions_loss: 374.2990 - logcount_predictions_loss: 1383.6905 116/1952 [>.............................] - ETA: 17:18 - loss: 19617.3702 - logits_profile_predictions_loss: 374.2779 - logcount_predictions_loss: 1374.5067 117/1952 [>.............................] - ETA: 17:17 - loss: 19490.6554 - logits_profile_predictions_loss: 374.2629 - logcount_predictions_loss: 1365.4567 118/1952 [>.............................] - ETA: 17:17 - loss: 19365.7722 - logits_profile_predictions_loss: 374.2480 - logcount_predictions_loss: 1356.5375 119/1952 [>.............................] - ETA: 17:16 - loss: 19242.6790 - logits_profile_predictions_loss: 374.2328 - logcount_predictions_loss: 1347.7462 120/1952 [>.............................] - ETA: 17:15 - loss: 19121.3360 - logits_profile_predictions_loss: 374.2172 - logcount_predictions_loss: 1339.0800 121/1952 [>.............................] - ETA: 17:15 - loss: 19001.7066 - logits_profile_predictions_loss: 374.2030 - logcount_predictions_loss: 1330.5360 122/1952 [>.............................] - ETA: 17:14 - loss: 18883.7527 - logits_profile_predictions_loss: 374.1896 - logcount_predictions_loss: 1322.1117 123/1952 [>.............................] - ETA: 17:14 - loss: 18767.4362 - logits_profile_predictions_loss: 374.1751 - logcount_predictions_loss: 1313.8045 124/1952 [>.............................] - ETA: 17:13 - loss: 18652.7239 - logits_profile_predictions_loss: 374.1611 - logcount_predictions_loss: 1305.6117 125/1952 [>.............................] - ETA: 17:13 - loss: 18539.5828 - logits_profile_predictions_loss: 374.1487 - logcount_predictions_loss: 1297.5311 126/1952 [>.............................] - ETA: 17:12 - loss: 18427.9777 - logits_profile_predictions_loss: 374.1361 - logcount_predictions_loss: 1289.5602 127/1952 [>.............................] - ETA: 17:11 - loss: 18317.8750 - logits_profile_predictions_loss: 374.1220 - logcount_predictions_loss: 1281.6967 128/1952 [>.............................] - ETA: 17:11 - loss: 18209.2450 - logits_profile_predictions_loss: 374.1081 - logcount_predictions_loss: 1273.9384 129/1952 [>.............................] - ETA: 17:10 - loss: 18102.0559 - logits_profile_predictions_loss: 374.0931 - logcount_predictions_loss: 1266.2831 130/1952 [>.............................] - ETA: 17:10 - loss: 17996.2789 - logits_profile_predictions_loss: 374.0777 - logcount_predictions_loss: 1258.7287 131/1952 [=>............................] - ETA: 17:09 - loss: 17891.8839 - logits_profile_predictions_loss: 374.0608 - 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1948/1952 [============================>.] - ETA: 2s - loss: 2270.6024 - logits_profile_predictions_loss: 365.8966 - logcount_predictions_loss: 136.0504 1949/1952 [============================>.] - ETA: 1s - loss: 2269.7653 - logits_profile_predictions_loss: 365.8940 - logcount_predictions_loss: 135.9908 1950/1952 [============================>.] - ETA: 1s - loss: 2268.9290 - logits_profile_predictions_loss: 365.8914 - logcount_predictions_loss: 135.9312 1951/1952 [============================>.] - ETA: 0s - loss: 2268.0934 - logits_profile_predictions_loss: 365.8888 - logcount_predictions_loss: 135.8717 1952/1952 [==============================] - ETA: 0s - loss: 2267.2587 - logits_profile_predictions_loss: 365.8862 - logcount_predictions_loss: 135.8123 1952/1952 [==============================] - 1153s 586ms/step - loss: 2266.4248 - logits_profile_predictions_loss: 365.8836 - logcount_predictions_loss: 135.7529 - val_loss: 385.3089 - val_logits_profile_predictions_loss: 371.8881 - val_logcount_predictions_loss: 0.9586 Epoch 00001: val_loss improved from inf to 385.30890, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 2/50 1/1952 [..............................] - ETA: 18:49 - loss: 351.3526 - logits_profile_predictions_loss: 338.3182 - logcount_predictions_loss: 0.9310 2/1952 [..............................] - ETA: 18:21 - loss: 357.4393 - logits_profile_predictions_loss: 344.4002 - logcount_predictions_loss: 0.9314 3/1952 [..............................] - ETA: 18:20 - loss: 363.2993 - logits_profile_predictions_loss: 349.8241 - logcount_predictions_loss: 0.9625 4/1952 [..............................] - ETA: 18:19 - loss: 367.8892 - logits_profile_predictions_loss: 354.2341 - logcount_predictions_loss: 0.9754 5/1952 [..............................] - ETA: 18:19 - loss: 373.0343 - logits_profile_predictions_loss: 359.3702 - logcount_predictions_loss: 0.9760 6/1952 [..............................] - ETA: 18:18 - loss: 376.4785 - logits_profile_predictions_loss: 362.8430 - logcount_predictions_loss: 0.9740 7/1952 [..............................] - ETA: 18:17 - loss: 378.6820 - logits_profile_predictions_loss: 365.0133 - logcount_predictions_loss: 0.9763 8/1952 [..............................] - ETA: 18:17 - loss: 379.7527 - logits_profile_predictions_loss: 366.1020 - logcount_predictions_loss: 0.9751 9/1952 [..............................] - ETA: 18:16 - loss: 380.5486 - logits_profile_predictions_loss: 366.9552 - logcount_predictions_loss: 0.9710 10/1952 [..............................] - ETA: 18:16 - loss: 380.8651 - logits_profile_predictions_loss: 367.3428 - logcount_predictions_loss: 0.9659 11/1952 [..............................] - ETA: 18:15 - loss: 380.9312 - logits_profile_predictions_loss: 367.4795 - logcount_predictions_loss: 0.9608 12/1952 [..............................] - ETA: 18:15 - loss: 380.7540 - logits_profile_predictions_loss: 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[===========================>..] - ETA: 37s - loss: 364.4295 - logits_profile_predictions_loss: 352.3959 - logcount_predictions_loss: 0.8595 1886/1952 [===========================>..] - ETA: 37s - loss: 364.4274 - logits_profile_predictions_loss: 352.3939 - logcount_predictions_loss: 0.8595 1887/1952 [============================>.] - ETA: 36s - loss: 364.4252 - logits_profile_predictions_loss: 352.3920 - logcount_predictions_loss: 0.8595 1888/1952 [============================>.] - ETA: 36s - loss: 364.4230 - logits_profile_predictions_loss: 352.3901 - logcount_predictions_loss: 0.8595 1889/1952 [============================>.] - ETA: 35s - loss: 364.4209 - logits_profile_predictions_loss: 352.3882 - logcount_predictions_loss: 0.8595 1890/1952 [============================>.] - ETA: 34s - loss: 364.4187 - logits_profile_predictions_loss: 352.3862 - logcount_predictions_loss: 0.8595 1891/1952 [============================>.] - ETA: 34s - loss: 364.4165 - 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[============================>.] - ETA: 30s - loss: 364.4014 - logits_profile_predictions_loss: 352.3709 - logcount_predictions_loss: 0.8593 1899/1952 [============================>.] - ETA: 29s - loss: 364.3992 - logits_profile_predictions_loss: 352.3690 - logcount_predictions_loss: 0.8593 1900/1952 [============================>.] - ETA: 29s - loss: 364.3971 - logits_profile_predictions_loss: 352.3671 - logcount_predictions_loss: 0.8593 1901/1952 [============================>.] - ETA: 28s - loss: 364.3950 - logits_profile_predictions_loss: 352.3652 - logcount_predictions_loss: 0.8593 1902/1952 [============================>.] - ETA: 28s - loss: 364.3929 - logits_profile_predictions_loss: 352.3633 - logcount_predictions_loss: 0.8593 1903/1952 [============================>.] - ETA: 27s - loss: 364.3908 - logits_profile_predictions_loss: 352.3615 - logcount_predictions_loss: 0.8592 1904/1952 [============================>.] - ETA: 27s - loss: 364.3887 - 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[============================>.] - ETA: 23s - loss: 364.3742 - logits_profile_predictions_loss: 352.3468 - logcount_predictions_loss: 0.8591 1912/1952 [============================>.] - ETA: 22s - loss: 364.3721 - logits_profile_predictions_loss: 352.3450 - logcount_predictions_loss: 0.8591 1913/1952 [============================>.] - ETA: 21s - loss: 364.3700 - logits_profile_predictions_loss: 352.3431 - logcount_predictions_loss: 0.8591 1914/1952 [============================>.] - ETA: 21s - loss: 364.3679 - logits_profile_predictions_loss: 352.3413 - logcount_predictions_loss: 0.8590 1915/1952 [============================>.] - ETA: 20s - loss: 364.3658 - logits_profile_predictions_loss: 352.3394 - logcount_predictions_loss: 0.8590 1916/1952 [============================>.] - ETA: 20s - loss: 364.3637 - logits_profile_predictions_loss: 352.3375 - logcount_predictions_loss: 0.8590 1917/1952 [============================>.] - ETA: 19s - loss: 364.3616 - 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[============================>.] - ETA: 15s - loss: 364.3469 - logits_profile_predictions_loss: 352.3227 - logcount_predictions_loss: 0.8589 1925/1952 [============================>.] - ETA: 15s - loss: 364.3448 - logits_profile_predictions_loss: 352.3208 - logcount_predictions_loss: 0.8589 1926/1952 [============================>.] - ETA: 14s - loss: 364.3427 - logits_profile_predictions_loss: 352.3190 - logcount_predictions_loss: 0.8588 1927/1952 [============================>.] - ETA: 14s - loss: 364.3406 - logits_profile_predictions_loss: 352.3171 - logcount_predictions_loss: 0.8588 1928/1952 [============================>.] - ETA: 13s - loss: 364.3385 - logits_profile_predictions_loss: 352.3152 - logcount_predictions_loss: 0.8588 1929/1952 [============================>.] - ETA: 12s - loss: 364.3364 - logits_profile_predictions_loss: 352.3134 - logcount_predictions_loss: 0.8588 1930/1952 [============================>.] - ETA: 12s - loss: 364.3343 - 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[============================>.] - ETA: 8s - loss: 364.3195 - logits_profile_predictions_loss: 352.2985 - logcount_predictions_loss: 0.8586 1938/1952 [============================>.] - ETA: 7s - loss: 364.3175 - logits_profile_predictions_loss: 352.2966 - logcount_predictions_loss: 0.8586 1939/1952 [============================>.] - ETA: 7s - loss: 364.3154 - logits_profile_predictions_loss: 352.2948 - logcount_predictions_loss: 0.8586 1940/1952 [============================>.] - ETA: 6s - loss: 364.3133 - logits_profile_predictions_loss: 352.2929 - logcount_predictions_loss: 0.8586 1941/1952 [============================>.] - ETA: 6s - loss: 364.3112 - logits_profile_predictions_loss: 352.2911 - logcount_predictions_loss: 0.8586 1942/1952 [============================>.] - ETA: 5s - loss: 364.3092 - logits_profile_predictions_loss: 352.2893 - logcount_predictions_loss: 0.8586 1943/1952 [============================>.] - ETA: 5s - loss: 364.3071 - logits_profile_predictions_loss: 352.2875 - logcount_predictions_loss: 0.8585 1944/1952 [============================>.] - ETA: 4s - loss: 364.3051 - logits_profile_predictions_loss: 352.2857 - logcount_predictions_loss: 0.8585 1945/1952 [============================>.] - ETA: 3s - loss: 364.3030 - logits_profile_predictions_loss: 352.2839 - logcount_predictions_loss: 0.8585 1946/1952 [============================>.] - ETA: 3s - loss: 364.3010 - logits_profile_predictions_loss: 352.2821 - logcount_predictions_loss: 0.8585 1947/1952 [============================>.] - ETA: 2s - loss: 364.2989 - logits_profile_predictions_loss: 352.2803 - logcount_predictions_loss: 0.8585 1948/1952 [============================>.] - ETA: 2s - loss: 364.2969 - logits_profile_predictions_loss: 352.2785 - logcount_predictions_loss: 0.8585 1949/1952 [============================>.] - ETA: 1s - loss: 364.2948 - logits_profile_predictions_loss: 352.2767 - logcount_predictions_loss: 0.8584 1950/1952 [============================>.] - ETA: 1s - loss: 364.2928 - logits_profile_predictions_loss: 352.2749 - logcount_predictions_loss: 0.8584 1951/1952 [============================>.] - ETA: 0s - loss: 364.2908 - logits_profile_predictions_loss: 352.2731 - logcount_predictions_loss: 0.8584 1952/1952 [==============================] - ETA: 0s - loss: 364.2888 - logits_profile_predictions_loss: 352.2713 - logcount_predictions_loss: 0.8584 1952/1952 [==============================] - 1137s 583ms/step - loss: 364.2868 - logits_profile_predictions_loss: 352.2696 - logcount_predictions_loss: 0.8584 - val_loss: 371.9152 - val_logits_profile_predictions_loss: 361.6472 - val_logcount_predictions_loss: 0.7334 Epoch 00002: val_loss improved from 385.30890 to 371.91522, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/1952 [..............................] - ETA: 18:46 - loss: 365.0817 - logits_profile_predictions_loss: 356.2506 - 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15/1952 [..............................] - ETA: 18:13 - loss: 355.4417 - logits_profile_predictions_loss: 344.2608 - logcount_predictions_loss: 0.7986 16/1952 [..............................] - ETA: 18:12 - loss: 355.4143 - logits_profile_predictions_loss: 344.1622 - logcount_predictions_loss: 0.8037 17/1952 [..............................] - ETA: 18:12 - loss: 355.3114 - logits_profile_predictions_loss: 343.9873 - logcount_predictions_loss: 0.8089 18/1952 [..............................] - ETA: 18:11 - loss: 355.3592 - logits_profile_predictions_loss: 343.9608 - logcount_predictions_loss: 0.8142 19/1952 [..............................] - ETA: 18:10 - loss: 355.4165 - logits_profile_predictions_loss: 343.9476 - logcount_predictions_loss: 0.8192 20/1952 [..............................] - ETA: 18:10 - loss: 355.4185 - logits_profile_predictions_loss: 343.8996 - logcount_predictions_loss: 0.8228 21/1952 [..............................] - ETA: 18:09 - loss: 355.4083 - 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[..............................] - ETA: 18:05 - loss: 355.6670 - logits_profile_predictions_loss: 343.9784 - logcount_predictions_loss: 0.8349 29/1952 [..............................] - ETA: 18:05 - loss: 355.6265 - logits_profile_predictions_loss: 343.9272 - logcount_predictions_loss: 0.8357 30/1952 [..............................] - ETA: 18:04 - loss: 355.5950 - logits_profile_predictions_loss: 343.8865 - logcount_predictions_loss: 0.8363 31/1952 [..............................] - ETA: 18:03 - loss: 355.5558 - logits_profile_predictions_loss: 343.8368 - logcount_predictions_loss: 0.8371 32/1952 [..............................] - ETA: 18:03 - loss: 355.5090 - logits_profile_predictions_loss: 343.7786 - logcount_predictions_loss: 0.8379 33/1952 [..............................] - ETA: 18:02 - loss: 355.4876 - logits_profile_predictions_loss: 343.7468 - logcount_predictions_loss: 0.8386 34/1952 [..............................] - ETA: 18:01 - loss: 355.4634 - 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[..............................] - ETA: 17:57 - loss: 355.3396 - logits_profile_predictions_loss: 343.5516 - logcount_predictions_loss: 0.8420 42/1952 [..............................] - ETA: 17:57 - loss: 355.3325 - logits_profile_predictions_loss: 343.5441 - logcount_predictions_loss: 0.8420 43/1952 [..............................] - ETA: 17:56 - loss: 355.3331 - logits_profile_predictions_loss: 343.5426 - logcount_predictions_loss: 0.8422 44/1952 [..............................] - ETA: 17:55 - loss: 355.3461 - logits_profile_predictions_loss: 343.5547 - logcount_predictions_loss: 0.8422 45/1952 [..............................] - ETA: 17:55 - loss: 355.3749 - logits_profile_predictions_loss: 343.5832 - logcount_predictions_loss: 0.8423 46/1952 [..............................] - ETA: 17:54 - loss: 355.4053 - logits_profile_predictions_loss: 343.6149 - logcount_predictions_loss: 0.8422 47/1952 [..............................] - ETA: 17:54 - loss: 355.4542 - 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[..............................] - ETA: 17:50 - loss: 355.5897 - logits_profile_predictions_loss: 343.8237 - logcount_predictions_loss: 0.8404 55/1952 [..............................] - ETA: 17:49 - loss: 355.6108 - logits_profile_predictions_loss: 343.8495 - logcount_predictions_loss: 0.8401 56/1952 [..............................] - ETA: 17:48 - loss: 355.6368 - logits_profile_predictions_loss: 343.8806 - logcount_predictions_loss: 0.8397 57/1952 [..............................] - ETA: 17:48 - loss: 355.6690 - logits_profile_predictions_loss: 343.9176 - logcount_predictions_loss: 0.8394 58/1952 [..............................] - ETA: 17:47 - loss: 355.6952 - logits_profile_predictions_loss: 343.9499 - logcount_predictions_loss: 0.8390 59/1952 [..............................] - ETA: 17:47 - loss: 355.7093 - logits_profile_predictions_loss: 343.9705 - logcount_predictions_loss: 0.8385 60/1952 [..............................] - ETA: 17:46 - loss: 355.7093 - 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343.1302 - logcount_predictions_loss: 0.7649 1946/1952 [============================>.] - ETA: 3s - loss: 353.8385 - logits_profile_predictions_loss: 343.1295 - logcount_predictions_loss: 0.7649 1947/1952 [============================>.] - ETA: 2s - loss: 353.8376 - logits_profile_predictions_loss: 343.1287 - logcount_predictions_loss: 0.7649 1948/1952 [============================>.] - ETA: 2s - loss: 353.8367 - logits_profile_predictions_loss: 343.1279 - logcount_predictions_loss: 0.7649 1949/1952 [============================>.] - ETA: 1s - loss: 353.8358 - logits_profile_predictions_loss: 343.1272 - logcount_predictions_loss: 0.7649 1950/1952 [============================>.] - ETA: 1s - loss: 353.8349 - logits_profile_predictions_loss: 343.1264 - logcount_predictions_loss: 0.7649 1951/1952 [============================>.] - ETA: 0s - loss: 353.8340 - logits_profile_predictions_loss: 343.1256 - logcount_predictions_loss: 0.7649 1952/1952 [==============================] - ETA: 0s - loss: 353.8330 - logits_profile_predictions_loss: 343.1248 - logcount_predictions_loss: 0.7649 1952/1952 [==============================] - 1136s 582ms/step - loss: 353.8321 - logits_profile_predictions_loss: 343.1240 - logcount_predictions_loss: 0.7649 - val_loss: 367.9405 - val_logits_profile_predictions_loss: 357.4011 - val_logcount_predictions_loss: 0.7528 Epoch 00003: val_loss improved from 371.91522 to 367.94049, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 4/50 1/1952 [..............................] - ETA: 18:47 - loss: 327.9295 - logits_profile_predictions_loss: 317.1115 - logcount_predictions_loss: 0.7727 2/1952 [..............................] - ETA: 18:20 - loss: 325.8317 - logits_profile_predictions_loss: 315.0908 - logcount_predictions_loss: 0.7672 3/1952 [..............................] - ETA: 18:19 - loss: 321.8480 - logits_profile_predictions_loss: 311.3536 - logcount_predictions_loss: 0.7496 4/1952 [..............................] - ETA: 18:18 - loss: 320.2480 - logits_profile_predictions_loss: 309.8169 - logcount_predictions_loss: 0.7451 5/1952 [..............................] - ETA: 18:18 - loss: 319.1776 - logits_profile_predictions_loss: 308.6233 - logcount_predictions_loss: 0.7539 6/1952 [..............................] - ETA: 18:17 - loss: 319.5547 - logits_profile_predictions_loss: 308.7844 - logcount_predictions_loss: 0.7693 7/1952 [..............................] - ETA: 18:17 - loss: 320.6229 - logits_profile_predictions_loss: 309.6966 - logcount_predictions_loss: 0.7804 8/1952 [..............................] - ETA: 18:16 - loss: 322.1168 - logits_profile_predictions_loss: 311.1125 - logcount_predictions_loss: 0.7860 9/1952 [..............................] - ETA: 18:16 - loss: 323.6780 - logits_profile_predictions_loss: 312.6330 - logcount_predictions_loss: 0.7889 10/1952 [..............................] - ETA: 18:16 - loss: 324.9850 - logits_profile_predictions_loss: 313.8419 - logcount_predictions_loss: 0.7959 11/1952 [..............................] - ETA: 18:15 - loss: 326.2164 - logits_profile_predictions_loss: 315.0245 - logcount_predictions_loss: 0.7994 12/1952 [..............................] - ETA: 18:14 - loss: 327.2274 - logits_profile_predictions_loss: 316.0067 - logcount_predictions_loss: 0.8015 13/1952 [..............................] - ETA: 18:14 - loss: 328.1338 - logits_profile_predictions_loss: 316.8862 - logcount_predictions_loss: 0.8034 14/1952 [..............................] - ETA: 18:13 - loss: 328.8829 - logits_profile_predictions_loss: 317.6155 - logcount_predictions_loss: 0.8048 15/1952 [..............................] - ETA: 18:13 - loss: 329.6323 - logits_profile_predictions_loss: 318.3423 - logcount_predictions_loss: 0.8064 16/1952 [..............................] - ETA: 18:12 - loss: 330.5551 - logits_profile_predictions_loss: 319.2383 - logcount_predictions_loss: 0.8083 17/1952 [..............................] - ETA: 18:12 - loss: 331.4621 - logits_profile_predictions_loss: 320.1263 - logcount_predictions_loss: 0.8097 18/1952 [..............................] - ETA: 18:11 - loss: 332.3721 - logits_profile_predictions_loss: 321.0253 - logcount_predictions_loss: 0.8105 19/1952 [..............................] - ETA: 18:10 - loss: 333.2241 - logits_profile_predictions_loss: 321.8573 - logcount_predictions_loss: 0.8119 20/1952 [..............................] - ETA: 18:10 - loss: 334.0471 - logits_profile_predictions_loss: 322.6653 - logcount_predictions_loss: 0.8130 21/1952 [..............................] - ETA: 18:09 - loss: 334.9098 - logits_profile_predictions_loss: 323.5223 - logcount_predictions_loss: 0.8134 22/1952 [..............................] - ETA: 18:09 - loss: 335.7160 - logits_profile_predictions_loss: 324.3218 - logcount_predictions_loss: 0.8139 23/1952 [..............................] - ETA: 18:08 - loss: 336.4720 - logits_profile_predictions_loss: 325.0786 - logcount_predictions_loss: 0.8138 24/1952 [..............................] - ETA: 18:07 - loss: 337.2348 - logits_profile_predictions_loss: 325.8381 - logcount_predictions_loss: 0.8141 25/1952 [..............................] - ETA: 18:07 - loss: 337.9161 - logits_profile_predictions_loss: 326.5219 - logcount_predictions_loss: 0.8139 26/1952 [..............................] - ETA: 18:06 - loss: 338.5452 - logits_profile_predictions_loss: 327.1497 - logcount_predictions_loss: 0.8140 27/1952 [..............................] - ETA: 18:06 - loss: 339.1019 - logits_profile_predictions_loss: 327.7068 - logcount_predictions_loss: 0.8139 28/1952 [..............................] - ETA: 18:05 - loss: 339.6019 - logits_profile_predictions_loss: 328.2099 - logcount_predictions_loss: 0.8137 29/1952 [..............................] - ETA: 18:05 - loss: 340.0556 - logits_profile_predictions_loss: 328.6704 - logcount_predictions_loss: 0.8132 30/1952 [..............................] - ETA: 18:04 - loss: 340.4661 - logits_profile_predictions_loss: 329.0880 - logcount_predictions_loss: 0.8127 31/1952 [..............................] - ETA: 18:04 - loss: 340.8255 - logits_profile_predictions_loss: 329.4558 - logcount_predictions_loss: 0.8121 32/1952 [..............................] - ETA: 18:03 - loss: 341.1163 - logits_profile_predictions_loss: 329.7570 - logcount_predictions_loss: 0.8114 33/1952 [..............................] - ETA: 18:02 - loss: 341.4122 - logits_profile_predictions_loss: 330.0636 - logcount_predictions_loss: 0.8106 34/1952 [..............................] - ETA: 18:02 - loss: 341.6843 - logits_profile_predictions_loss: 330.3488 - logcount_predictions_loss: 0.8097 35/1952 [..............................] - ETA: 18:01 - loss: 341.9554 - logits_profile_predictions_loss: 330.6351 - logcount_predictions_loss: 0.8086 36/1952 [..............................] - ETA: 18:01 - loss: 342.2088 - 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[..............................] - ETA: 17:57 - loss: 343.5356 - logits_profile_predictions_loss: 332.3058 - logcount_predictions_loss: 0.8021 44/1952 [..............................] - ETA: 17:57 - loss: 343.6583 - logits_profile_predictions_loss: 332.4394 - logcount_predictions_loss: 0.8014 45/1952 [..............................] - ETA: 17:56 - loss: 343.7849 - logits_profile_predictions_loss: 332.5775 - logcount_predictions_loss: 0.8005 46/1952 [..............................] - ETA: 17:56 - loss: 343.9133 - logits_profile_predictions_loss: 332.7170 - logcount_predictions_loss: 0.7997 47/1952 [..............................] - ETA: 17:55 - loss: 344.0330 - logits_profile_predictions_loss: 332.8461 - logcount_predictions_loss: 0.7991 48/1952 [..............................] - ETA: 17:55 - loss: 344.1382 - logits_profile_predictions_loss: 332.9585 - logcount_predictions_loss: 0.7986 49/1952 [..............................] - ETA: 17:54 - loss: 344.2531 - 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[..............................] - ETA: 17:50 - loss: 345.0457 - logits_profile_predictions_loss: 333.9025 - logcount_predictions_loss: 0.7959 57/1952 [..............................] - ETA: 17:49 - loss: 345.1407 - logits_profile_predictions_loss: 334.0009 - logcount_predictions_loss: 0.7957 58/1952 [..............................] - ETA: 17:49 - loss: 345.2482 - logits_profile_predictions_loss: 334.1125 - logcount_predictions_loss: 0.7954 59/1952 [..............................] - ETA: 17:48 - loss: 345.3500 - logits_profile_predictions_loss: 334.2186 - logcount_predictions_loss: 0.7951 60/1952 [..............................] - ETA: 17:47 - loss: 345.4442 - logits_profile_predictions_loss: 334.3178 - logcount_predictions_loss: 0.7947 61/1952 [..............................] - ETA: 17:47 - loss: 345.5389 - logits_profile_predictions_loss: 334.4176 - logcount_predictions_loss: 0.7944 62/1952 [..............................] - ETA: 17:46 - loss: 345.6294 - 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[>.............................] - ETA: 17:42 - loss: 346.0546 - logits_profile_predictions_loss: 334.9841 - logcount_predictions_loss: 0.7907 70/1952 [>.............................] - ETA: 17:41 - loss: 346.1040 - logits_profile_predictions_loss: 335.0402 - logcount_predictions_loss: 0.7903 71/1952 [>.............................] - ETA: 17:41 - loss: 346.1534 - logits_profile_predictions_loss: 335.0960 - logcount_predictions_loss: 0.7898 72/1952 [>.............................] - ETA: 17:40 - loss: 346.2018 - logits_profile_predictions_loss: 335.1505 - logcount_predictions_loss: 0.7894 73/1952 [>.............................] - ETA: 17:40 - loss: 346.2525 - logits_profile_predictions_loss: 335.2078 - logcount_predictions_loss: 0.7889 74/1952 [>.............................] - ETA: 17:39 - loss: 346.2981 - logits_profile_predictions_loss: 335.2596 - logcount_predictions_loss: 0.7885 75/1952 [>.............................] - ETA: 17:38 - loss: 346.3423 - 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[>.............................] - ETA: 17:34 - loss: 346.6438 - logits_profile_predictions_loss: 335.6478 - logcount_predictions_loss: 0.7854 83/1952 [>.............................] - ETA: 17:34 - loss: 346.6822 - logits_profile_predictions_loss: 335.6911 - logcount_predictions_loss: 0.7851 84/1952 [>.............................] - ETA: 17:33 - loss: 346.7237 - logits_profile_predictions_loss: 335.7376 - logcount_predictions_loss: 0.7847 85/1952 [>.............................] - ETA: 17:33 - loss: 346.7690 - logits_profile_predictions_loss: 335.7879 - logcount_predictions_loss: 0.7844 86/1952 [>.............................] - ETA: 17:32 - loss: 346.8071 - logits_profile_predictions_loss: 335.8304 - logcount_predictions_loss: 0.7840 87/1952 [>.............................] - ETA: 17:31 - loss: 346.8494 - logits_profile_predictions_loss: 335.8774 - logcount_predictions_loss: 0.7837 88/1952 [>.............................] - ETA: 17:31 - loss: 346.8860 - 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[>.............................] - ETA: 17:27 - loss: 347.1861 - logits_profile_predictions_loss: 336.2529 - logcount_predictions_loss: 0.7809 96/1952 [>.............................] - ETA: 17:26 - loss: 347.2276 - logits_profile_predictions_loss: 336.2988 - logcount_predictions_loss: 0.7806 97/1952 [>.............................] - ETA: 17:26 - loss: 347.2633 - logits_profile_predictions_loss: 336.3391 - logcount_predictions_loss: 0.7803 98/1952 [>.............................] - ETA: 17:25 - loss: 347.2977 - logits_profile_predictions_loss: 336.3782 - logcount_predictions_loss: 0.7800 99/1952 [>.............................] - ETA: 17:24 - loss: 347.3368 - logits_profile_predictions_loss: 336.4219 - logcount_predictions_loss: 0.7796 100/1952 [>.............................] - ETA: 17:24 - loss: 347.3733 - logits_profile_predictions_loss: 336.4625 - logcount_predictions_loss: 0.7793 101/1952 [>.............................] - ETA: 17:23 - loss: 347.4105 - 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[>.............................] - ETA: 17:19 - loss: 347.6804 - logits_profile_predictions_loss: 336.8056 - logcount_predictions_loss: 0.7768 109/1952 [>.............................] - ETA: 17:19 - loss: 347.7211 - logits_profile_predictions_loss: 336.8510 - logcount_predictions_loss: 0.7764 110/1952 [>.............................] - ETA: 17:18 - loss: 347.7596 - logits_profile_predictions_loss: 336.8941 - logcount_predictions_loss: 0.7761 111/1952 [>.............................] - ETA: 17:18 - loss: 347.7928 - logits_profile_predictions_loss: 336.9318 - logcount_predictions_loss: 0.7758 112/1952 [>.............................] - ETA: 17:17 - loss: 347.8252 - logits_profile_predictions_loss: 336.9683 - logcount_predictions_loss: 0.7755 113/1952 [>.............................] - ETA: 17:16 - loss: 347.8573 - logits_profile_predictions_loss: 337.0044 - logcount_predictions_loss: 0.7752 114/1952 [>.............................] - ETA: 17:16 - loss: 347.8895 - 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[============================>.] - ETA: 35s - loss: 349.6364 - logits_profile_predictions_loss: 339.6798 - logcount_predictions_loss: 0.7112 1890/1952 [============================>.] - ETA: 34s - loss: 349.6355 - logits_profile_predictions_loss: 339.6789 - logcount_predictions_loss: 0.7112 1891/1952 [============================>.] - ETA: 34s - loss: 349.6345 - logits_profile_predictions_loss: 339.6780 - logcount_predictions_loss: 0.7112 1892/1952 [============================>.] - ETA: 33s - loss: 349.6335 - logits_profile_predictions_loss: 339.6771 - logcount_predictions_loss: 0.7112 1893/1952 [============================>.] - ETA: 33s - loss: 349.6325 - logits_profile_predictions_loss: 339.6762 - logcount_predictions_loss: 0.7112 1894/1952 [============================>.] - ETA: 32s - loss: 349.6315 - logits_profile_predictions_loss: 339.6753 - logcount_predictions_loss: 0.7112 1895/1952 [============================>.] - ETA: 32s - loss: 349.6305 - 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[============================>.] - ETA: 28s - loss: 349.6235 - logits_profile_predictions_loss: 339.6681 - logcount_predictions_loss: 0.7111 1903/1952 [============================>.] - ETA: 27s - loss: 349.6225 - logits_profile_predictions_loss: 339.6672 - logcount_predictions_loss: 0.7111 1904/1952 [============================>.] - ETA: 27s - loss: 349.6215 - logits_profile_predictions_loss: 339.6663 - logcount_predictions_loss: 0.7111 1905/1952 [============================>.] - ETA: 26s - loss: 349.6205 - logits_profile_predictions_loss: 339.6654 - logcount_predictions_loss: 0.7111 1906/1952 [============================>.] - ETA: 25s - loss: 349.6195 - logits_profile_predictions_loss: 339.6645 - logcount_predictions_loss: 0.7111 1907/1952 [============================>.] - ETA: 25s - loss: 349.6185 - logits_profile_predictions_loss: 339.6636 - logcount_predictions_loss: 0.7111 1908/1952 [============================>.] - ETA: 24s - loss: 349.6175 - 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[============================>.] - ETA: 20s - loss: 349.6107 - logits_profile_predictions_loss: 339.6565 - logcount_predictions_loss: 0.7110 1916/1952 [============================>.] - ETA: 20s - loss: 349.6097 - logits_profile_predictions_loss: 339.6556 - logcount_predictions_loss: 0.7110 1917/1952 [============================>.] - ETA: 19s - loss: 349.6087 - logits_profile_predictions_loss: 339.6547 - logcount_predictions_loss: 0.7110 1918/1952 [============================>.] - ETA: 19s - loss: 349.6077 - logits_profile_predictions_loss: 339.6538 - logcount_predictions_loss: 0.7110 1919/1952 [============================>.] - ETA: 18s - loss: 349.6067 - logits_profile_predictions_loss: 339.6529 - logcount_predictions_loss: 0.7110 1920/1952 [============================>.] - ETA: 18s - loss: 349.6057 - logits_profile_predictions_loss: 339.6520 - logcount_predictions_loss: 0.7110 1921/1952 [============================>.] - ETA: 17s - loss: 349.6047 - 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[============================>.] - ETA: 13s - loss: 349.5978 - logits_profile_predictions_loss: 339.6449 - logcount_predictions_loss: 0.7109 1929/1952 [============================>.] - ETA: 12s - loss: 349.5968 - logits_profile_predictions_loss: 339.6440 - logcount_predictions_loss: 0.7109 1930/1952 [============================>.] - ETA: 12s - loss: 349.5958 - logits_profile_predictions_loss: 339.6431 - logcount_predictions_loss: 0.7109 1931/1952 [============================>.] - ETA: 11s - loss: 349.5948 - logits_profile_predictions_loss: 339.6423 - logcount_predictions_loss: 0.7109 1932/1952 [============================>.] - ETA: 11s - loss: 349.5939 - logits_profile_predictions_loss: 339.6414 - logcount_predictions_loss: 0.7109 1933/1952 [============================>.] - ETA: 10s - loss: 349.5929 - logits_profile_predictions_loss: 339.6405 - logcount_predictions_loss: 0.7109 1934/1952 [============================>.] - ETA: 10s - loss: 349.5919 - 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[============================>.] - ETA: 6s - loss: 349.5851 - logits_profile_predictions_loss: 339.6334 - logcount_predictions_loss: 0.7108 1942/1952 [============================>.] - ETA: 5s - loss: 349.5841 - logits_profile_predictions_loss: 339.6326 - logcount_predictions_loss: 0.7108 1943/1952 [============================>.] - ETA: 5s - loss: 349.5831 - logits_profile_predictions_loss: 339.6317 - logcount_predictions_loss: 0.7108 1944/1952 [============================>.] - ETA: 4s - loss: 349.5822 - logits_profile_predictions_loss: 339.6308 - logcount_predictions_loss: 0.7108 1945/1952 [============================>.] - ETA: 3s - loss: 349.5813 - logits_profile_predictions_loss: 339.6300 - logcount_predictions_loss: 0.7108 1946/1952 [============================>.] - ETA: 3s - loss: 349.5803 - logits_profile_predictions_loss: 339.6291 - logcount_predictions_loss: 0.7108 1947/1952 [============================>.] - ETA: 2s - loss: 349.5794 - logits_profile_predictions_loss: 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val_logits_profile_predictions_loss: 354.9176 - val_logcount_predictions_loss: 0.7707 Epoch 00004: val_loss improved from 367.94049 to 365.70691, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 5/50 1/1952 [..............................] - ETA: 19:42 - loss: 354.0409 - logits_profile_predictions_loss: 342.9810 - logcount_predictions_loss: 0.7900 2/1952 [..............................] - ETA: 18:21 - loss: 352.7709 - logits_profile_predictions_loss: 341.0623 - logcount_predictions_loss: 0.8363 3/1952 [..............................] - ETA: 18:20 - loss: 351.0710 - logits_profile_predictions_loss: 339.5109 - logcount_predictions_loss: 0.8257 4/1952 [..............................] - ETA: 18:19 - loss: 350.6472 - logits_profile_predictions_loss: 339.3302 - logcount_predictions_loss: 0.8084 5/1952 [..............................] - ETA: 18:18 - loss: 349.8217 - logits_profile_predictions_loss: 338.7069 - 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19/1952 [..............................] - ETA: 18:08 - loss: 349.8307 - logits_profile_predictions_loss: 339.6443 - logcount_predictions_loss: 0.7276 20/1952 [..............................] - ETA: 18:08 - loss: 349.8089 - logits_profile_predictions_loss: 339.6592 - logcount_predictions_loss: 0.7250 21/1952 [..............................] - ETA: 18:07 - loss: 349.7577 - logits_profile_predictions_loss: 339.6394 - logcount_predictions_loss: 0.7227 22/1952 [..............................] - ETA: 18:07 - loss: 349.7039 - logits_profile_predictions_loss: 339.6072 - logcount_predictions_loss: 0.7212 23/1952 [..............................] - ETA: 18:06 - loss: 349.6933 - logits_profile_predictions_loss: 339.6203 - logcount_predictions_loss: 0.7195 24/1952 [..............................] - ETA: 18:06 - loss: 349.5605 - logits_profile_predictions_loss: 339.5108 - logcount_predictions_loss: 0.7178 25/1952 [..............................] - ETA: 18:05 - loss: 349.4342 - 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[============================>.] - ETA: 19s - loss: 345.6264 - logits_profile_predictions_loss: 336.1799 - logcount_predictions_loss: 0.6747 1918/1952 [============================>.] - ETA: 19s - loss: 345.6261 - logits_profile_predictions_loss: 336.1796 - logcount_predictions_loss: 0.6747 1919/1952 [============================>.] - ETA: 18s - loss: 345.6257 - logits_profile_predictions_loss: 336.1793 - logcount_predictions_loss: 0.6747 1920/1952 [============================>.] - ETA: 18s - loss: 345.6254 - logits_profile_predictions_loss: 336.1791 - logcount_predictions_loss: 0.6747 1921/1952 [============================>.] - ETA: 17s - loss: 345.6250 - logits_profile_predictions_loss: 336.1788 - logcount_predictions_loss: 0.6747 1922/1952 [============================>.] - ETA: 16s - loss: 345.6247 - logits_profile_predictions_loss: 336.1785 - logcount_predictions_loss: 0.6747 1923/1952 [============================>.] - ETA: 16s - loss: 345.6243 - 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[============================>.] - ETA: 12s - loss: 345.6218 - logits_profile_predictions_loss: 336.1761 - logcount_predictions_loss: 0.6747 1931/1952 [============================>.] - ETA: 11s - loss: 345.6214 - logits_profile_predictions_loss: 336.1758 - logcount_predictions_loss: 0.6747 1932/1952 [============================>.] - ETA: 11s - loss: 345.6210 - logits_profile_predictions_loss: 336.1755 - logcount_predictions_loss: 0.6747 1933/1952 [============================>.] - ETA: 10s - loss: 345.6207 - logits_profile_predictions_loss: 336.1752 - logcount_predictions_loss: 0.6747 1934/1952 [============================>.] - ETA: 10s - loss: 345.6203 - logits_profile_predictions_loss: 336.1749 - logcount_predictions_loss: 0.6747 1935/1952 [============================>.] - ETA: 9s - loss: 345.6200 - logits_profile_predictions_loss: 336.1746 - logcount_predictions_loss: 0.6747  1936/1952 [============================>.] - ETA: 9s - loss: 345.6196 - logits_profile_predictions_loss: 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1950/1952 [============================>.] - ETA: 1s - loss: 345.6145 - logits_profile_predictions_loss: 336.1701 - logcount_predictions_loss: 0.6746 1951/1952 [============================>.] - ETA: 0s - loss: 345.6141 - logits_profile_predictions_loss: 336.1697 - logcount_predictions_loss: 0.6746 1952/1952 [==============================] - ETA: 0s - loss: 345.6137 - logits_profile_predictions_loss: 336.1694 - logcount_predictions_loss: 0.6746 1952/1952 [==============================] - 1136s 582ms/step - loss: 345.6133 - logits_profile_predictions_loss: 336.1691 - logcount_predictions_loss: 0.6746 - val_loss: 363.5595 - val_logits_profile_predictions_loss: 354.5237 - val_logcount_predictions_loss: 0.6454 Epoch 00005: val_loss improved from 365.70691 to 363.55951, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 6/50 1/1952 [..............................] - ETA: 18:59 - loss: 343.1070 - 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[..............................] - ETA: 18:17 - loss: 343.3500 - logits_profile_predictions_loss: 334.4360 - logcount_predictions_loss: 0.6367 9/1952 [..............................] - ETA: 18:16 - loss: 343.6541 - logits_profile_predictions_loss: 334.6612 - logcount_predictions_loss: 0.6423 10/1952 [..............................] - ETA: 18:18 - loss: 343.6941 - logits_profile_predictions_loss: 334.6296 - logcount_predictions_loss: 0.6475 11/1952 [..............................] - ETA: 18:17 - loss: 343.3933 - logits_profile_predictions_loss: 334.2783 - logcount_predictions_loss: 0.6511 12/1952 [..............................] - ETA: 18:16 - loss: 342.8843 - logits_profile_predictions_loss: 333.7334 - logcount_predictions_loss: 0.6536 13/1952 [..............................] - ETA: 18:16 - loss: 342.8527 - logits_profile_predictions_loss: 333.6520 - logcount_predictions_loss: 0.6572 14/1952 [..............................] - ETA: 18:15 - loss: 343.1063 - 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[..............................] - ETA: 18:10 - loss: 343.5760 - logits_profile_predictions_loss: 334.1088 - logcount_predictions_loss: 0.6762 22/1952 [..............................] - ETA: 18:10 - loss: 343.5366 - logits_profile_predictions_loss: 334.0471 - logcount_predictions_loss: 0.6778 23/1952 [..............................] - ETA: 18:09 - loss: 343.6019 - logits_profile_predictions_loss: 334.0945 - logcount_predictions_loss: 0.6791 24/1952 [..............................] - ETA: 18:09 - loss: 343.7277 - logits_profile_predictions_loss: 334.2091 - logcount_predictions_loss: 0.6799 25/1952 [..............................] - ETA: 18:08 - loss: 343.8563 - logits_profile_predictions_loss: 334.3298 - logcount_predictions_loss: 0.6805 26/1952 [..............................] - ETA: 18:07 - loss: 344.0185 - logits_profile_predictions_loss: 334.4856 - logcount_predictions_loss: 0.6809 27/1952 [..............................] - ETA: 18:07 - loss: 344.2051 - 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[..............................] - ETA: 18:03 - loss: 344.9917 - logits_profile_predictions_loss: 335.4199 - logcount_predictions_loss: 0.6837 35/1952 [..............................] - ETA: 18:02 - loss: 345.0315 - logits_profile_predictions_loss: 335.4571 - logcount_predictions_loss: 0.6839 36/1952 [..............................] - ETA: 18:01 - loss: 345.0796 - logits_profile_predictions_loss: 335.5028 - logcount_predictions_loss: 0.6841 37/1952 [..............................] - ETA: 18:01 - loss: 345.1168 - logits_profile_predictions_loss: 335.5371 - logcount_predictions_loss: 0.6843 38/1952 [..............................] - ETA: 18:00 - loss: 345.1412 - logits_profile_predictions_loss: 335.5588 - logcount_predictions_loss: 0.6845 39/1952 [..............................] - ETA: 18:00 - loss: 345.1370 - logits_profile_predictions_loss: 335.5526 - logcount_predictions_loss: 0.6846 40/1952 [..............................] - ETA: 17:59 - loss: 345.1464 - 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[..............................] - ETA: 17:55 - loss: 345.2551 - logits_profile_predictions_loss: 335.6535 - logcount_predictions_loss: 0.6858 48/1952 [..............................] - ETA: 17:55 - loss: 345.2638 - logits_profile_predictions_loss: 335.6601 - logcount_predictions_loss: 0.6860 49/1952 [..............................] - ETA: 17:54 - loss: 345.2596 - logits_profile_predictions_loss: 335.6532 - logcount_predictions_loss: 0.6862 50/1952 [..............................] - ETA: 17:53 - loss: 345.2577 - logits_profile_predictions_loss: 335.6493 - logcount_predictions_loss: 0.6863 51/1952 [..............................] - ETA: 17:53 - loss: 345.2391 - logits_profile_predictions_loss: 335.6292 - logcount_predictions_loss: 0.6864 52/1952 [..............................] - ETA: 17:52 - loss: 345.2158 - logits_profile_predictions_loss: 335.6039 - logcount_predictions_loss: 0.6866 53/1952 [..............................] - ETA: 17:52 - loss: 345.1856 - 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[..............................] - ETA: 17:47 - loss: 344.8884 - logits_profile_predictions_loss: 335.2686 - logcount_predictions_loss: 0.6871 61/1952 [..............................] - ETA: 17:47 - loss: 344.8511 - logits_profile_predictions_loss: 335.2305 - logcount_predictions_loss: 0.6872 62/1952 [..............................] - ETA: 17:46 - loss: 344.8085 - logits_profile_predictions_loss: 335.1873 - logcount_predictions_loss: 0.6872 63/1952 [..............................] - ETA: 17:46 - loss: 344.7844 - logits_profile_predictions_loss: 335.1632 - logcount_predictions_loss: 0.6872 64/1952 [..............................] - ETA: 17:45 - loss: 344.7626 - logits_profile_predictions_loss: 335.1419 - logcount_predictions_loss: 0.6872 65/1952 [..............................] - ETA: 17:45 - loss: 344.7487 - logits_profile_predictions_loss: 335.1288 - logcount_predictions_loss: 0.6871 66/1952 [>.............................] - ETA: 17:44 - loss: 344.7295 - 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[>.............................] - ETA: 17:40 - loss: 344.5675 - logits_profile_predictions_loss: 334.9586 - logcount_predictions_loss: 0.6864 74/1952 [>.............................] - ETA: 17:39 - loss: 344.5352 - logits_profile_predictions_loss: 334.9277 - logcount_predictions_loss: 0.6863 75/1952 [>.............................] - ETA: 17:39 - loss: 344.5075 - logits_profile_predictions_loss: 334.9007 - logcount_predictions_loss: 0.6862 76/1952 [>.............................] - ETA: 17:38 - loss: 344.4860 - logits_profile_predictions_loss: 334.8798 - logcount_predictions_loss: 0.6862 77/1952 [>.............................] - ETA: 17:38 - loss: 344.4708 - logits_profile_predictions_loss: 334.8656 - logcount_predictions_loss: 0.6861 78/1952 [>.............................] - ETA: 17:37 - loss: 344.4588 - logits_profile_predictions_loss: 334.8544 - logcount_predictions_loss: 0.6860 79/1952 [>.............................] - ETA: 17:36 - loss: 344.4584 - 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[>.............................] - ETA: 17:32 - loss: 344.5601 - logits_profile_predictions_loss: 334.9621 - logcount_predictions_loss: 0.6856 87/1952 [>.............................] - ETA: 17:32 - loss: 344.5889 - logits_profile_predictions_loss: 334.9917 - logcount_predictions_loss: 0.6855 88/1952 [>.............................] - ETA: 17:31 - loss: 344.6197 - logits_profile_predictions_loss: 335.0233 - logcount_predictions_loss: 0.6855 89/1952 [>.............................] - ETA: 17:31 - loss: 344.6469 - logits_profile_predictions_loss: 335.0513 - logcount_predictions_loss: 0.6854 90/1952 [>.............................] - ETA: 17:30 - loss: 344.6717 - logits_profile_predictions_loss: 335.0769 - logcount_predictions_loss: 0.6853 91/1952 [>.............................] - ETA: 17:29 - loss: 344.6906 - logits_profile_predictions_loss: 335.0966 - logcount_predictions_loss: 0.6853 92/1952 [>.............................] - ETA: 17:29 - loss: 344.7071 - 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[==>...........................] - ETA: 16:11 - loss: 344.5510 - logits_profile_predictions_loss: 335.1295 - logcount_predictions_loss: 0.6730 230/1952 [==>...........................] - ETA: 16:10 - loss: 344.5465 - logits_profile_predictions_loss: 335.1261 - logcount_predictions_loss: 0.6729 231/1952 [==>...........................] - ETA: 16:10 - loss: 344.5419 - logits_profile_predictions_loss: 335.1227 - logcount_predictions_loss: 0.6728 232/1952 [==>...........................] - ETA: 16:09 - loss: 344.5375 - logits_profile_predictions_loss: 335.1193 - logcount_predictions_loss: 0.6727 233/1952 [==>...........................] - ETA: 16:08 - loss: 344.5339 - logits_profile_predictions_loss: 335.1166 - logcount_predictions_loss: 0.6727 234/1952 [==>...........................] - ETA: 16:08 - loss: 344.5308 - logits_profile_predictions_loss: 335.1146 - logcount_predictions_loss: 0.6726 235/1952 [==>...........................] - ETA: 16:07 - loss: 344.5272 - 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logits_profile_predictions_loss: 335.0637 - logcount_predictions_loss: 0.6716 249/1952 [==>...........................] - ETA: 15:59 - loss: 344.4634 - logits_profile_predictions_loss: 335.0615 - logcount_predictions_loss: 0.6716 250/1952 [==>...........................] - ETA: 15:59 - loss: 344.4613 - logits_profile_predictions_loss: 335.0603 - logcount_predictions_loss: 0.6715 251/1952 [==>...........................] - ETA: 15:58 - loss: 344.4588 - logits_profile_predictions_loss: 335.0587 - logcount_predictions_loss: 0.6714 252/1952 [==>...........................] - ETA: 15:58 - loss: 344.4559 - logits_profile_predictions_loss: 335.0567 - logcount_predictions_loss: 0.6714 253/1952 [==>...........................] - ETA: 15:57 - loss: 344.4529 - logits_profile_predictions_loss: 335.0545 - logcount_predictions_loss: 0.6713 254/1952 [==>...........................] - ETA: 15:57 - loss: 344.4503 - logits_profile_predictions_loss: 335.0529 - logcount_predictions_loss: 0.6712 255/1952 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logits_profile_predictions_loss: 335.0420 - logcount_predictions_loss: 0.6708 262/1952 [===>..........................] - ETA: 15:52 - loss: 344.4312 - logits_profile_predictions_loss: 335.0402 - logcount_predictions_loss: 0.6708 263/1952 [===>..........................] - ETA: 15:51 - loss: 344.4285 - logits_profile_predictions_loss: 335.0383 - logcount_predictions_loss: 0.6707 264/1952 [===>..........................] - ETA: 15:51 - loss: 344.4266 - logits_profile_predictions_loss: 335.0372 - logcount_predictions_loss: 0.6707 265/1952 [===>..........................] - ETA: 15:50 - loss: 344.4240 - logits_profile_predictions_loss: 335.0354 - logcount_predictions_loss: 0.6706 266/1952 [===>..........................] - ETA: 15:50 - loss: 344.4217 - logits_profile_predictions_loss: 335.0338 - logcount_predictions_loss: 0.6706 267/1952 [===>..........................] - ETA: 15:49 - loss: 344.4197 - logits_profile_predictions_loss: 335.0326 - logcount_predictions_loss: 0.6705 268/1952 [===>..........................] - ETA: 15:49 - loss: 344.4173 - logits_profile_predictions_loss: 335.0309 - logcount_predictions_loss: 0.6705 269/1952 [===>..........................] - ETA: 15:48 - loss: 344.4155 - logits_profile_predictions_loss: 335.0298 - logcount_predictions_loss: 0.6704 270/1952 [===>..........................] - ETA: 15:48 - loss: 344.4133 - logits_profile_predictions_loss: 335.0283 - logcount_predictions_loss: 0.6704 271/1952 [===>..........................] - ETA: 15:47 - loss: 344.4111 - logits_profile_predictions_loss: 335.0268 - logcount_predictions_loss: 0.6703 272/1952 [===>..........................] - ETA: 15:46 - loss: 344.4093 - logits_profile_predictions_loss: 335.0258 - logcount_predictions_loss: 0.6703 273/1952 [===>..........................] - ETA: 15:46 - loss: 344.4075 - logits_profile_predictions_loss: 335.0247 - logcount_predictions_loss: 0.6702 274/1952 [===>..........................] - ETA: 15:45 - loss: 344.4057 - 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[===>..........................] - ETA: 15:41 - loss: 344.3964 - logits_profile_predictions_loss: 335.0199 - logcount_predictions_loss: 0.6698 282/1952 [===>..........................] - ETA: 15:41 - loss: 344.3960 - logits_profile_predictions_loss: 335.0203 - logcount_predictions_loss: 0.6697 283/1952 [===>..........................] - ETA: 15:40 - loss: 344.3953 - logits_profile_predictions_loss: 335.0204 - logcount_predictions_loss: 0.6696 284/1952 [===>..........................] - ETA: 15:40 - loss: 344.3944 - logits_profile_predictions_loss: 335.0203 - logcount_predictions_loss: 0.6696 285/1952 [===>..........................] - ETA: 15:39 - loss: 344.3936 - logits_profile_predictions_loss: 335.0204 - logcount_predictions_loss: 0.6695 286/1952 [===>..........................] - ETA: 15:39 - loss: 344.3932 - logits_profile_predictions_loss: 335.0208 - logcount_predictions_loss: 0.6695 287/1952 [===>..........................] - ETA: 15:38 - loss: 344.3924 - 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[===>..........................] - ETA: 15:34 - loss: 344.3845 - logits_profile_predictions_loss: 335.0192 - logcount_predictions_loss: 0.6690 295/1952 [===>..........................] - ETA: 15:33 - loss: 344.3834 - logits_profile_predictions_loss: 335.0189 - logcount_predictions_loss: 0.6689 296/1952 [===>..........................] - ETA: 15:33 - loss: 344.3821 - logits_profile_predictions_loss: 335.0186 - logcount_predictions_loss: 0.6688 297/1952 [===>..........................] - ETA: 15:32 - loss: 344.3808 - logits_profile_predictions_loss: 335.0182 - logcount_predictions_loss: 0.6688 298/1952 [===>..........................] - ETA: 15:32 - loss: 344.3798 - logits_profile_predictions_loss: 335.0181 - logcount_predictions_loss: 0.6687 299/1952 [===>..........................] - ETA: 15:31 - loss: 344.3787 - logits_profile_predictions_loss: 335.0179 - logcount_predictions_loss: 0.6686 300/1952 [===>..........................] - ETA: 15:31 - loss: 344.3776 - 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[===>..........................] - ETA: 15:27 - loss: 344.3696 - logits_profile_predictions_loss: 335.0160 - logcount_predictions_loss: 0.6681 308/1952 [===>..........................] - ETA: 15:26 - loss: 344.3684 - logits_profile_predictions_loss: 335.0157 - logcount_predictions_loss: 0.6680 309/1952 [===>..........................] - ETA: 15:26 - loss: 344.3672 - logits_profile_predictions_loss: 335.0154 - logcount_predictions_loss: 0.6680 310/1952 [===>..........................] - ETA: 15:25 - loss: 344.3659 - logits_profile_predictions_loss: 335.0150 - logcount_predictions_loss: 0.6679 311/1952 [===>..........................] - ETA: 15:24 - loss: 344.3650 - logits_profile_predictions_loss: 335.0150 - logcount_predictions_loss: 0.6679 312/1952 [===>..........................] - ETA: 15:24 - loss: 344.3638 - logits_profile_predictions_loss: 335.0147 - logcount_predictions_loss: 0.6678 313/1952 [===>..........................] - ETA: 15:23 - loss: 344.3625 - 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[===>..........................] - ETA: 15:19 - loss: 344.3501 - logits_profile_predictions_loss: 335.0079 - logcount_predictions_loss: 0.6673 321/1952 [===>..........................] - ETA: 15:19 - loss: 344.3486 - logits_profile_predictions_loss: 335.0072 - logcount_predictions_loss: 0.6672 322/1952 [===>..........................] - ETA: 15:18 - loss: 344.3469 - logits_profile_predictions_loss: 335.0063 - logcount_predictions_loss: 0.6672 323/1952 [===>..........................] - ETA: 15:18 - loss: 344.3451 - logits_profile_predictions_loss: 335.0054 - logcount_predictions_loss: 0.6671 324/1952 [===>..........................] - ETA: 15:17 - loss: 344.3439 - logits_profile_predictions_loss: 335.0050 - logcount_predictions_loss: 0.6671 325/1952 [===>..........................] - ETA: 15:16 - loss: 344.3424 - logits_profile_predictions_loss: 335.0044 - logcount_predictions_loss: 0.6670 326/1952 [====>.........................] - ETA: 15:16 - loss: 344.3406 - 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[====>.........................] - ETA: 15:12 - loss: 344.3240 - logits_profile_predictions_loss: 334.9926 - logcount_predictions_loss: 0.6665 334/1952 [====>.........................] - ETA: 15:11 - loss: 344.3216 - logits_profile_predictions_loss: 334.9910 - logcount_predictions_loss: 0.6665 335/1952 [====>.........................] - ETA: 15:11 - loss: 344.3193 - logits_profile_predictions_loss: 334.9894 - logcount_predictions_loss: 0.6664 336/1952 [====>.........................] - ETA: 15:10 - loss: 344.3164 - logits_profile_predictions_loss: 334.9874 - logcount_predictions_loss: 0.6664 337/1952 [====>.........................] - ETA: 15:10 - loss: 344.3134 - logits_profile_predictions_loss: 334.9851 - logcount_predictions_loss: 0.6663 338/1952 [====>.........................] - ETA: 15:09 - loss: 344.3103 - logits_profile_predictions_loss: 334.9827 - logcount_predictions_loss: 0.6663 339/1952 [====>.........................] - ETA: 15:09 - loss: 344.3070 - logits_profile_predictions_loss: 334.9802 - logcount_predictions_loss: 0.6662 340/1952 [====>.........................] - ETA: 15:08 - loss: 344.3037 - logits_profile_predictions_loss: 334.9776 - logcount_predictions_loss: 0.6662 341/1952 [====>.........................] - ETA: 15:07 - loss: 344.3008 - logits_profile_predictions_loss: 334.9754 - logcount_predictions_loss: 0.6661 342/1952 [====>.........................] - ETA: 15:07 - loss: 344.2983 - logits_profile_predictions_loss: 334.9737 - logcount_predictions_loss: 0.6660 343/1952 [====>.........................] - ETA: 15:06 - loss: 344.2961 - logits_profile_predictions_loss: 334.9723 - logcount_predictions_loss: 0.6660 344/1952 [====>.........................] - ETA: 15:06 - loss: 344.2937 - logits_profile_predictions_loss: 334.9706 - logcount_predictions_loss: 0.6659 345/1952 [====>.........................] - ETA: 15:05 - loss: 344.2915 - logits_profile_predictions_loss: 334.9691 - logcount_predictions_loss: 0.6659 346/1952 [====>.........................] - ETA: 15:05 - loss: 344.2893 - logits_profile_predictions_loss: 334.9676 - logcount_predictions_loss: 0.6658 347/1952 [====>.........................] - ETA: 15:04 - loss: 344.2877 - logits_profile_predictions_loss: 334.9667 - logcount_predictions_loss: 0.6658 348/1952 [====>.........................] - ETA: 15:03 - loss: 344.2861 - logits_profile_predictions_loss: 334.9659 - logcount_predictions_loss: 0.6657 349/1952 [====>.........................] - ETA: 15:03 - loss: 344.2848 - logits_profile_predictions_loss: 334.9653 - logcount_predictions_loss: 0.6657 350/1952 [====>.........................] - ETA: 15:02 - loss: 344.2836 - logits_profile_predictions_loss: 334.9647 - logcount_predictions_loss: 0.6656 351/1952 [====>.........................] - ETA: 15:02 - loss: 344.2821 - logits_profile_predictions_loss: 334.9640 - logcount_predictions_loss: 0.6656 352/1952 [====>.........................] - ETA: 15:01 - loss: 344.2808 - logits_profile_predictions_loss: 334.9634 - logcount_predictions_loss: 0.6655 353/1952 [====>.........................] - ETA: 15:01 - loss: 344.2795 - logits_profile_predictions_loss: 334.9629 - logcount_predictions_loss: 0.6655 354/1952 [====>.........................] - ETA: 15:00 - loss: 344.2784 - logits_profile_predictions_loss: 334.9625 - logcount_predictions_loss: 0.6654 355/1952 [====>.........................] - ETA: 14:59 - loss: 344.2772 - logits_profile_predictions_loss: 334.9621 - logcount_predictions_loss: 0.6654 356/1952 [====>.........................] - ETA: 14:59 - loss: 344.2763 - logits_profile_predictions_loss: 334.9619 - logcount_predictions_loss: 0.6653 357/1952 [====>.........................] - ETA: 14:58 - loss: 344.2756 - logits_profile_predictions_loss: 334.9620 - logcount_predictions_loss: 0.6653 358/1952 [====>.........................] - ETA: 14:58 - loss: 344.2747 - logits_profile_predictions_loss: 334.9618 - logcount_predictions_loss: 0.6652 359/1952 [====>.........................] - ETA: 14:57 - loss: 344.2739 - logits_profile_predictions_loss: 334.9617 - logcount_predictions_loss: 0.6652 360/1952 [====>.........................] - ETA: 14:57 - loss: 344.2728 - logits_profile_predictions_loss: 334.9613 - logcount_predictions_loss: 0.6651 361/1952 [====>.........................] - ETA: 14:56 - loss: 344.2715 - logits_profile_predictions_loss: 334.9608 - logcount_predictions_loss: 0.6650 362/1952 [====>.........................] - ETA: 14:56 - loss: 344.2702 - logits_profile_predictions_loss: 334.9603 - logcount_predictions_loss: 0.6650 363/1952 [====>.........................] - ETA: 14:55 - loss: 344.2690 - logits_profile_predictions_loss: 334.9597 - logcount_predictions_loss: 0.6649 364/1952 [====>.........................] - ETA: 14:54 - loss: 344.2680 - logits_profile_predictions_loss: 334.9595 - logcount_predictions_loss: 0.6649 365/1952 [====>.........................] - ETA: 14:54 - loss: 344.2669 - logits_profile_predictions_loss: 334.9591 - logcount_predictions_loss: 0.6648 366/1952 [====>.........................] - ETA: 14:53 - loss: 344.2662 - logits_profile_predictions_loss: 334.9591 - logcount_predictions_loss: 0.6648 367/1952 [====>.........................] - ETA: 14:53 - loss: 344.2657 - logits_profile_predictions_loss: 334.9594 - logcount_predictions_loss: 0.6647 368/1952 [====>.........................] - ETA: 14:52 - loss: 344.2656 - logits_profile_predictions_loss: 334.9599 - logcount_predictions_loss: 0.6647 369/1952 [====>.........................] - ETA: 14:52 - loss: 344.2654 - logits_profile_predictions_loss: 334.9604 - logcount_predictions_loss: 0.6646 370/1952 [====>.........................] - ETA: 14:51 - loss: 344.2649 - logits_profile_predictions_loss: 334.9605 - logcount_predictions_loss: 0.6646 371/1952 [====>.........................] - ETA: 14:50 - loss: 344.2646 - logits_profile_predictions_loss: 334.9609 - logcount_predictions_loss: 0.6646 372/1952 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1952/1952 [==============================] - ETA: 0s - loss: 343.2995 - logits_profile_predictions_loss: 334.2590 - logcount_predictions_loss: 0.6457 1952/1952 [==============================] - 1137s 582ms/step - loss: 343.2991 - logits_profile_predictions_loss: 334.2587 - logcount_predictions_loss: 0.6457 - val_loss: 360.1072 - val_logits_profile_predictions_loss: 351.3360 - val_logcount_predictions_loss: 0.6265 Epoch 00006: val_loss improved from 363.55951 to 360.10721, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 7/50 1/1952 [..............................] - ETA: 19:05 - loss: 321.6223 - logits_profile_predictions_loss: 311.7137 - logcount_predictions_loss: 0.7078 2/1952 [..............................] - ETA: 18:20 - loss: 317.8529 - logits_profile_predictions_loss: 308.2216 - logcount_predictions_loss: 0.6879 3/1952 [..............................] - ETA: 18:19 - loss: 315.4124 - 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[..............................] - ETA: 18:15 - loss: 322.0727 - logits_profile_predictions_loss: 312.8940 - logcount_predictions_loss: 0.6556 11/1952 [..............................] - ETA: 18:15 - loss: 323.3863 - logits_profile_predictions_loss: 314.2212 - logcount_predictions_loss: 0.6546 12/1952 [..............................] - ETA: 18:14 - loss: 324.7194 - logits_profile_predictions_loss: 315.5683 - logcount_predictions_loss: 0.6536 13/1952 [..............................] - ETA: 18:13 - loss: 325.7326 - logits_profile_predictions_loss: 316.5904 - logcount_predictions_loss: 0.6530 14/1952 [..............................] - ETA: 18:13 - loss: 326.7424 - logits_profile_predictions_loss: 317.6123 - logcount_predictions_loss: 0.6521 15/1952 [..............................] - ETA: 18:12 - loss: 327.7688 - logits_profile_predictions_loss: 318.6418 - logcount_predictions_loss: 0.6519 16/1952 [..............................] - ETA: 18:11 - loss: 328.5809 - 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[..............................] - ETA: 18:07 - loss: 332.4095 - logits_profile_predictions_loss: 323.2098 - logcount_predictions_loss: 0.6571 24/1952 [..............................] - ETA: 18:06 - loss: 332.6853 - logits_profile_predictions_loss: 323.4769 - logcount_predictions_loss: 0.6577 25/1952 [..............................] - ETA: 18:06 - loss: 332.9530 - logits_profile_predictions_loss: 323.7305 - logcount_predictions_loss: 0.6587 26/1952 [..............................] - ETA: 18:05 - loss: 333.2165 - logits_profile_predictions_loss: 323.9842 - logcount_predictions_loss: 0.6595 27/1952 [..............................] - ETA: 18:04 - loss: 333.5096 - logits_profile_predictions_loss: 324.2689 - logcount_predictions_loss: 0.6601 28/1952 [..............................] - ETA: 18:04 - loss: 333.8519 - logits_profile_predictions_loss: 324.6026 - logcount_predictions_loss: 0.6607 29/1952 [..............................] - ETA: 18:03 - loss: 334.1295 - 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[..............................] - ETA: 17:59 - loss: 335.5146 - logits_profile_predictions_loss: 326.2804 - logcount_predictions_loss: 0.6596 37/1952 [..............................] - ETA: 17:58 - loss: 335.6804 - logits_profile_predictions_loss: 326.4521 - logcount_predictions_loss: 0.6592 38/1952 [..............................] - ETA: 17:58 - loss: 335.8141 - logits_profile_predictions_loss: 326.5915 - logcount_predictions_loss: 0.6588 39/1952 [..............................] - ETA: 17:57 - loss: 335.9425 - logits_profile_predictions_loss: 326.7269 - logcount_predictions_loss: 0.6583 40/1952 [..............................] - ETA: 17:57 - loss: 336.1023 - logits_profile_predictions_loss: 326.8943 - logcount_predictions_loss: 0.6577 41/1952 [..............................] - ETA: 17:56 - loss: 336.2456 - logits_profile_predictions_loss: 327.0439 - logcount_predictions_loss: 0.6573 42/1952 [..............................] - ETA: 17:55 - loss: 336.3673 - 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[..............................] - ETA: 17:51 - loss: 337.1979 - logits_profile_predictions_loss: 328.0425 - logcount_predictions_loss: 0.6540 50/1952 [..............................] - ETA: 17:51 - loss: 337.3249 - logits_profile_predictions_loss: 328.1746 - logcount_predictions_loss: 0.6536 51/1952 [..............................] - ETA: 17:50 - loss: 337.4350 - logits_profile_predictions_loss: 328.2888 - logcount_predictions_loss: 0.6533 52/1952 [..............................] - ETA: 17:50 - loss: 337.5388 - logits_profile_predictions_loss: 328.3970 - logcount_predictions_loss: 0.6530 53/1952 [..............................] - ETA: 17:49 - loss: 337.6248 - logits_profile_predictions_loss: 328.4872 - logcount_predictions_loss: 0.6527 54/1952 [..............................] - ETA: 17:49 - loss: 337.6983 - logits_profile_predictions_loss: 328.5645 - logcount_predictions_loss: 0.6524 55/1952 [..............................] - ETA: 17:48 - loss: 337.7532 - 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[..............................] - ETA: 17:44 - loss: 337.9335 - logits_profile_predictions_loss: 328.8331 - logcount_predictions_loss: 0.6500 63/1952 [..............................] - ETA: 17:43 - loss: 337.9379 - logits_profile_predictions_loss: 328.8413 - logcount_predictions_loss: 0.6497 64/1952 [..............................] - ETA: 17:43 - loss: 337.9501 - logits_profile_predictions_loss: 328.8568 - logcount_predictions_loss: 0.6495 65/1952 [..............................] - ETA: 17:42 - loss: 337.9648 - logits_profile_predictions_loss: 328.8739 - logcount_predictions_loss: 0.6493 66/1952 [>.............................] - ETA: 17:42 - loss: 337.9919 - logits_profile_predictions_loss: 328.9032 - logcount_predictions_loss: 0.6492 67/1952 [>.............................] - ETA: 17:41 - loss: 338.0218 - logits_profile_predictions_loss: 328.9352 - logcount_predictions_loss: 0.6490 68/1952 [>.............................] - ETA: 17:41 - loss: 338.0514 - 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[>.............................] - ETA: 17:37 - loss: 338.2535 - logits_profile_predictions_loss: 329.1884 - logcount_predictions_loss: 0.6475 76/1952 [>.............................] - ETA: 17:36 - loss: 338.2893 - logits_profile_predictions_loss: 329.2273 - logcount_predictions_loss: 0.6473 77/1952 [>.............................] - ETA: 17:35 - loss: 338.3284 - logits_profile_predictions_loss: 329.2695 - logcount_predictions_loss: 0.6471 78/1952 [>.............................] - ETA: 17:35 - loss: 338.3572 - logits_profile_predictions_loss: 329.3014 - logcount_predictions_loss: 0.6468 79/1952 [>.............................] - ETA: 17:34 - loss: 338.3817 - logits_profile_predictions_loss: 329.3289 - logcount_predictions_loss: 0.6466 80/1952 [>.............................] - ETA: 17:34 - loss: 338.3978 - logits_profile_predictions_loss: 329.3483 - logcount_predictions_loss: 0.6464 81/1952 [>.............................] - ETA: 17:33 - loss: 338.4134 - 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[>.............................] - ETA: 17:29 - loss: 338.4897 - logits_profile_predictions_loss: 329.4652 - logcount_predictions_loss: 0.6446 89/1952 [>.............................] - ETA: 17:29 - loss: 338.5052 - logits_profile_predictions_loss: 329.4839 - logcount_predictions_loss: 0.6444 90/1952 [>.............................] - ETA: 17:28 - loss: 338.5210 - logits_profile_predictions_loss: 329.5030 - logcount_predictions_loss: 0.6441 91/1952 [>.............................] - ETA: 17:28 - loss: 338.5301 - logits_profile_predictions_loss: 329.5157 - logcount_predictions_loss: 0.6439 92/1952 [>.............................] - ETA: 17:27 - loss: 338.5354 - logits_profile_predictions_loss: 329.5245 - logcount_predictions_loss: 0.6436 93/1952 [>.............................] - ETA: 17:26 - loss: 338.5345 - logits_profile_predictions_loss: 329.5272 - logcount_predictions_loss: 0.6434 94/1952 [>.............................] - ETA: 17:26 - loss: 338.5377 - 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[>.............................] - ETA: 17:22 - loss: 338.5302 - logits_profile_predictions_loss: 329.5525 - logcount_predictions_loss: 0.6413 102/1952 [>.............................] - ETA: 17:21 - loss: 338.5255 - logits_profile_predictions_loss: 329.5518 - logcount_predictions_loss: 0.6410 103/1952 [>.............................] - ETA: 17:21 - loss: 338.5262 - logits_profile_predictions_loss: 329.5566 - logcount_predictions_loss: 0.6407 104/1952 [>.............................] - ETA: 17:20 - loss: 338.5292 - logits_profile_predictions_loss: 329.5635 - logcount_predictions_loss: 0.6404 105/1952 [>.............................] - ETA: 17:20 - loss: 338.5354 - logits_profile_predictions_loss: 329.5737 - logcount_predictions_loss: 0.6401 106/1952 [>.............................] - ETA: 17:19 - loss: 338.5427 - logits_profile_predictions_loss: 329.5851 - logcount_predictions_loss: 0.6398 107/1952 [>.............................] - ETA: 17:19 - loss: 338.5496 - 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[>.............................] - ETA: 17:15 - loss: 338.5668 - logits_profile_predictions_loss: 329.6406 - logcount_predictions_loss: 0.6376 115/1952 [>.............................] - ETA: 17:14 - loss: 338.5682 - logits_profile_predictions_loss: 329.6456 - logcount_predictions_loss: 0.6373 116/1952 [>.............................] - ETA: 17:13 - loss: 338.5680 - logits_profile_predictions_loss: 329.6489 - logcount_predictions_loss: 0.6371 117/1952 [>.............................] - ETA: 17:13 - loss: 338.5672 - logits_profile_predictions_loss: 329.6514 - logcount_predictions_loss: 0.6368 118/1952 [>.............................] - ETA: 17:12 - loss: 338.5677 - logits_profile_predictions_loss: 329.6551 - logcount_predictions_loss: 0.6366 119/1952 [>.............................] - ETA: 17:12 - loss: 338.5676 - logits_profile_predictions_loss: 329.6582 - logcount_predictions_loss: 0.6364 120/1952 [>.............................] - ETA: 17:11 - loss: 338.5685 - 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[>.............................] - ETA: 17:07 - loss: 338.5706 - logits_profile_predictions_loss: 329.6858 - logcount_predictions_loss: 0.6346 128/1952 [>.............................] - ETA: 17:07 - loss: 338.5728 - logits_profile_predictions_loss: 329.6911 - logcount_predictions_loss: 0.6344 129/1952 [>.............................] - ETA: 17:06 - loss: 338.5745 - logits_profile_predictions_loss: 329.6957 - logcount_predictions_loss: 0.6342 130/1952 [>.............................] - ETA: 17:06 - loss: 338.5757 - logits_profile_predictions_loss: 329.6999 - logcount_predictions_loss: 0.6340 131/1952 [=>............................] - ETA: 17:05 - loss: 338.5739 - logits_profile_predictions_loss: 329.7012 - logcount_predictions_loss: 0.6338 132/1952 [=>............................] - ETA: 17:04 - loss: 338.5718 - logits_profile_predictions_loss: 329.7021 - logcount_predictions_loss: 0.6336 133/1952 [=>............................] - ETA: 17:04 - loss: 338.5673 - 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[===========================>..] - ETA: 46s - loss: 339.5253 - logits_profile_predictions_loss: 330.9306 - logcount_predictions_loss: 0.6139 1870/1952 [===========================>..] - ETA: 46s - loss: 339.5257 - logits_profile_predictions_loss: 330.9310 - logcount_predictions_loss: 0.6139 1871/1952 [===========================>..] - ETA: 45s - loss: 339.5261 - logits_profile_predictions_loss: 330.9315 - logcount_predictions_loss: 0.6139 1872/1952 [===========================>..] - ETA: 45s - loss: 339.5266 - logits_profile_predictions_loss: 330.9319 - logcount_predictions_loss: 0.6139 1873/1952 [===========================>..] - ETA: 44s - loss: 339.5270 - logits_profile_predictions_loss: 330.9324 - logcount_predictions_loss: 0.6139 1874/1952 [===========================>..] - ETA: 43s - loss: 339.5274 - logits_profile_predictions_loss: 330.9328 - logcount_predictions_loss: 0.6139 1875/1952 [===========================>..] - ETA: 43s - loss: 339.5279 - 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[===========================>..] - ETA: 39s - loss: 339.5308 - logits_profile_predictions_loss: 330.9364 - logcount_predictions_loss: 0.6139 1883/1952 [===========================>..] - ETA: 38s - loss: 339.5312 - logits_profile_predictions_loss: 330.9368 - logcount_predictions_loss: 0.6139 1884/1952 [===========================>..] - ETA: 38s - loss: 339.5317 - logits_profile_predictions_loss: 330.9373 - logcount_predictions_loss: 0.6139 1885/1952 [===========================>..] - ETA: 37s - loss: 339.5321 - logits_profile_predictions_loss: 330.9377 - logcount_predictions_loss: 0.6139 1886/1952 [===========================>..] - ETA: 37s - loss: 339.5325 - logits_profile_predictions_loss: 330.9382 - logcount_predictions_loss: 0.6139 1887/1952 [============================>.] - ETA: 36s - loss: 339.5330 - logits_profile_predictions_loss: 330.9387 - logcount_predictions_loss: 0.6139 1888/1952 [============================>.] - ETA: 36s - loss: 339.5334 - 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[============================>.] - ETA: 32s - loss: 339.5363 - logits_profile_predictions_loss: 330.9421 - logcount_predictions_loss: 0.6139 1896/1952 [============================>.] - ETA: 31s - loss: 339.5367 - logits_profile_predictions_loss: 330.9426 - logcount_predictions_loss: 0.6139 1897/1952 [============================>.] - ETA: 30s - loss: 339.5372 - logits_profile_predictions_loss: 330.9430 - logcount_predictions_loss: 0.6139 1898/1952 [============================>.] - ETA: 30s - loss: 339.5376 - logits_profile_predictions_loss: 330.9434 - logcount_predictions_loss: 0.6139 1899/1952 [============================>.] - ETA: 29s - loss: 339.5380 - logits_profile_predictions_loss: 330.9439 - logcount_predictions_loss: 0.6139 1900/1952 [============================>.] - ETA: 29s - loss: 339.5384 - logits_profile_predictions_loss: 330.9443 - logcount_predictions_loss: 0.6139 1901/1952 [============================>.] - ETA: 28s - loss: 339.5388 - 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[============================>.] - ETA: 24s - loss: 339.5417 - logits_profile_predictions_loss: 330.9477 - logcount_predictions_loss: 0.6139 1909/1952 [============================>.] - ETA: 24s - loss: 339.5421 - logits_profile_predictions_loss: 330.9481 - logcount_predictions_loss: 0.6139 1910/1952 [============================>.] - ETA: 23s - loss: 339.5424 - logits_profile_predictions_loss: 330.9485 - logcount_predictions_loss: 0.6139 1911/1952 [============================>.] - ETA: 23s - loss: 339.5428 - logits_profile_predictions_loss: 330.9490 - logcount_predictions_loss: 0.6139 1912/1952 [============================>.] - ETA: 22s - loss: 339.5432 - logits_profile_predictions_loss: 330.9494 - logcount_predictions_loss: 0.6139 1913/1952 [============================>.] - ETA: 21s - loss: 339.5436 - logits_profile_predictions_loss: 330.9498 - logcount_predictions_loss: 0.6139 1914/1952 [============================>.] - ETA: 21s - loss: 339.5440 - 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[============================>.] - ETA: 17s - loss: 339.5465 - logits_profile_predictions_loss: 330.9528 - logcount_predictions_loss: 0.6139 1922/1952 [============================>.] - ETA: 16s - loss: 339.5469 - logits_profile_predictions_loss: 330.9532 - logcount_predictions_loss: 0.6139 1923/1952 [============================>.] - ETA: 16s - loss: 339.5472 - logits_profile_predictions_loss: 330.9536 - logcount_predictions_loss: 0.6139 1924/1952 [============================>.] - ETA: 15s - loss: 339.5476 - logits_profile_predictions_loss: 330.9540 - logcount_predictions_loss: 0.6139 1925/1952 [============================>.] - ETA: 15s - loss: 339.5480 - logits_profile_predictions_loss: 330.9544 - logcount_predictions_loss: 0.6139 1926/1952 [============================>.] - ETA: 14s - loss: 339.5483 - logits_profile_predictions_loss: 330.9548 - logcount_predictions_loss: 0.6139 1927/1952 [============================>.] - ETA: 14s - loss: 339.5487 - 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[============================>.] - ETA: 10s - loss: 339.5515 - logits_profile_predictions_loss: 330.9581 - logcount_predictions_loss: 0.6138 1935/1952 [============================>.] - ETA: 9s - loss: 339.5519 - logits_profile_predictions_loss: 330.9585 - logcount_predictions_loss: 0.6138  1936/1952 [============================>.] - ETA: 9s - loss: 339.5523 - logits_profile_predictions_loss: 330.9589 - logcount_predictions_loss: 0.6138 1937/1952 [============================>.] - ETA: 8s - loss: 339.5527 - logits_profile_predictions_loss: 330.9593 - logcount_predictions_loss: 0.6138 1938/1952 [============================>.] - ETA: 7s - loss: 339.5530 - logits_profile_predictions_loss: 330.9597 - logcount_predictions_loss: 0.6138 1939/1952 [============================>.] - ETA: 7s - loss: 339.5534 - logits_profile_predictions_loss: 330.9601 - logcount_predictions_loss: 0.6138 1940/1952 [============================>.] - ETA: 6s - loss: 339.5538 - logits_profile_predictions_loss: 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0.6138 - val_loss: 359.2222 - val_logits_profile_predictions_loss: 350.2539 - val_logcount_predictions_loss: 0.6406 Epoch 00007: val_loss improved from 360.10721 to 359.22220, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 8/50 1/1952 [..............................] - ETA: 19:04 - loss: 339.5405 - logits_profile_predictions_loss: 331.1915 - logcount_predictions_loss: 0.5964 2/1952 [..............................] - ETA: 18:21 - loss: 334.9627 - logits_profile_predictions_loss: 326.3396 - logcount_predictions_loss: 0.6159 3/1952 [..............................] - ETA: 18:20 - loss: 333.4532 - logits_profile_predictions_loss: 324.7979 - logcount_predictions_loss: 0.6182 4/1952 [..............................] - ETA: 18:19 - loss: 332.6288 - logits_profile_predictions_loss: 324.1209 - logcount_predictions_loss: 0.6077 5/1952 [..............................] - ETA: 18:18 - loss: 332.3878 - 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[..............................] - ETA: 18:13 - loss: 331.8472 - logits_profile_predictions_loss: 323.7404 - logcount_predictions_loss: 0.5791 13/1952 [..............................] - ETA: 18:12 - loss: 332.0475 - logits_profile_predictions_loss: 323.9746 - logcount_predictions_loss: 0.5766 14/1952 [..............................] - ETA: 18:11 - loss: 332.1490 - logits_profile_predictions_loss: 324.1014 - logcount_predictions_loss: 0.5748 15/1952 [..............................] - ETA: 18:10 - loss: 332.2346 - logits_profile_predictions_loss: 324.2113 - logcount_predictions_loss: 0.5731 16/1952 [..............................] - ETA: 18:10 - loss: 332.3954 - logits_profile_predictions_loss: 324.3766 - logcount_predictions_loss: 0.5728 17/1952 [..............................] - ETA: 18:09 - loss: 332.5321 - logits_profile_predictions_loss: 324.5214 - logcount_predictions_loss: 0.5722 18/1952 [..............................] - ETA: 18:09 - loss: 332.4913 - 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[..............................] - ETA: 18:05 - loss: 332.9092 - logits_profile_predictions_loss: 324.9226 - logcount_predictions_loss: 0.5705 26/1952 [..............................] - ETA: 18:04 - loss: 332.9228 - logits_profile_predictions_loss: 324.9340 - logcount_predictions_loss: 0.5706 27/1952 [..............................] - ETA: 18:03 - loss: 332.9120 - logits_profile_predictions_loss: 324.9222 - logcount_predictions_loss: 0.5707 28/1952 [..............................] - ETA: 18:03 - loss: 332.8590 - logits_profile_predictions_loss: 324.8660 - logcount_predictions_loss: 0.5709 29/1952 [..............................] - ETA: 18:02 - loss: 332.7542 - logits_profile_predictions_loss: 324.7572 - logcount_predictions_loss: 0.5712 30/1952 [..............................] - ETA: 18:02 - loss: 332.6757 - logits_profile_predictions_loss: 324.6777 - logcount_predictions_loss: 0.5713 31/1952 [..............................] - ETA: 18:01 - loss: 332.5889 - 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[..............................] - ETA: 17:57 - loss: 332.1504 - logits_profile_predictions_loss: 324.1744 - logcount_predictions_loss: 0.5697 39/1952 [..............................] - ETA: 17:57 - loss: 332.1242 - logits_profile_predictions_loss: 324.1520 - logcount_predictions_loss: 0.5694 40/1952 [..............................] - ETA: 17:56 - loss: 332.1144 - logits_profile_predictions_loss: 324.1460 - logcount_predictions_loss: 0.5692 41/1952 [..............................] - ETA: 17:56 - loss: 332.1102 - logits_profile_predictions_loss: 324.1459 - logcount_predictions_loss: 0.5689 42/1952 [..............................] - ETA: 17:55 - loss: 332.1032 - logits_profile_predictions_loss: 324.1421 - logcount_predictions_loss: 0.5686 43/1952 [..............................] - ETA: 17:54 - loss: 332.0858 - logits_profile_predictions_loss: 324.1280 - logcount_predictions_loss: 0.5684 44/1952 [..............................] - ETA: 17:54 - loss: 332.0799 - 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[..............................] - ETA: 17:50 - loss: 332.2998 - logits_profile_predictions_loss: 324.3709 - logcount_predictions_loss: 0.5663 52/1952 [..............................] - ETA: 17:49 - loss: 332.3244 - logits_profile_predictions_loss: 324.3989 - logcount_predictions_loss: 0.5661 53/1952 [..............................] - ETA: 17:49 - loss: 332.3514 - logits_profile_predictions_loss: 324.4288 - logcount_predictions_loss: 0.5659 54/1952 [..............................] - ETA: 17:48 - loss: 332.3813 - logits_profile_predictions_loss: 324.4613 - logcount_predictions_loss: 0.5657 55/1952 [..............................] - ETA: 17:48 - loss: 332.4052 - logits_profile_predictions_loss: 324.4873 - logcount_predictions_loss: 0.5656 56/1952 [..............................] - ETA: 17:47 - loss: 332.4376 - logits_profile_predictions_loss: 324.5220 - logcount_predictions_loss: 0.5654 57/1952 [..............................] - ETA: 17:46 - loss: 332.4628 - 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[============================>.] - ETA: 9s - loss: 337.2303 - logits_profile_predictions_loss: 328.9858 - logcount_predictions_loss: 0.5889 1937/1952 [============================>.] - ETA: 8s - loss: 337.2311 - logits_profile_predictions_loss: 328.9865 - logcount_predictions_loss: 0.5889 1938/1952 [============================>.] - ETA: 7s - loss: 337.2318 - logits_profile_predictions_loss: 328.9873 - logcount_predictions_loss: 0.5889 1939/1952 [============================>.] - ETA: 7s - loss: 337.2326 - logits_profile_predictions_loss: 328.9880 - logcount_predictions_loss: 0.5889 1940/1952 [============================>.] - ETA: 6s - loss: 337.2333 - logits_profile_predictions_loss: 328.9887 - logcount_predictions_loss: 0.5889 1941/1952 [============================>.] - ETA: 6s - loss: 337.2341 - logits_profile_predictions_loss: 328.9895 - logcount_predictions_loss: 0.5889 1942/1952 [============================>.] - ETA: 5s - loss: 337.2348 - logits_profile_predictions_loss: 328.9902 - logcount_predictions_loss: 0.5889 1943/1952 [============================>.] - ETA: 5s - loss: 337.2356 - logits_profile_predictions_loss: 328.9909 - logcount_predictions_loss: 0.5889 1944/1952 [============================>.] - ETA: 4s - loss: 337.2363 - logits_profile_predictions_loss: 328.9917 - logcount_predictions_loss: 0.5889 1945/1952 [============================>.] - ETA: 3s - loss: 337.2371 - logits_profile_predictions_loss: 328.9924 - logcount_predictions_loss: 0.5889 1946/1952 [============================>.] - ETA: 3s - loss: 337.2378 - logits_profile_predictions_loss: 328.9932 - logcount_predictions_loss: 0.5889 1947/1952 [============================>.] - ETA: 2s - loss: 337.2386 - logits_profile_predictions_loss: 328.9939 - logcount_predictions_loss: 0.5889 1948/1952 [============================>.] - ETA: 2s - loss: 337.2393 - logits_profile_predictions_loss: 328.9947 - logcount_predictions_loss: 0.5889 1949/1952 [============================>.] - ETA: 1s - loss: 337.2401 - logits_profile_predictions_loss: 328.9954 - logcount_predictions_loss: 0.5889 1950/1952 [============================>.] - ETA: 1s - loss: 337.2408 - logits_profile_predictions_loss: 328.9961 - logcount_predictions_loss: 0.5889 1951/1952 [============================>.] - ETA: 0s - loss: 337.2416 - logits_profile_predictions_loss: 328.9969 - logcount_predictions_loss: 0.5889 1952/1952 [==============================] - ETA: 0s - loss: 337.2423 - logits_profile_predictions_loss: 328.9976 - logcount_predictions_loss: 0.5889 1952/1952 [==============================] - 1136s 582ms/step - loss: 337.2430 - logits_profile_predictions_loss: 328.9983 - logcount_predictions_loss: 0.5889 - val_loss: 358.0069 - val_logits_profile_predictions_loss: 349.7159 - val_logcount_predictions_loss: 0.5922 Epoch 00008: val_loss improved from 359.22220 to 358.00693, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 9/50 1/1952 [..............................] - ETA: 18:50 - loss: 343.6550 - logits_profile_predictions_loss: 337.6631 - logcount_predictions_loss: 0.4280 2/1952 [..............................] - ETA: 18:21 - loss: 341.3971 - logits_profile_predictions_loss: 335.4930 - logcount_predictions_loss: 0.4217 3/1952 [..............................] - ETA: 18:20 - loss: 340.2829 - logits_profile_predictions_loss: 334.0377 - logcount_predictions_loss: 0.4461 4/1952 [..............................] - ETA: 18:19 - loss: 340.4099 - logits_profile_predictions_loss: 333.9470 - logcount_predictions_loss: 0.4616 5/1952 [..............................] - ETA: 18:19 - loss: 339.5781 - logits_profile_predictions_loss: 332.8605 - logcount_predictions_loss: 0.4798 6/1952 [..............................] - ETA: 18:18 - loss: 339.1429 - logits_profile_predictions_loss: 332.1840 - logcount_predictions_loss: 0.4971 7/1952 [..............................] - ETA: 18:17 - loss: 338.7866 - logits_profile_predictions_loss: 331.6329 - logcount_predictions_loss: 0.5110 8/1952 [..............................] - ETA: 18:17 - loss: 338.7393 - logits_profile_predictions_loss: 331.4756 - logcount_predictions_loss: 0.5188 9/1952 [..............................] - ETA: 18:16 - loss: 339.2748 - logits_profile_predictions_loss: 331.9119 - logcount_predictions_loss: 0.5259 10/1952 [..............................] - ETA: 18:16 - loss: 340.3514 - logits_profile_predictions_loss: 332.9161 - logcount_predictions_loss: 0.5311 11/1952 [..............................] - ETA: 18:15 - loss: 340.9545 - logits_profile_predictions_loss: 333.4677 - logcount_predictions_loss: 0.5348 12/1952 [..............................] - ETA: 18:14 - loss: 341.2233 - logits_profile_predictions_loss: 333.7019 - logcount_predictions_loss: 0.5372 13/1952 [..............................] - ETA: 18:14 - loss: 341.6073 - logits_profile_predictions_loss: 334.0431 - logcount_predictions_loss: 0.5403 14/1952 [..............................] - ETA: 18:13 - loss: 341.9115 - logits_profile_predictions_loss: 334.2975 - logcount_predictions_loss: 0.5439 15/1952 [..............................] - ETA: 18:13 - loss: 342.2364 - logits_profile_predictions_loss: 334.5774 - logcount_predictions_loss: 0.5471 16/1952 [..............................] - ETA: 18:12 - loss: 342.4514 - logits_profile_predictions_loss: 334.7577 - logcount_predictions_loss: 0.5495 17/1952 [..............................] - ETA: 18:12 - loss: 342.5030 - logits_profile_predictions_loss: 334.7858 - logcount_predictions_loss: 0.5512 18/1952 [..............................] - ETA: 18:11 - loss: 342.4735 - logits_profile_predictions_loss: 334.7244 - logcount_predictions_loss: 0.5535 19/1952 [..............................] - ETA: 18:11 - loss: 342.4595 - logits_profile_predictions_loss: 334.6801 - logcount_predictions_loss: 0.5557 20/1952 [..............................] - ETA: 18:10 - loss: 342.4239 - 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[..............................] - ETA: 18:06 - loss: 341.8291 - logits_profile_predictions_loss: 333.9089 - logcount_predictions_loss: 0.5657 28/1952 [..............................] - ETA: 18:05 - loss: 341.7128 - logits_profile_predictions_loss: 333.7827 - logcount_predictions_loss: 0.5664 29/1952 [..............................] - ETA: 18:05 - loss: 341.5600 - logits_profile_predictions_loss: 333.6241 - logcount_predictions_loss: 0.5668 30/1952 [..............................] - ETA: 18:04 - loss: 341.4640 - logits_profile_predictions_loss: 333.5244 - logcount_predictions_loss: 0.5671 31/1952 [..............................] - ETA: 18:04 - loss: 341.3630 - logits_profile_predictions_loss: 333.4208 - logcount_predictions_loss: 0.5673 32/1952 [..............................] - ETA: 18:03 - loss: 341.2777 - logits_profile_predictions_loss: 333.3331 - logcount_predictions_loss: 0.5675 33/1952 [..............................] - ETA: 18:03 - loss: 341.2485 - 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[..............................] - ETA: 17:59 - loss: 341.5100 - logits_profile_predictions_loss: 333.5671 - logcount_predictions_loss: 0.5673 41/1952 [..............................] - ETA: 17:58 - loss: 341.5753 - logits_profile_predictions_loss: 333.6343 - logcount_predictions_loss: 0.5672 42/1952 [..............................] - ETA: 17:58 - loss: 341.6277 - logits_profile_predictions_loss: 333.6888 - logcount_predictions_loss: 0.5671 43/1952 [..............................] - ETA: 17:57 - loss: 341.6744 - logits_profile_predictions_loss: 333.7388 - logcount_predictions_loss: 0.5668 44/1952 [..............................] - ETA: 17:56 - loss: 341.7037 - logits_profile_predictions_loss: 333.7715 - logcount_predictions_loss: 0.5666 45/1952 [..............................] - ETA: 17:56 - loss: 341.7440 - logits_profile_predictions_loss: 333.8146 - logcount_predictions_loss: 0.5664 46/1952 [..............................] - ETA: 17:55 - loss: 341.7860 - 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[..............................] - ETA: 17:51 - loss: 341.9048 - logits_profile_predictions_loss: 333.9965 - logcount_predictions_loss: 0.5649 54/1952 [..............................] - ETA: 17:50 - loss: 341.9257 - logits_profile_predictions_loss: 334.0197 - logcount_predictions_loss: 0.5647 55/1952 [..............................] - ETA: 17:50 - loss: 341.9403 - logits_profile_predictions_loss: 334.0371 - logcount_predictions_loss: 0.5645 56/1952 [..............................] - ETA: 17:49 - loss: 341.9308 - logits_profile_predictions_loss: 334.0306 - logcount_predictions_loss: 0.5643 57/1952 [..............................] - ETA: 17:48 - loss: 341.9198 - logits_profile_predictions_loss: 334.0219 - logcount_predictions_loss: 0.5641 58/1952 [..............................] - ETA: 17:48 - loss: 341.9071 - logits_profile_predictions_loss: 334.0111 - logcount_predictions_loss: 0.5640 59/1952 [..............................] - ETA: 17:47 - loss: 341.8903 - 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[>.............................] - ETA: 17:43 - loss: 341.8115 - logits_profile_predictions_loss: 333.9283 - logcount_predictions_loss: 0.5631 67/1952 [>.............................] - ETA: 17:43 - loss: 341.8092 - logits_profile_predictions_loss: 333.9271 - logcount_predictions_loss: 0.5630 68/1952 [>.............................] - ETA: 17:42 - loss: 341.8014 - logits_profile_predictions_loss: 333.9204 - logcount_predictions_loss: 0.5629 69/1952 [>.............................] - ETA: 17:41 - loss: 341.7833 - logits_profile_predictions_loss: 333.9031 - logcount_predictions_loss: 0.5629 70/1952 [>.............................] - ETA: 17:41 - loss: 341.7637 - logits_profile_predictions_loss: 333.8842 - logcount_predictions_loss: 0.5628 71/1952 [>.............................] - ETA: 17:40 - loss: 341.7462 - logits_profile_predictions_loss: 333.8678 - logcount_predictions_loss: 0.5627 72/1952 [>.............................] - ETA: 17:40 - loss: 341.7323 - 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[>.............................] - ETA: 17:36 - loss: 341.6418 - logits_profile_predictions_loss: 333.7738 - logcount_predictions_loss: 0.5620 80/1952 [>.............................] - ETA: 17:35 - loss: 341.6178 - logits_profile_predictions_loss: 333.7510 - logcount_predictions_loss: 0.5619 81/1952 [>.............................] - ETA: 17:34 - loss: 341.5925 - logits_profile_predictions_loss: 333.7267 - logcount_predictions_loss: 0.5618 82/1952 [>.............................] - ETA: 17:34 - loss: 341.5641 - logits_profile_predictions_loss: 333.6996 - logcount_predictions_loss: 0.5618 83/1952 [>.............................] - ETA: 17:33 - loss: 341.5356 - logits_profile_predictions_loss: 333.6721 - logcount_predictions_loss: 0.5617 84/1952 [>.............................] - ETA: 17:33 - loss: 341.5074 - logits_profile_predictions_loss: 333.6447 - logcount_predictions_loss: 0.5616 85/1952 [>.............................] - ETA: 17:32 - loss: 341.4833 - 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[>.............................] - ETA: 17:28 - loss: 341.3523 - logits_profile_predictions_loss: 333.4949 - logcount_predictions_loss: 0.5612 93/1952 [>.............................] - ETA: 17:27 - loss: 341.3266 - logits_profile_predictions_loss: 333.4693 - logcount_predictions_loss: 0.5612 94/1952 [>.............................] - ETA: 17:27 - loss: 341.3009 - logits_profile_predictions_loss: 333.4441 - logcount_predictions_loss: 0.5612 95/1952 [>.............................] - ETA: 17:26 - loss: 341.2747 - logits_profile_predictions_loss: 333.4185 - logcount_predictions_loss: 0.5612 96/1952 [>.............................] - ETA: 17:26 - loss: 341.2483 - logits_profile_predictions_loss: 333.3930 - logcount_predictions_loss: 0.5611 97/1952 [>.............................] - ETA: 17:25 - loss: 341.2254 - logits_profile_predictions_loss: 333.3709 - logcount_predictions_loss: 0.5610 98/1952 [>.............................] - ETA: 17:25 - loss: 341.2050 - 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[>.............................] - ETA: 17:21 - loss: 341.1010 - logits_profile_predictions_loss: 333.2549 - logcount_predictions_loss: 0.5604 106/1952 [>.............................] - ETA: 17:20 - loss: 341.0825 - logits_profile_predictions_loss: 333.2376 - logcount_predictions_loss: 0.5604 107/1952 [>.............................] - ETA: 17:19 - loss: 341.0606 - logits_profile_predictions_loss: 333.2169 - logcount_predictions_loss: 0.5603 108/1952 [>.............................] - ETA: 17:19 - loss: 341.0387 - logits_profile_predictions_loss: 333.1961 - logcount_predictions_loss: 0.5602 109/1952 [>.............................] - ETA: 17:18 - loss: 341.0174 - logits_profile_predictions_loss: 333.1757 - logcount_predictions_loss: 0.5601 110/1952 [>.............................] - ETA: 17:18 - loss: 340.9959 - logits_profile_predictions_loss: 333.1552 - logcount_predictions_loss: 0.5601 111/1952 [>.............................] - ETA: 17:17 - loss: 340.9737 - 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[====>.........................] - ETA: 15:16 - loss: 338.2823 - logits_profile_predictions_loss: 330.5289 - logcount_predictions_loss: 0.5538 327/1952 [====>.........................] - ETA: 15:15 - loss: 338.2808 - logits_profile_predictions_loss: 330.5272 - logcount_predictions_loss: 0.5538 328/1952 [====>.........................] - ETA: 15:15 - loss: 338.2791 - logits_profile_predictions_loss: 330.5254 - logcount_predictions_loss: 0.5538 329/1952 [====>.........................] - ETA: 15:14 - loss: 338.2774 - logits_profile_predictions_loss: 330.5236 - logcount_predictions_loss: 0.5538 330/1952 [====>.........................] - ETA: 15:14 - loss: 338.2755 - logits_profile_predictions_loss: 330.5215 - logcount_predictions_loss: 0.5539 331/1952 [====>.........................] - ETA: 15:13 - loss: 338.2733 - logits_profile_predictions_loss: 330.5193 - logcount_predictions_loss: 0.5539 332/1952 [====>.........................] - ETA: 15:12 - loss: 338.2713 - 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[====>.........................] - ETA: 15:01 - loss: 338.2474 - logits_profile_predictions_loss: 330.4902 - logcount_predictions_loss: 0.5541 353/1952 [====>.........................] - ETA: 15:01 - loss: 338.2469 - logits_profile_predictions_loss: 330.4897 - logcount_predictions_loss: 0.5541 354/1952 [====>.........................] - ETA: 15:00 - loss: 338.2466 - logits_profile_predictions_loss: 330.4892 - logcount_predictions_loss: 0.5541 355/1952 [====>.........................] - ETA: 14:59 - loss: 338.2464 - logits_profile_predictions_loss: 330.4889 - logcount_predictions_loss: 0.5541 356/1952 [====>.........................] - ETA: 14:59 - loss: 338.2460 - logits_profile_predictions_loss: 330.4884 - logcount_predictions_loss: 0.5541 357/1952 [====>.........................] - ETA: 14:58 - loss: 338.2457 - logits_profile_predictions_loss: 330.4880 - logcount_predictions_loss: 0.5541 358/1952 [====>.........................] - ETA: 14:58 - loss: 338.2458 - 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[====>.........................] - ETA: 14:54 - loss: 338.2440 - logits_profile_predictions_loss: 330.4850 - logcount_predictions_loss: 0.5542 366/1952 [====>.........................] - ETA: 14:53 - loss: 338.2435 - logits_profile_predictions_loss: 330.4843 - logcount_predictions_loss: 0.5542 367/1952 [====>.........................] - ETA: 14:53 - loss: 338.2429 - logits_profile_predictions_loss: 330.4836 - logcount_predictions_loss: 0.5542 368/1952 [====>.........................] - ETA: 14:52 - loss: 338.2426 - logits_profile_predictions_loss: 330.4830 - logcount_predictions_loss: 0.5543 369/1952 [====>.........................] - ETA: 14:52 - loss: 338.2421 - logits_profile_predictions_loss: 330.4824 - logcount_predictions_loss: 0.5543 370/1952 [====>.........................] - ETA: 14:51 - loss: 338.2414 - logits_profile_predictions_loss: 330.4815 - logcount_predictions_loss: 0.5543 371/1952 [====>.........................] - ETA: 14:50 - loss: 338.2411 - 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[====>.........................] - ETA: 14:46 - loss: 338.2371 - logits_profile_predictions_loss: 330.4758 - logcount_predictions_loss: 0.5544 379/1952 [====>.........................] - ETA: 14:46 - loss: 338.2368 - logits_profile_predictions_loss: 330.4753 - logcount_predictions_loss: 0.5544 380/1952 [====>.........................] - ETA: 14:45 - loss: 338.2363 - logits_profile_predictions_loss: 330.4747 - logcount_predictions_loss: 0.5544 381/1952 [====>.........................] - ETA: 14:45 - loss: 338.2356 - logits_profile_predictions_loss: 330.4738 - logcount_predictions_loss: 0.5544 382/1952 [====>.........................] - ETA: 14:44 - loss: 338.2347 - logits_profile_predictions_loss: 330.4728 - logcount_predictions_loss: 0.5544 383/1952 [====>.........................] - ETA: 14:44 - loss: 338.2339 - logits_profile_predictions_loss: 330.4719 - logcount_predictions_loss: 0.5544 384/1952 [====>.........................] - ETA: 14:43 - loss: 338.2329 - 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[==================>...........] - ETA: 6:36 - loss: 337.6865 - logits_profile_predictions_loss: 329.8433 - logcount_predictions_loss: 0.5602 1250/1952 [==================>...........] - ETA: 6:35 - loss: 337.6864 - logits_profile_predictions_loss: 329.8432 - logcount_predictions_loss: 0.5602 1251/1952 [==================>...........] - ETA: 6:34 - loss: 337.6864 - logits_profile_predictions_loss: 329.8431 - logcount_predictions_loss: 0.5602 1252/1952 [==================>...........] - ETA: 6:34 - loss: 337.6864 - logits_profile_predictions_loss: 329.8430 - logcount_predictions_loss: 0.5602 1253/1952 [==================>...........] - ETA: 6:33 - loss: 337.6864 - logits_profile_predictions_loss: 329.8429 - logcount_predictions_loss: 0.5602 1254/1952 [==================>...........] - ETA: 6:33 - loss: 337.6863 - logits_profile_predictions_loss: 329.8428 - logcount_predictions_loss: 0.5603 1255/1952 [==================>...........] - ETA: 6:32 - loss: 337.6863 - 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[==================>...........] - ETA: 6:28 - loss: 337.6861 - logits_profile_predictions_loss: 329.8421 - logcount_predictions_loss: 0.5603 1263/1952 [==================>...........] - ETA: 6:28 - loss: 337.6861 - logits_profile_predictions_loss: 329.8420 - logcount_predictions_loss: 0.5603 1264/1952 [==================>...........] - ETA: 6:27 - loss: 337.6861 - logits_profile_predictions_loss: 329.8420 - logcount_predictions_loss: 0.5603 1265/1952 [==================>...........] - ETA: 6:27 - loss: 337.6861 - logits_profile_predictions_loss: 329.8419 - logcount_predictions_loss: 0.5603 1266/1952 [==================>...........] - ETA: 6:26 - loss: 337.6861 - logits_profile_predictions_loss: 329.8418 - logcount_predictions_loss: 0.5603 1267/1952 [==================>...........] - ETA: 6:25 - loss: 337.6861 - logits_profile_predictions_loss: 329.8418 - logcount_predictions_loss: 0.5603 1268/1952 [==================>...........] - ETA: 6:25 - loss: 337.6861 - logits_profile_predictions_loss: 329.8417 - logcount_predictions_loss: 0.5603 1269/1952 [==================>...........] - ETA: 6:24 - loss: 337.6861 - logits_profile_predictions_loss: 329.8417 - logcount_predictions_loss: 0.5603 1270/1952 [==================>...........] - ETA: 6:24 - loss: 337.6861 - logits_profile_predictions_loss: 329.8416 - logcount_predictions_loss: 0.5603 1271/1952 [==================>...........] - ETA: 6:23 - loss: 337.6861 - logits_profile_predictions_loss: 329.8416 - logcount_predictions_loss: 0.5603 1272/1952 [==================>...........] - ETA: 6:23 - loss: 337.6862 - logits_profile_predictions_loss: 329.8415 - logcount_predictions_loss: 0.5603 1273/1952 [==================>...........] - ETA: 6:22 - loss: 337.6862 - logits_profile_predictions_loss: 329.8415 - logcount_predictions_loss: 0.5603 1274/1952 [==================>...........] - ETA: 6:21 - loss: 337.6863 - logits_profile_predictions_loss: 329.8415 - logcount_predictions_loss: 0.5603 1275/1952 [==================>...........] - ETA: 6:21 - loss: 337.6863 - logits_profile_predictions_loss: 329.8415 - logcount_predictions_loss: 0.5603 1276/1952 [==================>...........] - ETA: 6:20 - loss: 337.6863 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5603 1277/1952 [==================>...........] - ETA: 6:20 - loss: 337.6864 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1278/1952 [==================>...........] - ETA: 6:19 - loss: 337.6864 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1279/1952 [==================>...........] - ETA: 6:19 - loss: 337.6865 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1280/1952 [==================>...........] - ETA: 6:18 - loss: 337.6865 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1281/1952 [==================>...........] - ETA: 6:18 - loss: 337.6866 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1282/1952 [==================>...........] - ETA: 6:17 - loss: 337.6866 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1283/1952 [==================>...........] - ETA: 6:16 - loss: 337.6867 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1284/1952 [==================>...........] - ETA: 6:16 - loss: 337.6867 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.5604 1285/1952 [==================>...........] - ETA: 6:15 - loss: 337.6868 - logits_profile_predictions_loss: 329.8414 - logcount_predictions_loss: 0.56042022-09-20_21-16-20: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 125392 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 125392 Number of peaks input: 27900 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 27900 Number of non peaks input: 126970 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 126970 Number of non peaks input: 26321 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 26321 Number of peaks after removing outliers: 124010 Number of nonpeaks after removing outliers: 111667 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/3490 [..............................] - ETA: 20:15:28 10/3490 [..............................] - ETA: 21s  19/3490 [..............................] - ETA: 21s 28/3490 [..............................] - ETA: 21s 37/3490 [..............................] - ETA: 21s 46/3490 [..............................] - ETA: 21s 55/3490 [..............................] - ETA: 20s 64/3490 [..............................] - ETA: 20s 73/3490 [..............................] - ETA: 20s 82/3490 [..............................] - ETA: 20s 91/3490 [..............................] - ETA: 20s 100/3490 [..............................] - ETA: 20s 109/3490 [..............................] - ETA: 20s 118/3490 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ETA: 0s 3447/3490 [============================>.] - ETA: 0s 3456/3490 [============================>.] - ETA: 0s 3465/3490 [============================>.] - ETA: 0s 3474/3490 [============================>.] - ETA: 0s 3483/3490 [============================>.] - ETA: 0s 3490/3490 [==============================] - ETA: 0s 3490/3490 [==============================] - 55s 10ms/step 2022-09-20_21-20-20: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '14.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(113570, 10) loading nonpeaks... got split:train for bed regions:(101026, 10) loading peaks... got split:valid for bed regions:(10440, 10) loading nonpeaks... got split:valid for bed regions:(10641, 10) Epoch 1/50 1/1952 [..............................] - ETA: 69:07:47 - loss: 480.7454 - logits_profile_predictions_loss: 416.5237 - logcount_predictions_loss: 4.5873 2/1952 [..............................] - ETA: 10:10 - loss: 17971.0934 - logits_profile_predictions_loss: 422.0934 - logcount_predictions_loss: 1253.5001 3/1952 [..............................] - ETA: 10:01 - loss: 19908.0883 - logits_profile_predictions_loss: 421.6837 - logcount_predictions_loss: 1391.8861 4/1952 [..............................] - ETA: 9:58 - loss: 19421.2777 - logits_profile_predictions_loss: 421.7827 - logcount_predictions_loss: 1357.1069  5/1952 [..............................] - ETA: 9:57 - loss: 18424.3606 - logits_profile_predictions_loss: 416.8090 - logcount_predictions_loss: 1286.2538 6/1952 [..............................] - ETA: 9:55 - loss: 17370.8781 - logits_profile_predictions_loss: 412.9688 - logcount_predictions_loss: 1211.2793 7/1952 [..............................] - ETA: 9:54 - loss: 16379.6044 - logits_profile_predictions_loss: 409.2535 - logcount_predictions_loss: 1140.7394 8/1952 [..............................] - ETA: 9:53 - loss: 15479.8268 - logits_profile_predictions_loss: 406.1771 - logcount_predictions_loss: 1076.6893 9/1952 [..............................] - ETA: 9:52 - loss: 14671.4560 - logits_profile_predictions_loss: 403.1701 - logcount_predictions_loss: 1019.1633 10/1952 [..............................] - ETA: 9:51 - loss: 13947.1441 - logits_profile_predictions_loss: 400.7650 - logcount_predictions_loss: 967.5986  11/1952 [..............................] - ETA: 9:50 - loss: 13296.8183 - logits_profile_predictions_loss: 398.8052 - logcount_predictions_loss: 921.2867 12/1952 [..............................] - ETA: 9:49 - loss: 12710.7982 - logits_profile_predictions_loss: 397.1880 - logcount_predictions_loss: 879.5436 13/1952 [..............................] - ETA: 9:49 - loss: 12180.2781 - logits_profile_predictions_loss: 395.6335 - logcount_predictions_loss: 841.7604 14/1952 [..............................] - ETA: 9:48 - loss: 11697.7496 - logits_profile_predictions_loss: 393.9894 - logcount_predictions_loss: 807.4115 15/1952 [..............................] - ETA: 9:47 - loss: 11257.5545 - logits_profile_predictions_loss: 392.7122 - logcount_predictions_loss: 776.0602 16/1952 [..............................] - ETA: 9:47 - loss: 10854.0519 - logits_profile_predictions_loss: 391.4909 - logcount_predictions_loss: 747.3258 17/1952 [..............................] - ETA: 9:46 - loss: 10482.6645 - logits_profile_predictions_loss: 390.2131 - logcount_predictions_loss: 720.8894 18/1952 [..............................] - ETA: 9:45 - loss: 10139.8243 - logits_profile_predictions_loss: 389.0477 - logcount_predictions_loss: 696.4841 19/1952 [..............................] - ETA: 9:45 - loss: 9822.3395 - logits_profile_predictions_loss: 388.0119 - logcount_predictions_loss: 673.8806  20/1952 [..............................] - ETA: 9:44 - loss: 9527.4566 - logits_profile_predictions_loss: 387.1101 - logcount_predictions_loss: 652.8819 21/1952 [..............................] - ETA: 9:44 - loss: 9252.6704 - logits_profile_predictions_loss: 386.2371 - logcount_predictions_loss: 633.3167 22/1952 [..............................] - ETA: 9:43 - loss: 8996.0620 - logits_profile_predictions_loss: 385.5083 - logcount_predictions_loss: 615.0396 23/1952 [..............................] - ETA: 9:43 - loss: 8755.8318 - logits_profile_predictions_loss: 384.8970 - logcount_predictions_loss: 597.9240 24/1952 [..............................] - ETA: 9:43 - loss: 8530.4011 - logits_profile_predictions_loss: 384.3788 - logcount_predictions_loss: 581.8588 25/1952 [..............................] - ETA: 9:42 - loss: 8318.3098 - logits_profile_predictions_loss: 383.8706 - logcount_predictions_loss: 566.7457 26/1952 [..............................] - ETA: 9:42 - loss: 8118.4184 - logits_profile_predictions_loss: 383.4168 - logcount_predictions_loss: 552.5002 27/1952 [..............................] - ETA: 9:41 - loss: 7929.6413 - logits_profile_predictions_loss: 382.9938 - logcount_predictions_loss: 539.0463 28/1952 [..............................] - ETA: 9:41 - loss: 7751.0287 - logits_profile_predictions_loss: 382.5853 - logcount_predictions_loss: 526.3174 29/1952 [..............................] - ETA: 9:40 - loss: 7581.7561 - logits_profile_predictions_loss: 382.1981 - logcount_predictions_loss: 514.2542 30/1952 [..............................] - ETA: 9:40 - loss: 7421.0775 - logits_profile_predictions_loss: 381.8283 - logcount_predictions_loss: 502.8036 31/1952 [..............................] - ETA: 9:40 - loss: 7268.2926 - logits_profile_predictions_loss: 381.4454 - logcount_predictions_loss: 491.9177 32/1952 [..............................] - ETA: 9:39 - loss: 7122.8881 - logits_profile_predictions_loss: 381.1182 - logcount_predictions_loss: 481.5550 33/1952 [..............................] - ETA: 9:39 - loss: 6984.2327 - logits_profile_predictions_loss: 380.7711 - logcount_predictions_loss: 471.6759 34/1952 [..............................] - ETA: 9:38 - loss: 6851.8829 - logits_profile_predictions_loss: 380.4408 - logcount_predictions_loss: 462.2459 35/1952 [..............................] - ETA: 9:38 - loss: 6725.4068 - logits_profile_predictions_loss: 380.1393 - logcount_predictions_loss: 453.2334 36/1952 [..............................] - ETA: 9:38 - loss: 6604.3745 - logits_profile_predictions_loss: 379.8451 - logcount_predictions_loss: 444.6093 37/1952 [..............................] - ETA: 9:37 - loss: 6488.4651 - logits_profile_predictions_loss: 379.5868 - logcount_predictions_loss: 436.3485 38/1952 [..............................] - ETA: 9:37 - loss: 6377.3380 - logits_profile_predictions_loss: 379.3550 - logcount_predictions_loss: 428.4274 39/1952 [..............................] - ETA: 9:37 - loss: 6270.7011 - logits_profile_predictions_loss: 379.1626 - logcount_predictions_loss: 420.8242 40/1952 [..............................] - ETA: 9:36 - loss: 6168.2365 - logits_profile_predictions_loss: 378.9619 - logcount_predictions_loss: 413.5197 41/1952 [..............................] - ETA: 9:36 - loss: 6069.7120 - logits_profile_predictions_loss: 378.7730 - logcount_predictions_loss: 406.4957 42/1952 [..............................] - ETA: 9:36 - loss: 5974.9219 - logits_profile_predictions_loss: 378.6160 - logcount_predictions_loss: 399.7362 43/1952 [..............................] - ETA: 9:35 - loss: 5883.6061 - logits_profile_predictions_loss: 378.4510 - logcount_predictions_loss: 393.2254 44/1952 [..............................] - ETA: 9:35 - loss: 5795.5625 - logits_profile_predictions_loss: 378.2737 - logcount_predictions_loss: 386.9492 45/1952 [..............................] - ETA: 9:35 - loss: 5710.6143 - logits_profile_predictions_loss: 378.0889 - logcount_predictions_loss: 380.8947 46/1952 [..............................] - ETA: 9:34 - loss: 5628.6067 - logits_profile_predictions_loss: 377.9102 - logcount_predictions_loss: 375.0498 47/1952 [..............................] - ETA: 9:34 - loss: 5549.3922 - logits_profile_predictions_loss: 377.7441 - logcount_predictions_loss: 369.4035 48/1952 [..............................] - ETA: 9:34 - loss: 5472.8084 - logits_profile_predictions_loss: 377.5751 - logcount_predictions_loss: 363.9453 49/1952 [..............................] - ETA: 9:33 - loss: 5398.7281 - logits_profile_predictions_loss: 377.4109 - logcount_predictions_loss: 358.6655 50/1952 [..............................] - ETA: 9:33 - loss: 5327.0378 - logits_profile_predictions_loss: 377.2623 - logcount_predictions_loss: 353.5554 51/1952 [..............................] - ETA: 9:33 - loss: 5257.6276 - logits_profile_predictions_loss: 377.1369 - logcount_predictions_loss: 348.6065 52/1952 [..............................] - ETA: 9:32 - loss: 5190.3691 - logits_profile_predictions_loss: 377.0176 - logcount_predictions_loss: 343.8109 53/1952 [..............................] - ETA: 9:32 - loss: 5125.1704 - logits_profile_predictions_loss: 376.9132 - logcount_predictions_loss: 339.1613 54/1952 [..............................] - ETA: 9:32 - loss: 5061.9159 - logits_profile_predictions_loss: 376.8039 - logcount_predictions_loss: 334.6509 55/1952 [..............................] - ETA: 9:32 - loss: 5000.5215 - logits_profile_predictions_loss: 376.6969 - logcount_predictions_loss: 330.2732 56/1952 [..............................] - ETA: 9:31 - loss: 4940.8989 - logits_profile_predictions_loss: 376.5874 - logcount_predictions_loss: 326.0223 57/1952 [..............................] - ETA: 9:31 - loss: 4882.9567 - logits_profile_predictions_loss: 376.4635 - logcount_predictions_loss: 321.8924 58/1952 [..............................] - ETA: 9:31 - loss: 4826.6380 - logits_profile_predictions_loss: 376.3432 - logcount_predictions_loss: 317.8782 59/1952 [..............................] - ETA: 9:30 - loss: 4771.8615 - logits_profile_predictions_loss: 376.2141 - logcount_predictions_loss: 313.9748 60/1952 [..............................] - ETA: 9:30 - loss: 4718.5575 - logits_profile_predictions_loss: 376.0720 - logcount_predictions_loss: 310.1776 61/1952 [..............................] - ETA: 9:30 - loss: 4666.6652 - logits_profile_predictions_loss: 375.9194 - logcount_predictions_loss: 306.4819 62/1952 [..............................] - ETA: 9:29 - loss: 4616.1546 - logits_profile_predictions_loss: 375.7832 - logcount_predictions_loss: 302.8837 63/1952 [..............................] - ETA: 9:29 - loss: 4566.9481 - logits_profile_predictions_loss: 375.6422 - logcount_predictions_loss: 299.3790 64/1952 [..............................] - ETA: 9:29 - loss: 4518.9976 - logits_profile_predictions_loss: 375.5016 - logcount_predictions_loss: 295.9640 65/1952 [..............................] - ETA: 9:28 - loss: 4472.2576 - logits_profile_predictions_loss: 375.3652 - logcount_predictions_loss: 292.6352 66/1952 [>.............................] - ETA: 9:28 - loss: 4426.6915 - logits_profile_predictions_loss: 375.2428 - logcount_predictions_loss: 289.3892 67/1952 [>.............................] - ETA: 9:28 - loss: 4382.2407 - logits_profile_predictions_loss: 375.1202 - logcount_predictions_loss: 286.2229 68/1952 [>.............................] - ETA: 9:28 - loss: 4338.8744 - logits_profile_predictions_loss: 375.0094 - logcount_predictions_loss: 283.1332 69/1952 [>.............................] - ETA: 9:27 - loss: 4296.5428 - logits_profile_predictions_loss: 374.9009 - logcount_predictions_loss: 280.1173 70/1952 [>.............................] - ETA: 9:27 - loss: 4255.2121 - logits_profile_predictions_loss: 374.7981 - logcount_predictions_loss: 277.1724 71/1952 [>.............................] - ETA: 9:27 - loss: 4214.8507 - logits_profile_predictions_loss: 374.7056 - logcount_predictions_loss: 274.2961 72/1952 [>.............................] - ETA: 9:26 - loss: 4175.4306 - logits_profile_predictions_loss: 374.6297 - logcount_predictions_loss: 271.4858 73/1952 [>.............................] - ETA: 9:26 - loss: 4136.9082 - logits_profile_predictions_loss: 374.5594 - logcount_predictions_loss: 268.7392 74/1952 [>.............................] - ETA: 9:26 - loss: 4099.2480 - logits_profile_predictions_loss: 374.4910 - logcount_predictions_loss: 266.0541 75/1952 [>.............................] - ETA: 9:26 - loss: 4062.4250 - logits_profile_predictions_loss: 374.4281 - logcount_predictions_loss: 263.4284 76/1952 [>.............................] - ETA: 9:25 - loss: 4026.4007 - logits_profile_predictions_loss: 374.3626 - logcount_predictions_loss: 260.8599 77/1952 [>.............................] - ETA: 9:25 - loss: 3991.1545 - logits_profile_predictions_loss: 374.2996 - logcount_predictions_loss: 258.3468 78/1952 [>.............................] - ETA: 9:25 - loss: 3956.6621 - logits_profile_predictions_loss: 374.2412 - logcount_predictions_loss: 255.8872 79/1952 [>.............................] - ETA: 9:24 - loss: 3922.8974 - logits_profile_predictions_loss: 374.1856 - logcount_predictions_loss: 253.4794 80/1952 [>.............................] - ETA: 9:24 - loss: 3889.8357 - logits_profile_predictions_loss: 374.1316 - logcount_predictions_loss: 251.1217 81/1952 [>.............................] - ETA: 9:24 - loss: 3857.4485 - logits_profile_predictions_loss: 374.0739 - logcount_predictions_loss: 248.8125 82/1952 [>.............................] - ETA: 9:24 - loss: 3825.7257 - logits_profile_predictions_loss: 374.0230 - logcount_predictions_loss: 246.5502 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347/1952 [====>.........................] - ETA: 8:06 - loss: 1495.1370 - logits_profile_predictions_loss: 371.9694 - logcount_predictions_loss: 80.2263 348/1952 [====>.........................] - ETA: 8:05 - loss: 1492.5364 - logits_profile_predictions_loss: 371.9639 - logcount_predictions_loss: 80.0409 349/1952 [====>.........................] - ETA: 8:05 - loss: 1489.9488 - logits_profile_predictions_loss: 371.9582 - logcount_predictions_loss: 79.8565 350/1952 [====>.........................] - ETA: 8:05 - loss: 1487.3741 - logits_profile_predictions_loss: 371.9523 - logcount_predictions_loss: 79.6730 351/1952 [====>.........................] - ETA: 8:05 - loss: 1484.8122 - logits_profile_predictions_loss: 371.9462 - logcount_predictions_loss: 79.4904 352/1952 [====>.........................] - ETA: 8:04 - loss: 1482.2627 - logits_profile_predictions_loss: 371.9397 - logcount_predictions_loss: 79.3088 353/1952 [====>.........................] - ETA: 8:04 - loss: 1479.7262 - logits_profile_predictions_loss: 371.9333 - logcount_predictions_loss: 79.1281 354/1952 [====>.........................] - ETA: 8:04 - loss: 1477.2026 - logits_profile_predictions_loss: 371.9273 - logcount_predictions_loss: 78.9482 355/1952 [====>.........................] - ETA: 8:03 - loss: 1474.6913 - logits_profile_predictions_loss: 371.9208 - logcount_predictions_loss: 78.7693 356/1952 [====>.........................] - ETA: 8:03 - loss: 1472.1925 - logits_profile_predictions_loss: 371.9144 - logcount_predictions_loss: 78.5913 357/1952 [====>.........................] - ETA: 8:03 - loss: 1469.7059 - logits_profile_predictions_loss: 371.9078 - logcount_predictions_loss: 78.4141 358/1952 [====>.........................] - ETA: 8:02 - loss: 1467.2315 - logits_profile_predictions_loss: 371.9012 - logcount_predictions_loss: 78.2379 359/1952 [====>.........................] - ETA: 8:02 - loss: 1464.7690 - logits_profile_predictions_loss: 371.8944 - logcount_predictions_loss: 78.0625 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logcount_predictions_loss: 19.8547 1920/1952 [============================>.] - ETA: 11s - loss: 641.8258 - logits_profile_predictions_loss: 363.9783 - logcount_predictions_loss: 19.8462 1921/1952 [============================>.] - ETA: 11s - loss: 641.7039 - logits_profile_predictions_loss: 363.9750 - logcount_predictions_loss: 19.8378 1922/1952 [============================>.] - ETA: 11s - loss: 641.5822 - logits_profile_predictions_loss: 363.9717 - logcount_predictions_loss: 19.8293 1923/1952 [============================>.] - ETA: 10s - loss: 641.4605 - logits_profile_predictions_loss: 363.9684 - logcount_predictions_loss: 19.8209 1924/1952 [============================>.] - ETA: 10s - loss: 641.3390 - logits_profile_predictions_loss: 363.9651 - logcount_predictions_loss: 19.8124 1925/1952 [============================>.] - ETA: 9s - loss: 641.2175 - logits_profile_predictions_loss: 363.9618 - logcount_predictions_loss: 19.8040  1926/1952 [============================>.] - ETA: 9s - loss: 641.0962 - logits_profile_predictions_loss: 363.9584 - logcount_predictions_loss: 19.7956 1927/1952 [============================>.] - ETA: 9s - loss: 640.9750 - logits_profile_predictions_loss: 363.9551 - logcount_predictions_loss: 19.7871 1928/1952 [============================>.] - ETA: 8s - loss: 640.8539 - logits_profile_predictions_loss: 363.9518 - logcount_predictions_loss: 19.7787 1929/1952 [============================>.] - ETA: 8s - loss: 640.7329 - logits_profile_predictions_loss: 363.9485 - logcount_predictions_loss: 19.7703 1930/1952 [============================>.] - ETA: 8s - loss: 640.6120 - logits_profile_predictions_loss: 363.9451 - logcount_predictions_loss: 19.7619 1931/1952 [============================>.] - ETA: 7s - loss: 640.4912 - logits_profile_predictions_loss: 363.9418 - logcount_predictions_loss: 19.7535 1932/1952 [============================>.] - ETA: 7s - loss: 640.3706 - logits_profile_predictions_loss: 363.9385 - logcount_predictions_loss: 19.7452 1933/1952 [============================>.] - ETA: 7s - loss: 640.2500 - logits_profile_predictions_loss: 363.9351 - logcount_predictions_loss: 19.7368 1934/1952 [============================>.] - ETA: 6s - loss: 640.1296 - logits_profile_predictions_loss: 363.9318 - logcount_predictions_loss: 19.7284 1935/1952 [============================>.] - ETA: 6s - loss: 640.0093 - logits_profile_predictions_loss: 363.9285 - logcount_predictions_loss: 19.7201 1936/1952 [============================>.] - ETA: 5s - loss: 639.8891 - logits_profile_predictions_loss: 363.9252 - logcount_predictions_loss: 19.7117 1937/1952 [============================>.] - ETA: 5s - loss: 639.7690 - logits_profile_predictions_loss: 363.9219 - logcount_predictions_loss: 19.7034 1938/1952 [============================>.] - ETA: 5s - loss: 639.6490 - logits_profile_predictions_loss: 363.9186 - logcount_predictions_loss: 19.6950 1939/1952 [============================>.] - ETA: 4s - loss: 639.5292 - logits_profile_predictions_loss: 363.9153 - logcount_predictions_loss: 19.6867 1940/1952 [============================>.] - ETA: 4s - loss: 639.4094 - logits_profile_predictions_loss: 363.9119 - logcount_predictions_loss: 19.6784 1941/1952 [============================>.] - ETA: 4s - loss: 639.2897 - logits_profile_predictions_loss: 363.9086 - logcount_predictions_loss: 19.6701 1942/1952 [============================>.] - ETA: 3s - loss: 639.1702 - logits_profile_predictions_loss: 363.9053 - logcount_predictions_loss: 19.6618 1943/1952 [============================>.] - ETA: 3s - loss: 639.0508 - logits_profile_predictions_loss: 363.9020 - logcount_predictions_loss: 19.6535 1944/1952 [============================>.] - ETA: 2s - loss: 638.9315 - logits_profile_predictions_loss: 363.8987 - logcount_predictions_loss: 19.6452 1945/1952 [============================>.] - ETA: 2s - loss: 638.8123 - logits_profile_predictions_loss: 363.8954 - logcount_predictions_loss: 19.6369 1946/1952 [============================>.] - ETA: 2s - loss: 638.6932 - logits_profile_predictions_loss: 363.8921 - logcount_predictions_loss: 19.6287 1947/1952 [============================>.] - ETA: 1s - loss: 638.5742 - logits_profile_predictions_loss: 363.8888 - logcount_predictions_loss: 19.6204 1948/1952 [============================>.] - ETA: 1s - loss: 638.4554 - logits_profile_predictions_loss: 363.8855 - logcount_predictions_loss: 19.6121 1949/1952 [============================>.] - ETA: 1s - loss: 638.3366 - logits_profile_predictions_loss: 363.8822 - logcount_predictions_loss: 19.6039 1950/1952 [============================>.] - ETA: 0s - loss: 638.2180 - logits_profile_predictions_loss: 363.8789 - logcount_predictions_loss: 19.5956 1951/1952 [============================>.] - ETA: 0s - loss: 638.0995 - logits_profile_predictions_loss: 363.8757 - logcount_predictions_loss: 19.5874 1952/1952 [==============================] - ETA: 0s - loss: 637.9810 - logits_profile_predictions_loss: 363.8724 - logcount_predictions_loss: 19.5792 1952/1952 [==============================] - 934s 413ms/step - loss: 637.8627 - logits_profile_predictions_loss: 363.8691 - logcount_predictions_loss: 19.5710 - val_loss: 376.1652 - val_logits_profile_predictions_loss: 364.7306 - val_logcount_predictions_loss: 0.8168 Epoch 00001: val_loss improved from inf to 376.16522, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 2/50 1/1952 [..............................] - ETA: 10:21 - loss: 338.9267 - logits_profile_predictions_loss: 328.4080 - logcount_predictions_loss: 0.7513 2/1952 [..............................] - ETA: 9:49 - loss: 345.7487 - logits_profile_predictions_loss: 334.7135 - logcount_predictions_loss: 0.7882  3/1952 [..............................] - ETA: 9:49 - loss: 352.2869 - logits_profile_predictions_loss: 340.5525 - logcount_predictions_loss: 0.8382 4/1952 [..............................] - ETA: 9:49 - loss: 357.1041 - logits_profile_predictions_loss: 345.0981 - logcount_predictions_loss: 0.8576 5/1952 [..............................] - ETA: 9:49 - loss: 362.4292 - logits_profile_predictions_loss: 350.3821 - logcount_predictions_loss: 0.8605 6/1952 [..............................] - ETA: 9:49 - loss: 365.9045 - logits_profile_predictions_loss: 353.8873 - logcount_predictions_loss: 0.8584 7/1952 [..............................] - ETA: 9:48 - loss: 368.1455 - logits_profile_predictions_loss: 356.1434 - logcount_predictions_loss: 0.8573 8/1952 [..............................] - ETA: 9:48 - loss: 369.3356 - logits_profile_predictions_loss: 357.3909 - logcount_predictions_loss: 0.8532 9/1952 [..............................] - ETA: 9:48 - loss: 370.3384 - logits_profile_predictions_loss: 358.4515 - logcount_predictions_loss: 0.8491 10/1952 [..............................] - ETA: 9:48 - loss: 370.8498 - logits_profile_predictions_loss: 359.0239 - logcount_predictions_loss: 0.8447 11/1952 [..............................] - ETA: 9:47 - loss: 371.0974 - logits_profile_predictions_loss: 359.3285 - logcount_predictions_loss: 0.8406 12/1952 [..............................] - ETA: 9:47 - loss: 371.0990 - logits_profile_predictions_loss: 359.3756 - logcount_predictions_loss: 0.8374 13/1952 [..............................] - ETA: 9:47 - loss: 371.0152 - logits_profile_predictions_loss: 359.3180 - logcount_predictions_loss: 0.8355 14/1952 [..............................] - ETA: 9:46 - loss: 371.0824 - logits_profile_predictions_loss: 359.4031 - logcount_predictions_loss: 0.8342 15/1952 [..............................] - ETA: 9:46 - loss: 371.1342 - logits_profile_predictions_loss: 359.4694 - logcount_predictions_loss: 0.8332 16/1952 [..............................] - ETA: 9:46 - loss: 371.2271 - logits_profile_predictions_loss: 359.5734 - logcount_predictions_loss: 0.8324 17/1952 [..............................] - ETA: 9:46 - loss: 371.3135 - 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[..............................] - ETA: 9:44 - loss: 371.1779 - logits_profile_predictions_loss: 359.5606 - logcount_predictions_loss: 0.8298 25/1952 [..............................] - ETA: 9:44 - loss: 371.0648 - logits_profile_predictions_loss: 359.4516 - logcount_predictions_loss: 0.8295 26/1952 [..............................] - ETA: 9:43 - loss: 370.9363 - logits_profile_predictions_loss: 359.3316 - logcount_predictions_loss: 0.8289 27/1952 [..............................] - ETA: 9:43 - loss: 370.7786 - logits_profile_predictions_loss: 359.1757 - logcount_predictions_loss: 0.8288 28/1952 [..............................] - ETA: 9:43 - loss: 370.6630 - logits_profile_predictions_loss: 359.0633 - logcount_predictions_loss: 0.8285 29/1952 [..............................] - ETA: 9:42 - loss: 370.5976 - logits_profile_predictions_loss: 358.9987 - logcount_predictions_loss: 0.8285 30/1952 [..............................] - ETA: 9:42 - loss: 370.5550 - logits_profile_predictions_loss: 358.9614 - logcount_predictions_loss: 0.8281 31/1952 [..............................] - ETA: 9:42 - loss: 370.5098 - logits_profile_predictions_loss: 358.9190 - logcount_predictions_loss: 0.8279 32/1952 [..............................] - ETA: 9:42 - loss: 370.4156 - logits_profile_predictions_loss: 358.8297 - logcount_predictions_loss: 0.8276 33/1952 [..............................] - ETA: 9:41 - loss: 370.3236 - logits_profile_predictions_loss: 358.7449 - logcount_predictions_loss: 0.8271 34/1952 [..............................] - ETA: 9:41 - loss: 370.2444 - logits_profile_predictions_loss: 358.6716 - logcount_predictions_loss: 0.8266 35/1952 [..............................] - ETA: 9:41 - loss: 370.1747 - logits_profile_predictions_loss: 358.6069 - logcount_predictions_loss: 0.8263 36/1952 [..............................] - ETA: 9:40 - loss: 370.0579 - logits_profile_predictions_loss: 358.4960 - logcount_predictions_loss: 0.8258 37/1952 [..............................] - ETA: 9:40 - 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44/1952 [..............................] - ETA: 9:38 - loss: 369.2643 - logits_profile_predictions_loss: 357.7653 - logcount_predictions_loss: 0.8214 45/1952 [..............................] - ETA: 9:38 - loss: 369.1924 - logits_profile_predictions_loss: 357.7004 - logcount_predictions_loss: 0.8209 46/1952 [..............................] - ETA: 9:37 - loss: 369.1299 - logits_profile_predictions_loss: 357.6437 - logcount_predictions_loss: 0.8204 47/1952 [..............................] - ETA: 9:37 - loss: 369.0573 - logits_profile_predictions_loss: 357.5755 - logcount_predictions_loss: 0.8201 48/1952 [..............................] - ETA: 9:37 - loss: 369.0046 - logits_profile_predictions_loss: 357.5277 - logcount_predictions_loss: 0.8198 49/1952 [..............................] - ETA: 9:36 - loss: 368.9523 - logits_profile_predictions_loss: 357.4798 - logcount_predictions_loss: 0.8195 50/1952 [..............................] - ETA: 9:36 - loss: 368.9176 - 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[..............................] - ETA: 9:34 - loss: 368.6751 - logits_profile_predictions_loss: 357.2290 - logcount_predictions_loss: 0.8176 58/1952 [..............................] - ETA: 9:33 - loss: 368.6133 - logits_profile_predictions_loss: 357.1711 - logcount_predictions_loss: 0.8173 59/1952 [..............................] - ETA: 9:33 - loss: 368.5410 - logits_profile_predictions_loss: 357.1034 - logcount_predictions_loss: 0.8170 60/1952 [..............................] - ETA: 9:33 - loss: 368.4683 - logits_profile_predictions_loss: 357.0352 - logcount_predictions_loss: 0.8167 61/1952 [..............................] - ETA: 9:32 - loss: 368.4039 - logits_profile_predictions_loss: 356.9746 - logcount_predictions_loss: 0.8164 62/1952 [..............................] - ETA: 9:32 - loss: 368.3361 - logits_profile_predictions_loss: 356.9111 - logcount_predictions_loss: 0.8161 63/1952 [..............................] - ETA: 9:32 - loss: 368.2778 - logits_profile_predictions_loss: 356.8575 - logcount_predictions_loss: 0.8157 64/1952 [..............................] - ETA: 9:31 - loss: 368.2280 - logits_profile_predictions_loss: 356.8122 - logcount_predictions_loss: 0.8154 65/1952 [..............................] - ETA: 9:31 - loss: 368.1938 - logits_profile_predictions_loss: 356.7832 - logcount_predictions_loss: 0.8150 66/1952 [>.............................] - ETA: 9:31 - loss: 368.1621 - logits_profile_predictions_loss: 356.7562 - logcount_predictions_loss: 0.8147 67/1952 [>.............................] - ETA: 9:30 - loss: 368.1293 - logits_profile_predictions_loss: 356.7279 - logcount_predictions_loss: 0.8144 68/1952 [>.............................] - ETA: 9:30 - loss: 368.0902 - logits_profile_predictions_loss: 356.6932 - logcount_predictions_loss: 0.8141 69/1952 [>.............................] - ETA: 9:30 - loss: 368.0446 - logits_profile_predictions_loss: 356.6522 - logcount_predictions_loss: 0.8137 70/1952 [>.............................] - ETA: 9:29 - 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[============================>.] - ETA: 0s - loss: 357.0349 - logits_profile_predictions_loss: 346.1327 - logcount_predictions_loss: 0.7787 1951/1952 [============================>.] - ETA: 0s - loss: 357.0331 - logits_profile_predictions_loss: 346.1310 - logcount_predictions_loss: 0.7787 1952/1952 [==============================] - ETA: 0s - loss: 357.0313 - logits_profile_predictions_loss: 346.1293 - logcount_predictions_loss: 0.7787 1952/1952 [==============================] - 615s 315ms/step - loss: 357.0294 - logits_profile_predictions_loss: 346.1277 - logcount_predictions_loss: 0.7787 - val_loss: 365.9286 - val_logits_profile_predictions_loss: 356.2729 - val_logcount_predictions_loss: 0.6897 Epoch 00002: val_loss improved from 376.16522 to 365.92856, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/1952 [..............................] - ETA: 10:20 - loss: 359.8814 - 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[..............................] - ETA: 9:48 - loss: 348.7408 - logits_profile_predictions_loss: 338.7705 - logcount_predictions_loss: 0.7122 9/1952 [..............................] - ETA: 9:47 - loss: 348.8434 - logits_profile_predictions_loss: 338.7582 - logcount_predictions_loss: 0.7204 10/1952 [..............................] - ETA: 9:47 - loss: 348.7631 - logits_profile_predictions_loss: 338.5608 - logcount_predictions_loss: 0.7287 11/1952 [..............................] - ETA: 9:47 - loss: 348.8953 - logits_profile_predictions_loss: 338.5605 - logcount_predictions_loss: 0.7382 12/1952 [..............................] - ETA: 9:46 - loss: 349.4963 - logits_profile_predictions_loss: 339.0511 - logcount_predictions_loss: 0.7461 13/1952 [..............................] - ETA: 9:46 - loss: 349.9588 - logits_profile_predictions_loss: 339.4395 - logcount_predictions_loss: 0.7514 14/1952 [..............................] - ETA: 9:46 - loss: 350.1396 - logits_profile_predictions_loss: 339.5490 - logcount_predictions_loss: 0.7565 15/1952 [..............................] - ETA: 9:46 - loss: 350.0976 - logits_profile_predictions_loss: 339.4294 - logcount_predictions_loss: 0.7620 16/1952 [..............................] - ETA: 9:45 - loss: 350.0499 - logits_profile_predictions_loss: 339.3196 - logcount_predictions_loss: 0.7664 17/1952 [..............................] - ETA: 9:45 - loss: 349.9294 - logits_profile_predictions_loss: 339.1359 - logcount_predictions_loss: 0.7710 18/1952 [..............................] - ETA: 9:45 - loss: 349.9397 - logits_profile_predictions_loss: 339.0827 - logcount_predictions_loss: 0.7755 19/1952 [..............................] - ETA: 9:44 - loss: 349.9653 - logits_profile_predictions_loss: 339.0487 - logcount_predictions_loss: 0.7798 20/1952 [..............................] - ETA: 9:44 - loss: 349.9463 - logits_profile_predictions_loss: 338.9871 - logcount_predictions_loss: 0.7828 21/1952 [..............................] - ETA: 9:44 - 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[..............................] - ETA: 9:38 - loss: 349.6467 - logits_profile_predictions_loss: 338.5288 - logcount_predictions_loss: 0.7941 42/1952 [..............................] - ETA: 9:38 - loss: 349.6403 - logits_profile_predictions_loss: 338.5246 - logcount_predictions_loss: 0.7940 43/1952 [..............................] - ETA: 9:37 - loss: 349.6427 - logits_profile_predictions_loss: 338.5273 - logcount_predictions_loss: 0.7940 44/1952 [..............................] - ETA: 9:37 - loss: 349.6574 - logits_profile_predictions_loss: 338.5430 - logcount_predictions_loss: 0.7939 45/1952 [..............................] - ETA: 9:37 - loss: 349.6876 - logits_profile_predictions_loss: 338.5751 - logcount_predictions_loss: 0.7938 46/1952 [..............................] - ETA: 9:37 - loss: 349.7210 - logits_profile_predictions_loss: 338.6113 - logcount_predictions_loss: 0.7935 47/1952 [..............................] - ETA: 9:36 - loss: 349.7703 - logits_profile_predictions_loss: 338.6646 - logcount_predictions_loss: 0.7933 48/1952 [..............................] - ETA: 9:36 - loss: 349.8048 - logits_profile_predictions_loss: 338.7026 - logcount_predictions_loss: 0.7930 49/1952 [..............................] - ETA: 9:36 - loss: 349.8232 - logits_profile_predictions_loss: 338.7245 - logcount_predictions_loss: 0.7928 50/1952 [..............................] - ETA: 9:36 - loss: 349.8223 - logits_profile_predictions_loss: 338.7283 - logcount_predictions_loss: 0.7924 51/1952 [..............................] - ETA: 9:35 - loss: 349.8391 - logits_profile_predictions_loss: 338.7490 - logcount_predictions_loss: 0.7922 52/1952 [..............................] - ETA: 9:35 - loss: 349.8668 - logits_profile_predictions_loss: 338.7795 - logcount_predictions_loss: 0.7920 53/1952 [..............................] - ETA: 9:35 - loss: 349.8977 - logits_profile_predictions_loss: 338.8128 - logcount_predictions_loss: 0.7918 54/1952 [..............................] - ETA: 9:34 - 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61/1952 [..............................] - ETA: 9:33 - loss: 350.0530 - logits_profile_predictions_loss: 338.9997 - logcount_predictions_loss: 0.7895 62/1952 [..............................] - ETA: 9:32 - loss: 350.0535 - logits_profile_predictions_loss: 339.0046 - logcount_predictions_loss: 0.7892 63/1952 [..............................] - ETA: 9:32 - loss: 350.0502 - logits_profile_predictions_loss: 339.0056 - logcount_predictions_loss: 0.7889 64/1952 [..............................] - ETA: 9:32 - loss: 350.0522 - logits_profile_predictions_loss: 339.0116 - logcount_predictions_loss: 0.7886 65/1952 [..............................] - ETA: 9:31 - loss: 350.0415 - logits_profile_predictions_loss: 339.0049 - logcount_predictions_loss: 0.7883 66/1952 [>.............................] - ETA: 9:31 - loss: 350.0328 - logits_profile_predictions_loss: 339.0005 - logcount_predictions_loss: 0.7880 67/1952 [>.............................] - ETA: 9:31 - loss: 350.0143 - 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[>.............................] - ETA: 9:29 - loss: 349.8532 - logits_profile_predictions_loss: 338.8523 - logcount_predictions_loss: 0.7858 75/1952 [>.............................] - ETA: 9:29 - loss: 349.8288 - logits_profile_predictions_loss: 338.8321 - logcount_predictions_loss: 0.7855 76/1952 [>.............................] - ETA: 9:28 - loss: 349.8038 - logits_profile_predictions_loss: 338.8118 - logcount_predictions_loss: 0.7851 77/1952 [>.............................] - ETA: 9:28 - loss: 349.7771 - logits_profile_predictions_loss: 338.7896 - logcount_predictions_loss: 0.7848 78/1952 [>.............................] - ETA: 9:28 - loss: 349.7546 - logits_profile_predictions_loss: 338.7720 - logcount_predictions_loss: 0.7845 79/1952 [>.............................] - ETA: 9:27 - loss: 349.7294 - logits_profile_predictions_loss: 338.7510 - logcount_predictions_loss: 0.7842 80/1952 [>.............................] - ETA: 9:27 - loss: 349.7122 - logits_profile_predictions_loss: 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[>.............................] - ETA: 9:19 - loss: 349.3480 - logits_profile_predictions_loss: 338.5077 - logcount_predictions_loss: 0.7743 108/1952 [>.............................] - ETA: 9:19 - loss: 349.3418 - logits_profile_predictions_loss: 338.5057 - logcount_predictions_loss: 0.7740 109/1952 [>.............................] - ETA: 9:19 - loss: 349.3320 - logits_profile_predictions_loss: 338.4998 - logcount_predictions_loss: 0.7737 110/1952 [>.............................] - ETA: 9:18 - loss: 349.3201 - logits_profile_predictions_loss: 338.4916 - logcount_predictions_loss: 0.7735 111/1952 [>.............................] - ETA: 9:18 - loss: 349.3070 - logits_profile_predictions_loss: 338.4822 - logcount_predictions_loss: 0.7732 112/1952 [>.............................] - ETA: 9:18 - loss: 349.2977 - logits_profile_predictions_loss: 338.4763 - logcount_predictions_loss: 0.7730 113/1952 [>.............................] - ETA: 9:18 - loss: 349.2883 - 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[>.............................] - ETA: 9:15 - loss: 349.2075 - logits_profile_predictions_loss: 338.4080 - logcount_predictions_loss: 0.7714 121/1952 [>.............................] - ETA: 9:15 - loss: 349.1981 - logits_profile_predictions_loss: 338.4012 - logcount_predictions_loss: 0.7712 122/1952 [>.............................] - ETA: 9:15 - loss: 349.1870 - logits_profile_predictions_loss: 338.3928 - logcount_predictions_loss: 0.7710 123/1952 [>.............................] - ETA: 9:15 - loss: 349.1741 - logits_profile_predictions_loss: 338.3826 - logcount_predictions_loss: 0.7708 124/1952 [>.............................] - ETA: 9:14 - loss: 349.1641 - logits_profile_predictions_loss: 338.3752 - logcount_predictions_loss: 0.7706 125/1952 [>.............................] - ETA: 9:14 - loss: 349.1550 - logits_profile_predictions_loss: 338.3686 - logcount_predictions_loss: 0.7705 126/1952 [>.............................] - ETA: 9:14 - loss: 349.1474 - 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[=>............................] - ETA: 9:12 - loss: 349.1183 - logits_profile_predictions_loss: 338.3519 - logcount_predictions_loss: 0.7690 134/1952 [=>............................] - ETA: 9:11 - loss: 349.1136 - logits_profile_predictions_loss: 338.3493 - logcount_predictions_loss: 0.7689 135/1952 [=>............................] - ETA: 9:11 - loss: 349.1074 - logits_profile_predictions_loss: 338.3453 - logcount_predictions_loss: 0.7687 136/1952 [=>............................] - ETA: 9:11 - loss: 349.1005 - logits_profile_predictions_loss: 338.3405 - logcount_predictions_loss: 0.7686 137/1952 [=>............................] - ETA: 9:10 - loss: 349.0933 - logits_profile_predictions_loss: 338.3356 - logcount_predictions_loss: 0.7684 138/1952 [=>............................] - ETA: 9:10 - loss: 349.0873 - logits_profile_predictions_loss: 338.3318 - logcount_predictions_loss: 0.7683 139/1952 [=>............................] - ETA: 9:10 - loss: 349.0805 - 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[===========================>..] - ETA: 23s - loss: 348.5767 - logits_profile_predictions_loss: 338.5528 - logcount_predictions_loss: 0.7160 1876/1952 [===========================>..] - ETA: 23s - loss: 348.5761 - logits_profile_predictions_loss: 338.5523 - logcount_predictions_loss: 0.7160 1877/1952 [===========================>..] - ETA: 22s - loss: 348.5754 - logits_profile_predictions_loss: 338.5518 - logcount_predictions_loss: 0.7160 1878/1952 [===========================>..] - ETA: 22s - loss: 348.5748 - logits_profile_predictions_loss: 338.5513 - logcount_predictions_loss: 0.7160 1879/1952 [===========================>..] - ETA: 22s - loss: 348.5742 - logits_profile_predictions_loss: 338.5507 - logcount_predictions_loss: 0.7160 1880/1952 [===========================>..] - ETA: 21s - loss: 348.5736 - logits_profile_predictions_loss: 338.5502 - logcount_predictions_loss: 0.7160 1881/1952 [===========================>..] - ETA: 21s - loss: 348.5730 - 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[============================>.] - ETA: 19s - loss: 348.5684 - logits_profile_predictions_loss: 338.5459 - logcount_predictions_loss: 0.7159 1889/1952 [============================>.] - ETA: 19s - loss: 348.5678 - logits_profile_predictions_loss: 338.5454 - logcount_predictions_loss: 0.7159 1890/1952 [============================>.] - ETA: 18s - loss: 348.5671 - logits_profile_predictions_loss: 338.5448 - logcount_predictions_loss: 0.7159 1891/1952 [============================>.] - ETA: 18s - loss: 348.5665 - logits_profile_predictions_loss: 338.5443 - logcount_predictions_loss: 0.7159 1892/1952 [============================>.] - ETA: 18s - loss: 348.5658 - logits_profile_predictions_loss: 338.5438 - logcount_predictions_loss: 0.7159 1893/1952 [============================>.] - ETA: 17s - loss: 348.5652 - logits_profile_predictions_loss: 338.5432 - logcount_predictions_loss: 0.7159 1894/1952 [============================>.] - ETA: 17s - loss: 348.5645 - 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[============================>.] - ETA: 15s - loss: 348.5599 - logits_profile_predictions_loss: 338.5388 - logcount_predictions_loss: 0.7158 1902/1952 [============================>.] - ETA: 15s - loss: 348.5593 - logits_profile_predictions_loss: 338.5383 - logcount_predictions_loss: 0.7158 1903/1952 [============================>.] - ETA: 14s - loss: 348.5586 - logits_profile_predictions_loss: 338.5377 - logcount_predictions_loss: 0.7158 1904/1952 [============================>.] - ETA: 14s - loss: 348.5579 - logits_profile_predictions_loss: 338.5372 - logcount_predictions_loss: 0.7158 1905/1952 [============================>.] - ETA: 14s - loss: 348.5573 - logits_profile_predictions_loss: 338.5366 - logcount_predictions_loss: 0.7158 1906/1952 [============================>.] - ETA: 13s - loss: 348.5566 - logits_profile_predictions_loss: 338.5360 - logcount_predictions_loss: 0.7158 1907/1952 [============================>.] - ETA: 13s - loss: 348.5559 - 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[============================>.] - ETA: 11s - loss: 348.5511 - logits_profile_predictions_loss: 338.5314 - logcount_predictions_loss: 0.7157 1915/1952 [============================>.] - ETA: 11s - loss: 348.5504 - logits_profile_predictions_loss: 338.5309 - logcount_predictions_loss: 0.7157 1916/1952 [============================>.] - ETA: 10s - loss: 348.5498 - logits_profile_predictions_loss: 338.5303 - logcount_predictions_loss: 0.7157 1917/1952 [============================>.] - ETA: 10s - loss: 348.5491 - logits_profile_predictions_loss: 338.5297 - logcount_predictions_loss: 0.7157 1918/1952 [============================>.] - ETA: 10s - loss: 348.5484 - logits_profile_predictions_loss: 338.5291 - logcount_predictions_loss: 0.7157 1919/1952 [============================>.] - ETA: 10s - loss: 348.5477 - logits_profile_predictions_loss: 338.5286 - logcount_predictions_loss: 0.7157 1920/1952 [============================>.] - ETA: 9s - loss: 348.5470 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 348.5297 - logits_profile_predictions_loss: 338.5136 - logcount_predictions_loss: 0.7154 1948/1952 [============================>.] - ETA: 1s - loss: 348.5291 - logits_profile_predictions_loss: 338.5131 - logcount_predictions_loss: 0.7154 1949/1952 [============================>.] - ETA: 0s - loss: 348.5284 - logits_profile_predictions_loss: 338.5125 - logcount_predictions_loss: 0.7154 1950/1952 [============================>.] - ETA: 0s - loss: 348.5278 - logits_profile_predictions_loss: 338.5120 - logcount_predictions_loss: 0.7154 1951/1952 [============================>.] - ETA: 0s - loss: 348.5271 - logits_profile_predictions_loss: 338.5115 - logcount_predictions_loss: 0.7154 1952/1952 [==============================] - ETA: 0s - loss: 348.5265 - logits_profile_predictions_loss: 338.5109 - logcount_predictions_loss: 0.7154 1952/1952 [==============================] - 615s 315ms/step - loss: 348.5259 - logits_profile_predictions_loss: 338.5104 - logcount_predictions_loss: 0.7154 - val_loss: 362.7055 - val_logits_profile_predictions_loss: 353.2853 - val_logcount_predictions_loss: 0.6729 Epoch 00003: val_loss improved from 365.92856 to 362.70547, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 4/50 1/1952 [..............................] - ETA: 10:20 - loss: 323.7418 - logits_profile_predictions_loss: 314.0057 - logcount_predictions_loss: 0.6954 2/1952 [..............................] - ETA: 9:49 - loss: 321.6631 - logits_profile_predictions_loss: 312.2792 - logcount_predictions_loss: 0.6703  3/1952 [..............................] - ETA: 9:49 - loss: 317.6574 - logits_profile_predictions_loss: 308.4934 - logcount_predictions_loss: 0.6546 4/1952 [..............................] - ETA: 9:49 - loss: 316.0576 - logits_profile_predictions_loss: 306.9143 - logcount_predictions_loss: 0.6531 5/1952 [..............................] - ETA: 9:49 - loss: 314.9473 - logits_profile_predictions_loss: 305.7103 - logcount_predictions_loss: 0.6598 6/1952 [..............................] - ETA: 9:48 - loss: 315.2360 - logits_profile_predictions_loss: 305.8600 - logcount_predictions_loss: 0.6697 7/1952 [..............................] - ETA: 9:48 - loss: 316.1526 - logits_profile_predictions_loss: 306.7208 - logcount_predictions_loss: 0.6737 8/1952 [..............................] - ETA: 9:48 - loss: 317.5330 - logits_profile_predictions_loss: 308.0875 - logcount_predictions_loss: 0.6747 9/1952 [..............................] - ETA: 9:48 - loss: 318.9746 - logits_profile_predictions_loss: 309.5306 - logcount_predictions_loss: 0.6746 10/1952 [..............................] - ETA: 9:47 - loss: 320.1296 - logits_profile_predictions_loss: 310.6808 - logcount_predictions_loss: 0.6749 11/1952 [..............................] - ETA: 9:47 - loss: 321.2933 - logits_profile_predictions_loss: 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25/1952 [..............................] - ETA: 9:43 - loss: 332.5561 - logits_profile_predictions_loss: 323.1544 - logcount_predictions_loss: 0.6715 26/1952 [..............................] - ETA: 9:43 - loss: 333.1645 - logits_profile_predictions_loss: 323.7591 - logcount_predictions_loss: 0.6718 27/1952 [..............................] - ETA: 9:42 - loss: 333.6997 - logits_profile_predictions_loss: 324.2932 - logcount_predictions_loss: 0.6719 28/1952 [..............................] - ETA: 9:42 - loss: 334.1763 - logits_profile_predictions_loss: 324.7700 - logcount_predictions_loss: 0.6719 29/1952 [..............................] - ETA: 9:42 - loss: 334.6080 - logits_profile_predictions_loss: 325.2044 - logcount_predictions_loss: 0.6717 30/1952 [..............................] - ETA: 9:42 - loss: 334.9952 - logits_profile_predictions_loss: 325.5953 - logcount_predictions_loss: 0.6714 31/1952 [..............................] - ETA: 9:41 - loss: 335.3340 - 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[..............................] - ETA: 9:39 - loss: 337.1543 - logits_profile_predictions_loss: 327.7881 - logcount_predictions_loss: 0.6690 39/1952 [..............................] - ETA: 9:39 - loss: 337.3753 - logits_profile_predictions_loss: 328.0087 - logcount_predictions_loss: 0.6690 40/1952 [..............................] - ETA: 9:39 - loss: 337.5684 - logits_profile_predictions_loss: 328.2018 - logcount_predictions_loss: 0.6690 41/1952 [..............................] - ETA: 9:38 - loss: 337.7337 - logits_profile_predictions_loss: 328.3686 - logcount_predictions_loss: 0.6689 42/1952 [..............................] - ETA: 9:38 - loss: 337.8944 - logits_profile_predictions_loss: 328.5320 - logcount_predictions_loss: 0.6687 43/1952 [..............................] - ETA: 9:38 - loss: 338.0338 - logits_profile_predictions_loss: 328.6738 - logcount_predictions_loss: 0.6686 44/1952 [..............................] - ETA: 9:37 - loss: 338.1645 - logits_profile_predictions_loss: 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loss: 345.4597 - logits_profile_predictions_loss: 336.1846 - logcount_predictions_loss: 0.6625 1938/1952 [============================>.] - ETA: 4s - loss: 345.4588 - logits_profile_predictions_loss: 336.1838 - logcount_predictions_loss: 0.6625 1939/1952 [============================>.] - ETA: 3s - loss: 345.4580 - logits_profile_predictions_loss: 336.1830 - logcount_predictions_loss: 0.6625 1940/1952 [============================>.] - ETA: 3s - loss: 345.4572 - logits_profile_predictions_loss: 336.1822 - logcount_predictions_loss: 0.6625 1941/1952 [============================>.] - ETA: 3s - loss: 345.4564 - logits_profile_predictions_loss: 336.1814 - logcount_predictions_loss: 0.6625 1942/1952 [============================>.] - ETA: 3s - loss: 345.4555 - logits_profile_predictions_loss: 336.1806 - logcount_predictions_loss: 0.6625 1943/1952 [============================>.] - ETA: 2s - loss: 345.4547 - logits_profile_predictions_loss: 336.1798 - logcount_predictions_loss: 0.6625 1944/1952 [============================>.] - ETA: 2s - loss: 345.4539 - logits_profile_predictions_loss: 336.1791 - logcount_predictions_loss: 0.6625 1945/1952 [============================>.] - ETA: 2s - loss: 345.4531 - logits_profile_predictions_loss: 336.1783 - logcount_predictions_loss: 0.6625 1946/1952 [============================>.] - ETA: 1s - loss: 345.4523 - logits_profile_predictions_loss: 336.1775 - logcount_predictions_loss: 0.6625 1947/1952 [============================>.] - ETA: 1s - loss: 345.4515 - logits_profile_predictions_loss: 336.1767 - logcount_predictions_loss: 0.6625 1948/1952 [============================>.] - ETA: 1s - loss: 345.4507 - logits_profile_predictions_loss: 336.1760 - logcount_predictions_loss: 0.6625 1949/1952 [============================>.] - ETA: 0s - loss: 345.4499 - logits_profile_predictions_loss: 336.1752 - logcount_predictions_loss: 0.6625 1950/1952 [============================>.] - ETA: 0s - loss: 345.4491 - logits_profile_predictions_loss: 336.1745 - logcount_predictions_loss: 0.6625 1951/1952 [============================>.] - ETA: 0s - loss: 345.4483 - logits_profile_predictions_loss: 336.1737 - logcount_predictions_loss: 0.6625 1952/1952 [==============================] - ETA: 0s - loss: 345.4476 - logits_profile_predictions_loss: 336.1730 - logcount_predictions_loss: 0.6625 1952/1952 [==============================] - 615s 315ms/step - loss: 345.4468 - logits_profile_predictions_loss: 336.1723 - logcount_predictions_loss: 0.6625 - val_loss: 364.1315 - val_logits_profile_predictions_loss: 351.7212 - val_logcount_predictions_loss: 0.8865 Epoch 00004: val_loss did not improve from 362.70547 Epoch 5/50 1/1952 [..............................] - ETA: 10:11 - loss: 351.1198 - logits_profile_predictions_loss: 338.3096 - logcount_predictions_loss: 0.9150 2/1952 [..............................] - ETA: 9:49 - loss: 350.1002 - logits_profile_predictions_loss: 337.2864 - logcount_predictions_loss: 0.9153  3/1952 [..............................] - ETA: 9:48 - loss: 348.6440 - logits_profile_predictions_loss: 336.2731 - logcount_predictions_loss: 0.8836 4/1952 [..............................] - ETA: 9:49 - loss: 348.3299 - logits_profile_predictions_loss: 336.2573 - logcount_predictions_loss: 0.8623 5/1952 [..............................] - ETA: 9:48 - loss: 347.4734 - logits_profile_predictions_loss: 335.6534 - logcount_predictions_loss: 0.8443 6/1952 [..............................] - ETA: 9:48 - loss: 346.9910 - logits_profile_predictions_loss: 335.4212 - logcount_predictions_loss: 0.8264 7/1952 [..............................] - ETA: 9:48 - loss: 346.8811 - logits_profile_predictions_loss: 335.5137 - logcount_predictions_loss: 0.8120 8/1952 [..............................] - ETA: 9:48 - loss: 346.7074 - logits_profile_predictions_loss: 335.4558 - logcount_predictions_loss: 0.8037 9/1952 [..............................] - ETA: 9:47 - loss: 346.7816 - logits_profile_predictions_loss: 335.6261 - logcount_predictions_loss: 0.7968 10/1952 [..............................] - ETA: 9:47 - loss: 346.8535 - logits_profile_predictions_loss: 335.8054 - logcount_predictions_loss: 0.7892 11/1952 [..............................] - ETA: 9:47 - loss: 346.7487 - logits_profile_predictions_loss: 335.7799 - logcount_predictions_loss: 0.7835 12/1952 [..............................] - ETA: 9:46 - loss: 346.8311 - logits_profile_predictions_loss: 335.9279 - logcount_predictions_loss: 0.7788 13/1952 [..............................] - ETA: 9:46 - loss: 346.8467 - logits_profile_predictions_loss: 336.0171 - logcount_predictions_loss: 0.7735 14/1952 [..............................] - ETA: 9:46 - loss: 346.8646 - logits_profile_predictions_loss: 336.1135 - logcount_predictions_loss: 0.7679 15/1952 [..............................] - ETA: 9:45 - loss: 346.9697 - logits_profile_predictions_loss: 336.2976 - logcount_predictions_loss: 0.7623 16/1952 [..............................] - ETA: 9:45 - loss: 346.9513 - logits_profile_predictions_loss: 336.3530 - logcount_predictions_loss: 0.7570 17/1952 [..............................] - ETA: 9:45 - loss: 346.9124 - logits_profile_predictions_loss: 336.3768 - logcount_predictions_loss: 0.7525 18/1952 [..............................] - ETA: 9:45 - loss: 346.8224 - logits_profile_predictions_loss: 336.3478 - logcount_predictions_loss: 0.7482 19/1952 [..............................] - ETA: 9:44 - loss: 346.7976 - logits_profile_predictions_loss: 336.3814 - logcount_predictions_loss: 0.7440 20/1952 [..............................] - ETA: 9:44 - loss: 346.7462 - logits_profile_predictions_loss: 336.3831 - logcount_predictions_loss: 0.7402 21/1952 [..............................] - ETA: 9:44 - loss: 346.6658 - logits_profile_predictions_loss: 336.3514 - logcount_predictions_loss: 0.7367 22/1952 [..............................] - ETA: 9:43 - loss: 346.5858 - logits_profile_predictions_loss: 336.3099 - logcount_predictions_loss: 0.7340 23/1952 [..............................] - ETA: 9:43 - loss: 346.5469 - logits_profile_predictions_loss: 336.3114 - logcount_predictions_loss: 0.7311 24/1952 [..............................] - ETA: 9:43 - loss: 346.3923 - logits_profile_predictions_loss: 336.1940 - logcount_predictions_loss: 0.7285 25/1952 [..............................] - ETA: 9:42 - loss: 346.2412 - logits_profile_predictions_loss: 336.0767 - logcount_predictions_loss: 0.7260 26/1952 [..............................] - ETA: 9:42 - loss: 346.0943 - logits_profile_predictions_loss: 335.9584 - logcount_predictions_loss: 0.7240 27/1952 [..............................] - ETA: 9:42 - loss: 346.0083 - logits_profile_predictions_loss: 335.8952 - logcount_predictions_loss: 0.7224 28/1952 [..............................] - ETA: 9:42 - loss: 345.9338 - logits_profile_predictions_loss: 335.8432 - logcount_predictions_loss: 0.7208 29/1952 [..............................] - ETA: 9:41 - loss: 345.8605 - logits_profile_predictions_loss: 335.7941 - logcount_predictions_loss: 0.7190 30/1952 [..............................] - ETA: 9:41 - loss: 345.7577 - logits_profile_predictions_loss: 335.7128 - logcount_predictions_loss: 0.7175 31/1952 [..............................] - ETA: 9:41 - loss: 345.7001 - logits_profile_predictions_loss: 335.6724 - logcount_predictions_loss: 0.7163 32/1952 [..............................] - ETA: 9:40 - loss: 345.6587 - logits_profile_predictions_loss: 335.6469 - logcount_predictions_loss: 0.7151 33/1952 [..............................] - ETA: 9:40 - loss: 345.6605 - logits_profile_predictions_loss: 335.6636 - logcount_predictions_loss: 0.7141 34/1952 [..............................] - ETA: 9:40 - loss: 345.6487 - logits_profile_predictions_loss: 335.6660 - logcount_predictions_loss: 0.7131 35/1952 [..............................] - ETA: 9:40 - loss: 345.6670 - logits_profile_predictions_loss: 335.6972 - logcount_predictions_loss: 0.7121 36/1952 [..............................] - ETA: 9:39 - loss: 345.6737 - logits_profile_predictions_loss: 335.7165 - logcount_predictions_loss: 0.7112 37/1952 [..............................] - ETA: 9:39 - loss: 345.6672 - logits_profile_predictions_loss: 335.7205 - logcount_predictions_loss: 0.7105 38/1952 [..............................] - ETA: 9:39 - loss: 345.6658 - logits_profile_predictions_loss: 335.7304 - logcount_predictions_loss: 0.7097 39/1952 [..............................] - ETA: 9:38 - loss: 345.6830 - logits_profile_predictions_loss: 335.7582 - logcount_predictions_loss: 0.7089 40/1952 [..............................] - ETA: 9:38 - loss: 345.7031 - logits_profile_predictions_loss: 335.7897 - logcount_predictions_loss: 0.7081 41/1952 [..............................] - ETA: 9:38 - loss: 345.7322 - logits_profile_predictions_loss: 335.8292 - logcount_predictions_loss: 0.7074 42/1952 [..............................] - ETA: 9:37 - loss: 345.7603 - logits_profile_predictions_loss: 335.8668 - logcount_predictions_loss: 0.7067 43/1952 [..............................] - ETA: 9:37 - loss: 345.7778 - logits_profile_predictions_loss: 335.8934 - logcount_predictions_loss: 0.7060 44/1952 [..............................] - ETA: 9:37 - loss: 345.7822 - logits_profile_predictions_loss: 335.9064 - logcount_predictions_loss: 0.7054 45/1952 [..............................] - ETA: 9:37 - loss: 345.8004 - logits_profile_predictions_loss: 335.9316 - logcount_predictions_loss: 0.7049 46/1952 [..............................] - ETA: 9:36 - loss: 345.8427 - logits_profile_predictions_loss: 335.9800 - logcount_predictions_loss: 0.7045 47/1952 [..............................] - ETA: 9:36 - loss: 345.8934 - logits_profile_predictions_loss: 336.0353 - logcount_predictions_loss: 0.7041 48/1952 [..............................] - ETA: 9:36 - loss: 345.9284 - logits_profile_predictions_loss: 336.0734 - logcount_predictions_loss: 0.7039 49/1952 [..............................] - ETA: 9:36 - loss: 345.9531 - logits_profile_predictions_loss: 336.1014 - logcount_predictions_loss: 0.7037 50/1952 [..............................] - ETA: 9:35 - loss: 345.9702 - logits_profile_predictions_loss: 336.1206 - logcount_predictions_loss: 0.7035 51/1952 [..............................] - ETA: 9:35 - loss: 345.9818 - logits_profile_predictions_loss: 336.1341 - logcount_predictions_loss: 0.7034 52/1952 [..............................] - ETA: 9:35 - loss: 345.9851 - logits_profile_predictions_loss: 336.1395 - logcount_predictions_loss: 0.7033 53/1952 [..............................] - ETA: 9:34 - loss: 345.9807 - logits_profile_predictions_loss: 336.1386 - logcount_predictions_loss: 0.7030 54/1952 [..............................] - ETA: 9:34 - loss: 345.9503 - logits_profile_predictions_loss: 336.1120 - logcount_predictions_loss: 0.7027 55/1952 [..............................] - ETA: 9:34 - loss: 345.9213 - logits_profile_predictions_loss: 336.0872 - logcount_predictions_loss: 0.7024 56/1952 [..............................] - ETA: 9:34 - loss: 345.8924 - logits_profile_predictions_loss: 336.0632 - logcount_predictions_loss: 0.7021 57/1952 [..............................] - ETA: 9:33 - loss: 345.8787 - logits_profile_predictions_loss: 336.0537 - logcount_predictions_loss: 0.7018 58/1952 [..............................] - ETA: 9:33 - loss: 345.8623 - logits_profile_predictions_loss: 336.0421 - logcount_predictions_loss: 0.7014 59/1952 [..............................] - ETA: 9:33 - loss: 345.8481 - logits_profile_predictions_loss: 336.0333 - logcount_predictions_loss: 0.7011 60/1952 [..............................] - ETA: 9:32 - loss: 345.8281 - logits_profile_predictions_loss: 336.0189 - logcount_predictions_loss: 0.7007 61/1952 [..............................] - ETA: 9:32 - loss: 345.8048 - logits_profile_predictions_loss: 336.0020 - logcount_predictions_loss: 0.7002 62/1952 [..............................] - ETA: 9:32 - loss: 345.7833 - logits_profile_predictions_loss: 335.9861 - logcount_predictions_loss: 0.6998 63/1952 [..............................] - ETA: 9:32 - loss: 345.7635 - logits_profile_predictions_loss: 335.9713 - logcount_predictions_loss: 0.6994 64/1952 [..............................] - ETA: 9:31 - loss: 345.7388 - logits_profile_predictions_loss: 335.9515 - logcount_predictions_loss: 0.6991 65/1952 [..............................] - ETA: 9:31 - loss: 345.7159 - logits_profile_predictions_loss: 335.9331 - logcount_predictions_loss: 0.6988 66/1952 [>.............................] - ETA: 9:31 - loss: 345.6946 - logits_profile_predictions_loss: 335.9165 - logcount_predictions_loss: 0.6984 67/1952 [>.............................] - ETA: 9:30 - loss: 345.6726 - logits_profile_predictions_loss: 335.8991 - logcount_predictions_loss: 0.6981 68/1952 [>.............................] - ETA: 9:30 - loss: 345.6572 - logits_profile_predictions_loss: 335.8888 - logcount_predictions_loss: 0.6977 69/1952 [>.............................] - ETA: 9:30 - loss: 345.6410 - logits_profile_predictions_loss: 335.8780 - logcount_predictions_loss: 0.6974 70/1952 [>.............................] - ETA: 9:30 - loss: 345.6262 - logits_profile_predictions_loss: 335.8683 - logcount_predictions_loss: 0.6970 71/1952 [>.............................] - ETA: 9:29 - loss: 345.6153 - logits_profile_predictions_loss: 335.8627 - logcount_predictions_loss: 0.6966 72/1952 [>.............................] - ETA: 9:29 - loss: 345.6054 - logits_profile_predictions_loss: 335.8582 - logcount_predictions_loss: 0.6962 73/1952 [>.............................] - ETA: 9:29 - loss: 345.5927 - logits_profile_predictions_loss: 335.8509 - logcount_predictions_loss: 0.6958 74/1952 [>.............................] - ETA: 9:28 - loss: 345.5788 - logits_profile_predictions_loss: 335.8423 - logcount_predictions_loss: 0.6955 75/1952 [>.............................] - ETA: 9:28 - loss: 345.5605 - logits_profile_predictions_loss: 335.8288 - logcount_predictions_loss: 0.6951 76/1952 [>.............................] - ETA: 9:28 - loss: 345.5465 - logits_profile_predictions_loss: 335.8197 - logcount_predictions_loss: 0.6948 77/1952 [>.............................] - ETA: 9:28 - loss: 345.5244 - logits_profile_predictions_loss: 335.8023 - logcount_predictions_loss: 0.6944 78/1952 [>.............................] - ETA: 9:27 - loss: 345.4999 - logits_profile_predictions_loss: 335.7825 - logcount_predictions_loss: 0.6941 79/1952 [>.............................] - ETA: 9:27 - loss: 345.4773 - logits_profile_predictions_loss: 335.7648 - logcount_predictions_loss: 0.6937 80/1952 [>.............................] - ETA: 9:27 - loss: 345.4540 - logits_profile_predictions_loss: 335.7458 - logcount_predictions_loss: 0.6934 81/1952 [>.............................] - ETA: 9:27 - loss: 345.4308 - logits_profile_predictions_loss: 335.7268 - logcount_predictions_loss: 0.6931 82/1952 [>.............................] - ETA: 9:26 - loss: 345.4062 - logits_profile_predictions_loss: 335.7059 - logcount_predictions_loss: 0.6929 83/1952 [>.............................] - ETA: 9:26 - loss: 345.3828 - logits_profile_predictions_loss: 335.6863 - logcount_predictions_loss: 0.6926 84/1952 [>.............................] - ETA: 9:26 - loss: 345.3653 - logits_profile_predictions_loss: 335.6727 - logcount_predictions_loss: 0.6923 85/1952 [>.............................] - ETA: 9:25 - loss: 345.3508 - logits_profile_predictions_loss: 335.6620 - logcount_predictions_loss: 0.6921 86/1952 [>.............................] - ETA: 9:25 - loss: 345.3408 - logits_profile_predictions_loss: 335.6560 - logcount_predictions_loss: 0.6918 87/1952 [>.............................] - ETA: 9:25 - loss: 345.3312 - logits_profile_predictions_loss: 335.6506 - logcount_predictions_loss: 0.6915 88/1952 [>.............................] - ETA: 9:25 - loss: 345.3261 - logits_profile_predictions_loss: 335.6496 - logcount_predictions_loss: 0.6912 89/1952 [>.............................] - ETA: 9:24 - loss: 345.3185 - logits_profile_predictions_loss: 335.6461 - logcount_predictions_loss: 0.6909 90/1952 [>.............................] - ETA: 9:24 - loss: 345.3078 - logits_profile_predictions_loss: 335.6397 - logcount_predictions_loss: 0.6906 91/1952 [>.............................] - ETA: 9:24 - loss: 345.2988 - logits_profile_predictions_loss: 335.6347 - logcount_predictions_loss: 0.6903 92/1952 [>.............................] - ETA: 9:23 - loss: 345.2833 - logits_profile_predictions_loss: 335.6232 - logcount_predictions_loss: 0.6900 93/1952 [>.............................] - ETA: 9:23 - loss: 345.2680 - logits_profile_predictions_loss: 335.6118 - logcount_predictions_loss: 0.6897 94/1952 [>.............................] - ETA: 9:23 - loss: 345.2521 - logits_profile_predictions_loss: 335.6000 - logcount_predictions_loss: 0.6894 95/1952 [>.............................] - ETA: 9:22 - loss: 345.2347 - logits_profile_predictions_loss: 335.5867 - logcount_predictions_loss: 0.6891 96/1952 [>.............................] - ETA: 9:22 - loss: 345.2190 - logits_profile_predictions_loss: 335.5752 - logcount_predictions_loss: 0.6888 97/1952 [>.............................] - ETA: 9:22 - loss: 345.2000 - logits_profile_predictions_loss: 335.5603 - logcount_predictions_loss: 0.6885 98/1952 [>.............................] - ETA: 9:22 - loss: 345.1807 - logits_profile_predictions_loss: 335.5452 - logcount_predictions_loss: 0.6883 99/1952 [>.............................] - ETA: 9:21 - loss: 345.1563 - logits_profile_predictions_loss: 335.5250 - logcount_predictions_loss: 0.6880 100/1952 [>.............................] - ETA: 9:21 - loss: 345.1396 - logits_profile_predictions_loss: 335.5126 - logcount_predictions_loss: 0.6876 101/1952 [>.............................] - ETA: 9:21 - loss: 345.1230 - logits_profile_predictions_loss: 335.4999 - logcount_predictions_loss: 0.6874 102/1952 [>.............................] - ETA: 9:20 - loss: 345.1097 - logits_profile_predictions_loss: 335.4903 - logcount_predictions_loss: 0.6871 103/1952 [>.............................] - ETA: 9:20 - loss: 345.0977 - logits_profile_predictions_loss: 335.4820 - logcount_predictions_loss: 0.6868 104/1952 [>.............................] - ETA: 9:20 - loss: 345.0845 - logits_profile_predictions_loss: 335.4726 - logcount_predictions_loss: 0.6866 105/1952 [>.............................] - ETA: 9:20 - loss: 345.0709 - logits_profile_predictions_loss: 335.4625 - logcount_predictions_loss: 0.6863 106/1952 [>.............................] - ETA: 9:19 - loss: 345.0569 - logits_profile_predictions_loss: 335.4520 - logcount_predictions_loss: 0.6861 107/1952 [>.............................] - ETA: 9:19 - loss: 345.0464 - logits_profile_predictions_loss: 335.4448 - logcount_predictions_loss: 0.6858 108/1952 [>.............................] - ETA: 9:19 - loss: 345.0335 - logits_profile_predictions_loss: 335.4351 - logcount_predictions_loss: 0.6856 109/1952 [>.............................] - ETA: 9:18 - loss: 345.0216 - logits_profile_predictions_loss: 335.4263 - logcount_predictions_loss: 0.6854 110/1952 [>.............................] - ETA: 9:18 - loss: 345.0116 - logits_profile_predictions_loss: 335.4194 - logcount_predictions_loss: 0.6852 111/1952 [>.............................] - ETA: 9:18 - loss: 344.9997 - logits_profile_predictions_loss: 335.4105 - logcount_predictions_loss: 0.6849 112/1952 [>.............................] - ETA: 9:17 - loss: 344.9879 - logits_profile_predictions_loss: 335.4015 - logcount_predictions_loss: 0.6847 113/1952 [>.............................] - ETA: 9:17 - loss: 344.9769 - logits_profile_predictions_loss: 335.3933 - logcount_predictions_loss: 0.6845 114/1952 [>.............................] - ETA: 9:17 - loss: 344.9634 - logits_profile_predictions_loss: 335.3827 - logcount_predictions_loss: 0.6843 115/1952 [>.............................] - ETA: 9:17 - loss: 344.9505 - logits_profile_predictions_loss: 335.3728 - logcount_predictions_loss: 0.6841 116/1952 [>.............................] - ETA: 9:16 - loss: 344.9385 - logits_profile_predictions_loss: 335.3638 - logcount_predictions_loss: 0.6839 117/1952 [>.............................] - ETA: 9:16 - loss: 344.9270 - logits_profile_predictions_loss: 335.3554 - logcount_predictions_loss: 0.6837 118/1952 [>.............................] - ETA: 9:16 - loss: 344.9186 - logits_profile_predictions_loss: 335.3499 - logcount_predictions_loss: 0.6835 119/1952 [>.............................] - ETA: 9:15 - loss: 344.9103 - logits_profile_predictions_loss: 335.3446 - logcount_predictions_loss: 0.6833 120/1952 [>.............................] - ETA: 9:15 - loss: 344.9039 - logits_profile_predictions_loss: 335.3410 - logcount_predictions_loss: 0.6831 121/1952 [>.............................] - ETA: 9:15 - loss: 344.9003 - 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[============================>.] - ETA: 17s - loss: 342.0305 - logits_profile_predictions_loss: 333.1093 - logcount_predictions_loss: 0.6372 1897/1952 [============================>.] - ETA: 16s - loss: 342.0302 - logits_profile_predictions_loss: 333.1091 - logcount_predictions_loss: 0.6372 1898/1952 [============================>.] - ETA: 16s - loss: 342.0299 - logits_profile_predictions_loss: 333.1089 - logcount_predictions_loss: 0.6372 1899/1952 [============================>.] - ETA: 16s - loss: 342.0296 - logits_profile_predictions_loss: 333.1087 - logcount_predictions_loss: 0.6372 1900/1952 [============================>.] - ETA: 15s - loss: 342.0293 - logits_profile_predictions_loss: 333.1085 - logcount_predictions_loss: 0.6372 1901/1952 [============================>.] - ETA: 15s - loss: 342.0290 - logits_profile_predictions_loss: 333.1083 - logcount_predictions_loss: 0.6372 1902/1952 [============================>.] - ETA: 15s - loss: 342.0287 - 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[============================>.] - ETA: 13s - loss: 342.0265 - logits_profile_predictions_loss: 333.1066 - logcount_predictions_loss: 0.6371 1910/1952 [============================>.] - ETA: 12s - loss: 342.0262 - logits_profile_predictions_loss: 333.1064 - logcount_predictions_loss: 0.6371 1911/1952 [============================>.] - ETA: 12s - loss: 342.0258 - logits_profile_predictions_loss: 333.1061 - logcount_predictions_loss: 0.6371 1912/1952 [============================>.] - ETA: 12s - loss: 342.0255 - logits_profile_predictions_loss: 333.1059 - logcount_predictions_loss: 0.6371 1913/1952 [============================>.] - ETA: 11s - loss: 342.0252 - logits_profile_predictions_loss: 333.1057 - logcount_predictions_loss: 0.6371 1914/1952 [============================>.] - ETA: 11s - loss: 342.0249 - logits_profile_predictions_loss: 333.1055 - logcount_predictions_loss: 0.6371 1915/1952 [============================>.] - ETA: 11s - loss: 342.0245 - 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logits_profile_predictions_loss: 333.0973 - logcount_predictions_loss: 0.6369 1949/1952 [============================>.] - ETA: 0s - loss: 342.0131 - logits_profile_predictions_loss: 333.0971 - logcount_predictions_loss: 0.6369 1950/1952 [============================>.] - ETA: 0s - loss: 342.0128 - logits_profile_predictions_loss: 333.0968 - logcount_predictions_loss: 0.6369 1951/1952 [============================>.] - ETA: 0s - loss: 342.0124 - logits_profile_predictions_loss: 333.0965 - logcount_predictions_loss: 0.6369 1952/1952 [==============================] - ETA: 0s - loss: 342.0120 - logits_profile_predictions_loss: 333.0962 - logcount_predictions_loss: 0.6369 1952/1952 [==============================] - 615s 315ms/step - loss: 342.0116 - logits_profile_predictions_loss: 333.0960 - logcount_predictions_loss: 0.6368 - val_loss: 359.1652 - val_logits_profile_predictions_loss: 350.6039 - val_logcount_predictions_loss: 0.6115 Epoch 00005: val_loss improved from 362.70547 to 359.16522, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 6/50 1/1952 [..............................] - ETA: 10:38 - loss: 336.6231 - logits_profile_predictions_loss: 327.6887 - logcount_predictions_loss: 0.6382 2/1952 [..............................] - ETA: 9:47 - loss: 336.4305 - logits_profile_predictions_loss: 327.8986 - logcount_predictions_loss: 0.6094  3/1952 [..............................] - ETA: 9:47 - loss: 339.5453 - logits_profile_predictions_loss: 331.1791 - logcount_predictions_loss: 0.5976 4/1952 [..............................] - ETA: 9:48 - loss: 338.9572 - logits_profile_predictions_loss: 330.7078 - logcount_predictions_loss: 0.5892 5/1952 [..............................] - ETA: 9:48 - loss: 338.3952 - logits_profile_predictions_loss: 330.1811 - logcount_predictions_loss: 0.5867 6/1952 [..............................] - ETA: 9:47 - loss: 338.2053 - logits_profile_predictions_loss: 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[..............................] - ETA: 9:40 - loss: 341.2401 - logits_profile_predictions_loss: 331.9752 - logcount_predictions_loss: 0.6618 34/1952 [..............................] - ETA: 9:39 - loss: 341.3108 - logits_profile_predictions_loss: 332.0481 - logcount_predictions_loss: 0.6616 35/1952 [..............................] - ETA: 9:39 - loss: 341.3458 - logits_profile_predictions_loss: 332.0863 - logcount_predictions_loss: 0.6614 36/1952 [..............................] - ETA: 9:39 - loss: 341.3883 - logits_profile_predictions_loss: 332.1324 - logcount_predictions_loss: 0.6611 37/1952 [..............................] - ETA: 9:38 - loss: 341.4179 - logits_profile_predictions_loss: 332.1657 - logcount_predictions_loss: 0.6609 38/1952 [..............................] - ETA: 9:38 - loss: 341.4343 - logits_profile_predictions_loss: 332.1856 - logcount_predictions_loss: 0.6606 39/1952 [..............................] - ETA: 9:38 - loss: 341.4228 - logits_profile_predictions_loss: 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[============================>.] - ETA: 10s - loss: 339.7733 - logits_profile_predictions_loss: 331.2663 - logcount_predictions_loss: 0.6076 1920/1952 [============================>.] - ETA: 9s - loss: 339.7729 - logits_profile_predictions_loss: 331.2660 - logcount_predictions_loss: 0.6076  1921/1952 [============================>.] - ETA: 9s - loss: 339.7725 - logits_profile_predictions_loss: 331.2656 - logcount_predictions_loss: 0.6076 1922/1952 [============================>.] - ETA: 9s - loss: 339.7721 - logits_profile_predictions_loss: 331.2653 - logcount_predictions_loss: 0.6076 1923/1952 [============================>.] - ETA: 8s - loss: 339.7717 - logits_profile_predictions_loss: 331.2650 - logcount_predictions_loss: 0.6076 1924/1952 [============================>.] - ETA: 8s - loss: 339.7713 - logits_profile_predictions_loss: 331.2646 - logcount_predictions_loss: 0.6076 1925/1952 [============================>.] - ETA: 8s - loss: 339.7710 - logits_profile_predictions_loss: 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[==============================] - ETA: 0s - loss: 339.7604 - logits_profile_predictions_loss: 331.2552 - logcount_predictions_loss: 0.6075 1952/1952 [==============================] - 614s 315ms/step - loss: 339.7600 - logits_profile_predictions_loss: 331.2549 - logcount_predictions_loss: 0.6075 - val_loss: 357.4417 - val_logits_profile_predictions_loss: 349.1216 - val_logcount_predictions_loss: 0.5943 Epoch 00006: val_loss improved from 359.16522 to 357.44171, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 7/50 1/1952 [..............................] - ETA: 10:06 - loss: 318.4503 - logits_profile_predictions_loss: 309.2708 - logcount_predictions_loss: 0.6557 2/1952 [..............................] - ETA: 9:47 - loss: 314.6324 - logits_profile_predictions_loss: 305.6021 - logcount_predictions_loss: 0.6450  3/1952 [..............................] - ETA: 9:47 - loss: 312.0606 - logits_profile_predictions_loss: 302.9174 - logcount_predictions_loss: 0.6531 4/1952 [..............................] - ETA: 9:48 - loss: 311.4501 - logits_profile_predictions_loss: 302.4449 - logcount_predictions_loss: 0.6432 5/1952 [..............................] - ETA: 9:48 - loss: 312.3849 - logits_profile_predictions_loss: 303.5732 - logcount_predictions_loss: 0.6294 6/1952 [..............................] - ETA: 9:48 - loss: 313.8674 - logits_profile_predictions_loss: 305.1641 - logcount_predictions_loss: 0.6217 7/1952 [..............................] - ETA: 9:48 - loss: 315.5254 - logits_profile_predictions_loss: 306.8853 - logcount_predictions_loss: 0.6172 8/1952 [..............................] - ETA: 9:47 - loss: 316.4977 - logits_profile_predictions_loss: 307.9038 - logcount_predictions_loss: 0.6138 9/1952 [..............................] - ETA: 9:47 - loss: 317.3709 - logits_profile_predictions_loss: 308.7881 - logcount_predictions_loss: 0.6131 10/1952 [..............................] - ETA: 9:47 - loss: 318.5908 - logits_profile_predictions_loss: 310.0033 - logcount_predictions_loss: 0.6134 11/1952 [..............................] - ETA: 9:46 - loss: 319.8922 - logits_profile_predictions_loss: 311.3166 - logcount_predictions_loss: 0.6125 12/1952 [..............................] - ETA: 9:46 - loss: 321.2160 - logits_profile_predictions_loss: 312.6577 - logcount_predictions_loss: 0.6113 13/1952 [..............................] - ETA: 9:46 - loss: 322.2245 - logits_profile_predictions_loss: 313.6790 - logcount_predictions_loss: 0.6104 14/1952 [..............................] - ETA: 9:45 - loss: 323.2464 - logits_profile_predictions_loss: 314.7106 - logcount_predictions_loss: 0.6097 15/1952 [..............................] - ETA: 9:45 - loss: 324.2667 - logits_profile_predictions_loss: 315.7387 - logcount_predictions_loss: 0.6091 16/1952 [..............................] - ETA: 9:45 - loss: 325.0838 - logits_profile_predictions_loss: 316.5660 - logcount_predictions_loss: 0.6084 17/1952 [..............................] - ETA: 9:45 - loss: 325.9436 - logits_profile_predictions_loss: 317.4326 - logcount_predictions_loss: 0.6079 18/1952 [..............................] - ETA: 9:44 - loss: 326.7285 - logits_profile_predictions_loss: 318.2103 - logcount_predictions_loss: 0.6084 19/1952 [..............................] - ETA: 9:44 - loss: 327.3814 - logits_profile_predictions_loss: 318.8532 - logcount_predictions_loss: 0.6092 20/1952 [..............................] - ETA: 9:44 - loss: 327.9030 - logits_profile_predictions_loss: 319.3632 - logcount_predictions_loss: 0.6100 21/1952 [..............................] - ETA: 9:44 - loss: 328.3330 - logits_profile_predictions_loss: 319.7851 - logcount_predictions_loss: 0.6106 22/1952 [..............................] - ETA: 9:44 - loss: 328.6591 - logits_profile_predictions_loss: 320.0984 - logcount_predictions_loss: 0.6115 23/1952 [..............................] - ETA: 9:43 - 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30/1952 [..............................] - ETA: 9:41 - loss: 330.9202 - logits_profile_predictions_loss: 322.3098 - logcount_predictions_loss: 0.6150 31/1952 [..............................] - ETA: 9:41 - loss: 331.1478 - logits_profile_predictions_loss: 322.5367 - logcount_predictions_loss: 0.6151 32/1952 [..............................] - ETA: 9:41 - loss: 331.3446 - logits_profile_predictions_loss: 322.7354 - logcount_predictions_loss: 0.6149 33/1952 [..............................] - ETA: 9:40 - loss: 331.5477 - logits_profile_predictions_loss: 322.9430 - logcount_predictions_loss: 0.6146 34/1952 [..............................] - ETA: 9:40 - loss: 331.7171 - logits_profile_predictions_loss: 323.1182 - logcount_predictions_loss: 0.6142 35/1952 [..............................] - ETA: 9:40 - loss: 331.8564 - logits_profile_predictions_loss: 323.2641 - logcount_predictions_loss: 0.6137 36/1952 [..............................] - ETA: 9:39 - loss: 332.0268 - 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[..............................] - ETA: 9:37 - loss: 332.9405 - logits_profile_predictions_loss: 324.4028 - logcount_predictions_loss: 0.6098 44/1952 [..............................] - ETA: 9:37 - loss: 333.0489 - logits_profile_predictions_loss: 324.5177 - logcount_predictions_loss: 0.6094 45/1952 [..............................] - ETA: 9:37 - loss: 333.1483 - logits_profile_predictions_loss: 324.6237 - logcount_predictions_loss: 0.6089 46/1952 [..............................] - ETA: 9:36 - loss: 333.2523 - logits_profile_predictions_loss: 324.7339 - logcount_predictions_loss: 0.6085 47/1952 [..............................] - ETA: 9:36 - loss: 333.3668 - logits_profile_predictions_loss: 324.8552 - logcount_predictions_loss: 0.6080 48/1952 [..............................] - ETA: 9:36 - loss: 333.4964 - logits_profile_predictions_loss: 324.9903 - logcount_predictions_loss: 0.6076 49/1952 [..............................] - ETA: 9:35 - loss: 333.6269 - logits_profile_predictions_loss: 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[>.............................] - ETA: 9:28 - loss: 334.6215 - logits_profile_predictions_loss: 326.2293 - logcount_predictions_loss: 0.5994 77/1952 [>.............................] - ETA: 9:27 - loss: 334.6591 - logits_profile_predictions_loss: 326.2699 - logcount_predictions_loss: 0.5992 78/1952 [>.............................] - ETA: 9:27 - loss: 334.6865 - logits_profile_predictions_loss: 326.3002 - logcount_predictions_loss: 0.5990 79/1952 [>.............................] - ETA: 9:27 - loss: 334.7098 - logits_profile_predictions_loss: 326.3263 - logcount_predictions_loss: 0.5988 80/1952 [>.............................] - ETA: 9:27 - loss: 334.7251 - logits_profile_predictions_loss: 326.3445 - logcount_predictions_loss: 0.5986 81/1952 [>.............................] - ETA: 9:26 - loss: 334.7399 - logits_profile_predictions_loss: 326.3619 - logcount_predictions_loss: 0.5984 82/1952 [>.............................] - ETA: 9:26 - loss: 334.7516 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 335.9995 - logits_profile_predictions_loss: 327.9634 - logcount_predictions_loss: 0.5740 1950/1952 [============================>.] - ETA: 0s - loss: 335.9999 - logits_profile_predictions_loss: 327.9638 - logcount_predictions_loss: 0.5740 1951/1952 [============================>.] - ETA: 0s - loss: 336.0002 - logits_profile_predictions_loss: 327.9642 - logcount_predictions_loss: 0.5740 1952/1952 [==============================] - ETA: 0s - loss: 336.0006 - logits_profile_predictions_loss: 327.9646 - logcount_predictions_loss: 0.5740 1952/1952 [==============================] - 615s 315ms/step - loss: 336.0010 - logits_profile_predictions_loss: 327.9650 - logcount_predictions_loss: 0.5740 - val_loss: 356.6536 - val_logits_profile_predictions_loss: 348.4041 - val_logcount_predictions_loss: 0.5892 Epoch 00007: val_loss improved from 357.44171 to 356.65359, saving model to 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[============================>.] - ETA: 15s - loss: 333.4355 - logits_profile_predictions_loss: 325.7768 - logcount_predictions_loss: 0.5470 1901/1952 [============================>.] - ETA: 15s - loss: 333.4364 - logits_profile_predictions_loss: 325.7777 - logcount_predictions_loss: 0.5470 1902/1952 [============================>.] - ETA: 15s - loss: 333.4373 - logits_profile_predictions_loss: 325.7786 - logcount_predictions_loss: 0.5470 1903/1952 [============================>.] - ETA: 14s - loss: 333.4382 - logits_profile_predictions_loss: 325.7795 - logcount_predictions_loss: 0.5470 1904/1952 [============================>.] - ETA: 14s - loss: 333.4391 - logits_profile_predictions_loss: 325.7804 - logcount_predictions_loss: 0.5470 1905/1952 [============================>.] - ETA: 14s - loss: 333.4400 - logits_profile_predictions_loss: 325.7813 - logcount_predictions_loss: 0.5470 1906/1952 [============================>.] - ETA: 13s - loss: 333.4409 - 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[============================>.] - ETA: 11s - loss: 333.4471 - logits_profile_predictions_loss: 325.7884 - logcount_predictions_loss: 0.5470 1914/1952 [============================>.] - ETA: 11s - loss: 333.4480 - logits_profile_predictions_loss: 325.7893 - logcount_predictions_loss: 0.5470 1915/1952 [============================>.] - ETA: 11s - loss: 333.4488 - logits_profile_predictions_loss: 325.7901 - logcount_predictions_loss: 0.5470 1916/1952 [============================>.] - ETA: 10s - loss: 333.4497 - logits_profile_predictions_loss: 325.7910 - logcount_predictions_loss: 0.5470 1917/1952 [============================>.] - ETA: 10s - loss: 333.4506 - logits_profile_predictions_loss: 325.7919 - logcount_predictions_loss: 0.5470 1918/1952 [============================>.] - ETA: 10s - loss: 333.4515 - logits_profile_predictions_loss: 325.7927 - logcount_predictions_loss: 0.5470 1919/1952 [============================>.] - ETA: 10s - loss: 333.4523 - 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[============================>.] - ETA: 7s - loss: 333.4583 - logits_profile_predictions_loss: 325.7995 - logcount_predictions_loss: 0.5470 1927/1952 [============================>.] - ETA: 7s - loss: 333.4591 - logits_profile_predictions_loss: 325.8003 - logcount_predictions_loss: 0.5470 1928/1952 [============================>.] - ETA: 7s - loss: 333.4599 - logits_profile_predictions_loss: 325.8012 - logcount_predictions_loss: 0.5470 1929/1952 [============================>.] - ETA: 6s - loss: 333.4608 - logits_profile_predictions_loss: 325.8020 - logcount_predictions_loss: 0.5470 1930/1952 [============================>.] - ETA: 6s - loss: 333.4616 - logits_profile_predictions_loss: 325.8029 - logcount_predictions_loss: 0.5470 1931/1952 [============================>.] - ETA: 6s - loss: 333.4624 - logits_profile_predictions_loss: 325.8037 - logcount_predictions_loss: 0.5470 1932/1952 [============================>.] - ETA: 6s - loss: 333.4633 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 325.8206 - logcount_predictions_loss: 0.5470 1952/1952 [==============================] - 614s 315ms/step - loss: 333.4803 - logits_profile_predictions_loss: 325.8214 - logcount_predictions_loss: 0.5470 - val_loss: 356.5402 - val_logits_profile_predictions_loss: 348.3979 - val_logcount_predictions_loss: 0.5816 Epoch 00008: val_loss improved from 356.65359 to 356.54019, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 9/50 1/1952 [..............................] - ETA: 10:09 - loss: 340.0437 - logits_profile_predictions_loss: 334.8315 - logcount_predictions_loss: 0.3723 2/1952 [..............................] - ETA: 9:48 - loss: 338.5640 - logits_profile_predictions_loss: 332.9446 - logcount_predictions_loss: 0.4014  3/1952 [..............................] - ETA: 9:47 - loss: 337.5779 - logits_profile_predictions_loss: 331.4936 - logcount_predictions_loss: 0.4346 4/1952 [..............................] - ETA: 9:48 - loss: 337.5148 - logits_profile_predictions_loss: 331.2179 - logcount_predictions_loss: 0.4498 5/1952 [..............................] - ETA: 9:48 - loss: 336.6047 - logits_profile_predictions_loss: 330.0469 - logcount_predictions_loss: 0.4684 6/1952 [..............................] - ETA: 9:47 - loss: 336.1541 - logits_profile_predictions_loss: 329.3538 - logcount_predictions_loss: 0.4857 7/1952 [..............................] - ETA: 9:47 - loss: 335.7850 - logits_profile_predictions_loss: 328.8064 - logcount_predictions_loss: 0.4985 8/1952 [..............................] - ETA: 9:47 - loss: 335.7496 - logits_profile_predictions_loss: 328.6756 - logcount_predictions_loss: 0.5053 9/1952 [..............................] - ETA: 9:47 - loss: 336.2905 - logits_profile_predictions_loss: 329.1332 - logcount_predictions_loss: 0.5112 10/1952 [..............................] - ETA: 9:46 - loss: 337.3640 - logits_profile_predictions_loss: 330.1472 - logcount_predictions_loss: 0.5155 11/1952 [..............................] - ETA: 9:46 - loss: 337.9749 - logits_profile_predictions_loss: 330.7119 - logcount_predictions_loss: 0.5188 12/1952 [..............................] - ETA: 9:46 - loss: 338.2410 - logits_profile_predictions_loss: 330.9442 - logcount_predictions_loss: 0.5212 13/1952 [..............................] - ETA: 9:45 - loss: 338.5991 - logits_profile_predictions_loss: 331.2668 - logcount_predictions_loss: 0.5237 14/1952 [..............................] - ETA: 9:45 - loss: 338.8838 - logits_profile_predictions_loss: 331.5113 - logcount_predictions_loss: 0.5266 15/1952 [..............................] - ETA: 9:45 - loss: 339.1856 - logits_profile_predictions_loss: 331.7748 - logcount_predictions_loss: 0.5293 16/1952 [..............................] - ETA: 9:45 - loss: 339.3873 - logits_profile_predictions_loss: 331.9447 - logcount_predictions_loss: 0.5316 17/1952 [..............................] - ETA: 9:44 - loss: 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[..............................] - ETA: 9:42 - loss: 338.9675 - logits_profile_predictions_loss: 331.3716 - logcount_predictions_loss: 0.5426 25/1952 [..............................] - ETA: 9:42 - loss: 338.8634 - logits_profile_predictions_loss: 331.2604 - logcount_predictions_loss: 0.5431 26/1952 [..............................] - ETA: 9:42 - loss: 338.7582 - logits_profile_predictions_loss: 331.1486 - logcount_predictions_loss: 0.5435 27/1952 [..............................] - ETA: 9:41 - loss: 338.6188 - logits_profile_predictions_loss: 331.0042 - logcount_predictions_loss: 0.5439 28/1952 [..............................] - ETA: 9:41 - loss: 338.4959 - logits_profile_predictions_loss: 330.8751 - logcount_predictions_loss: 0.5443 29/1952 [..............................] - ETA: 9:41 - loss: 338.3404 - logits_profile_predictions_loss: 330.7170 - logcount_predictions_loss: 0.5445 30/1952 [..............................] - ETA: 9:41 - loss: 338.2428 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 333.9443 - logits_profile_predictions_loss: 326.6778 - logcount_predictions_loss: 0.5191 1951/1952 [============================>.] - ETA: 0s - loss: 333.9441 - logits_profile_predictions_loss: 326.6775 - logcount_predictions_loss: 0.5191 1952/1952 [==============================] - ETA: 0s - loss: 333.9438 - logits_profile_predictions_loss: 326.6773 - logcount_predictions_loss: 0.5191 1952/1952 [==============================] - 614s 315ms/step - loss: 333.9436 - logits_profile_predictions_loss: 326.6770 - logcount_predictions_loss: 0.5191 - val_loss: 356.4407 - val_logits_profile_predictions_loss: 348.2877 - val_logcount_predictions_loss: 0.5824 Epoch 00009: val_loss improved from 356.54019 to 356.44073, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 10/50 1/1952 [..............................] - ETA: 10:10 - loss: 362.7059 - 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[..............................] - ETA: 9:47 - loss: 347.2880 - logits_profile_predictions_loss: 340.4145 - logcount_predictions_loss: 0.4910 9/1952 [..............................] - ETA: 9:46 - loss: 345.8611 - logits_profile_predictions_loss: 338.8980 - logcount_predictions_loss: 0.4974 10/1952 [..............................] - ETA: 9:46 - loss: 344.8897 - logits_profile_predictions_loss: 337.8582 - logcount_predictions_loss: 0.5022 11/1952 [..............................] - ETA: 9:46 - loss: 343.9956 - logits_profile_predictions_loss: 336.9047 - logcount_predictions_loss: 0.5065 12/1952 [..............................] - ETA: 9:46 - loss: 342.9380 - logits_profile_predictions_loss: 335.8043 - logcount_predictions_loss: 0.5096 13/1952 [..............................] - ETA: 9:45 - loss: 342.0119 - logits_profile_predictions_loss: 334.8525 - logcount_predictions_loss: 0.5114 14/1952 [..............................] - ETA: 9:45 - loss: 341.1216 - logits_profile_predictions_loss: 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[..............................] - ETA: 9:37 - loss: 336.5883 - logits_profile_predictions_loss: 329.5108 - logcount_predictions_loss: 0.5055 42/1952 [..............................] - ETA: 9:37 - loss: 336.4994 - logits_profile_predictions_loss: 329.4251 - logcount_predictions_loss: 0.5053 43/1952 [..............................] - ETA: 9:37 - loss: 336.4155 - logits_profile_predictions_loss: 329.3449 - logcount_predictions_loss: 0.5050 44/1952 [..............................] - ETA: 9:36 - loss: 336.3127 - logits_profile_predictions_loss: 329.2458 - logcount_predictions_loss: 0.5048 45/1952 [..............................] - ETA: 9:36 - loss: 336.2360 - logits_profile_predictions_loss: 329.1735 - logcount_predictions_loss: 0.5045 46/1952 [..............................] - ETA: 9:36 - loss: 336.1586 - logits_profile_predictions_loss: 329.0995 - logcount_predictions_loss: 0.5042 47/1952 [..............................] - ETA: 9:36 - loss: 336.0833 - logits_profile_predictions_loss: 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[>.............................] - ETA: 9:28 - loss: 335.1630 - logits_profile_predictions_loss: 328.1987 - logcount_predictions_loss: 0.4975 75/1952 [>.............................] - ETA: 9:28 - loss: 335.1680 - logits_profile_predictions_loss: 328.2064 - logcount_predictions_loss: 0.4973 76/1952 [>.............................] - ETA: 9:28 - loss: 335.1783 - logits_profile_predictions_loss: 328.2197 - logcount_predictions_loss: 0.4970 77/1952 [>.............................] - ETA: 9:27 - loss: 335.1850 - logits_profile_predictions_loss: 328.2297 - logcount_predictions_loss: 0.4968 78/1952 [>.............................] - ETA: 9:27 - loss: 335.1910 - logits_profile_predictions_loss: 328.2389 - logcount_predictions_loss: 0.4966 79/1952 [>.............................] - ETA: 9:27 - loss: 335.2005 - logits_profile_predictions_loss: 328.2517 - logcount_predictions_loss: 0.4963 80/1952 [>.............................] - ETA: 9:26 - loss: 335.2029 - logits_profile_predictions_loss: 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[>.............................] - ETA: 9:19 - loss: 335.1557 - logits_profile_predictions_loss: 328.2622 - logcount_predictions_loss: 0.4924 108/1952 [>.............................] - ETA: 9:18 - loss: 335.1552 - logits_profile_predictions_loss: 328.2621 - logcount_predictions_loss: 0.4924 109/1952 [>.............................] - ETA: 9:18 - loss: 335.1551 - logits_profile_predictions_loss: 328.2624 - logcount_predictions_loss: 0.4923 110/1952 [>.............................] - ETA: 9:18 - loss: 335.1548 - logits_profile_predictions_loss: 328.2625 - logcount_predictions_loss: 0.4923 111/1952 [>.............................] - ETA: 9:17 - loss: 335.1551 - logits_profile_predictions_loss: 328.2631 - logcount_predictions_loss: 0.4923 112/1952 [>.............................] - ETA: 9:17 - loss: 335.1532 - logits_profile_predictions_loss: 328.2614 - logcount_predictions_loss: 0.4923 113/1952 [>.............................] - ETA: 9:17 - loss: 335.1527 - 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[============================>.] - ETA: 19s - loss: 333.0609 - logits_profile_predictions_loss: 326.1533 - logcount_predictions_loss: 0.4934 1889/1952 [============================>.] - ETA: 19s - loss: 333.0602 - logits_profile_predictions_loss: 326.1525 - logcount_predictions_loss: 0.4934 1890/1952 [============================>.] - ETA: 18s - loss: 333.0594 - logits_profile_predictions_loss: 326.1518 - logcount_predictions_loss: 0.4934 1891/1952 [============================>.] - ETA: 18s - loss: 333.0587 - logits_profile_predictions_loss: 326.1511 - logcount_predictions_loss: 0.4934 1892/1952 [============================>.] - ETA: 18s - loss: 333.0580 - logits_profile_predictions_loss: 326.1503 - logcount_predictions_loss: 0.4934 1893/1952 [============================>.] - ETA: 17s - loss: 333.0573 - logits_profile_predictions_loss: 326.1496 - logcount_predictions_loss: 0.4934 1894/1952 [============================>.] - ETA: 17s - loss: 333.0565 - 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[============================>.] - ETA: 15s - loss: 333.0515 - logits_profile_predictions_loss: 326.1438 - logcount_predictions_loss: 0.4934 1902/1952 [============================>.] - ETA: 15s - loss: 333.0508 - logits_profile_predictions_loss: 326.1431 - logcount_predictions_loss: 0.4934 1903/1952 [============================>.] - ETA: 14s - loss: 333.0501 - logits_profile_predictions_loss: 326.1424 - logcount_predictions_loss: 0.4934 1904/1952 [============================>.] - ETA: 14s - loss: 333.0494 - logits_profile_predictions_loss: 326.1417 - logcount_predictions_loss: 0.4934 1905/1952 [============================>.] - ETA: 14s - loss: 333.0486 - logits_profile_predictions_loss: 326.1409 - logcount_predictions_loss: 0.4934 1906/1952 [============================>.] - ETA: 13s - loss: 333.0479 - logits_profile_predictions_loss: 326.1402 - logcount_predictions_loss: 0.4934 1907/1952 [============================>.] - ETA: 13s - loss: 333.0472 - 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[============================>.] - ETA: 11s - loss: 333.0420 - logits_profile_predictions_loss: 326.1343 - logcount_predictions_loss: 0.4934 1915/1952 [============================>.] - ETA: 11s - loss: 333.0412 - logits_profile_predictions_loss: 326.1335 - logcount_predictions_loss: 0.4934 1916/1952 [============================>.] - ETA: 10s - loss: 333.0405 - logits_profile_predictions_loss: 326.1328 - logcount_predictions_loss: 0.4934 1917/1952 [============================>.] - ETA: 10s - loss: 333.0398 - logits_profile_predictions_loss: 326.1320 - logcount_predictions_loss: 0.4934 1918/1952 [============================>.] - ETA: 10s - loss: 333.0390 - logits_profile_predictions_loss: 326.1313 - logcount_predictions_loss: 0.4934 1919/1952 [============================>.] - ETA: 10s - loss: 333.0383 - logits_profile_predictions_loss: 326.1305 - logcount_predictions_loss: 0.4934 1920/1952 [============================>.] - ETA: 9s - loss: 333.0375 - logits_profile_predictions_loss: 326.1298 - logcount_predictions_loss: 0.4934  1921/1952 [============================>.] - ETA: 9s - loss: 333.0368 - logits_profile_predictions_loss: 326.1290 - logcount_predictions_loss: 0.4934 1922/1952 [============================>.] - ETA: 9s - loss: 333.0360 - logits_profile_predictions_loss: 326.1283 - logcount_predictions_loss: 0.4934 1923/1952 [============================>.] - ETA: 8s - loss: 333.0353 - logits_profile_predictions_loss: 326.1275 - logcount_predictions_loss: 0.4934 1924/1952 [============================>.] - ETA: 8s - loss: 333.0346 - logits_profile_predictions_loss: 326.1268 - logcount_predictions_loss: 0.4934 1925/1952 [============================>.] - ETA: 8s - loss: 333.0338 - logits_profile_predictions_loss: 326.1261 - logcount_predictions_loss: 0.4934 1926/1952 [============================>.] - ETA: 7s - loss: 333.0331 - logits_profile_predictions_loss: 326.1253 - logcount_predictions_loss: 0.4934 1927/1952 [============================>.] - ETA: 7s - 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[============================>.] - ETA: 1s - loss: 333.0175 - logits_profile_predictions_loss: 326.1097 - logcount_predictions_loss: 0.4934 1948/1952 [============================>.] - ETA: 1s - loss: 333.0168 - logits_profile_predictions_loss: 326.1090 - logcount_predictions_loss: 0.4934 1949/1952 [============================>.] - ETA: 0s - loss: 333.0161 - logits_profile_predictions_loss: 326.1082 - logcount_predictions_loss: 0.4934 1950/1952 [============================>.] - ETA: 0s - loss: 333.0153 - logits_profile_predictions_loss: 326.1075 - logcount_predictions_loss: 0.4934 1951/1952 [============================>.] - ETA: 0s - loss: 333.0146 - logits_profile_predictions_loss: 326.1068 - logcount_predictions_loss: 0.4934 1952/1952 [==============================] - ETA: 0s - loss: 333.0139 - logits_profile_predictions_loss: 326.1060 - logcount_predictions_loss: 0.4934 1952/1952 [==============================] - 615s 315ms/step - loss: 333.0131 - logits_profile_predictions_loss: 326.1053 - logcount_predictions_loss: 0.4934 - val_loss: 356.2964 - val_logits_profile_predictions_loss: 348.3703 - val_logcount_predictions_loss: 0.5662 Epoch 00010: val_loss improved from 356.44073 to 356.29639, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 11/50 1/1952 [..............................] - ETA: 10:21 - loss: 380.7046 - logits_profile_predictions_loss: 374.7542 - logcount_predictions_loss: 0.4250 2/1952 [..............................] - ETA: 9:48 - loss: 358.1851 - logits_profile_predictions_loss: 352.1531 - logcount_predictions_loss: 0.4309  3/1952 [..............................] - ETA: 9:47 - loss: 354.1092 - logits_profile_predictions_loss: 347.6606 - logcount_predictions_loss: 0.4606 4/1952 [..............................] - ETA: 9:48 - loss: 349.7017 - logits_profile_predictions_loss: 343.1329 - logcount_predictions_loss: 0.4692 5/1952 [..............................] - ETA: 9:47 - loss: 346.2970 - logits_profile_predictions_loss: 339.6410 - logcount_predictions_loss: 0.4754 6/1952 [..............................] - ETA: 9:47 - loss: 345.2188 - logits_profile_predictions_loss: 338.4939 - logcount_predictions_loss: 0.4804 7/1952 [..............................] - ETA: 9:47 - loss: 344.0470 - logits_profile_predictions_loss: 337.2734 - logcount_predictions_loss: 0.4838 8/1952 [..............................] - ETA: 9:47 - loss: 343.2492 - logits_profile_predictions_loss: 336.4516 - logcount_predictions_loss: 0.4855 9/1952 [..............................] - ETA: 9:46 - loss: 342.1034 - logits_profile_predictions_loss: 335.2913 - logcount_predictions_loss: 0.4866 10/1952 [..............................] - ETA: 9:46 - loss: 340.8916 - logits_profile_predictions_loss: 334.0659 - logcount_predictions_loss: 0.4876 11/1952 [..............................] - ETA: 9:46 - loss: 339.8767 - logits_profile_predictions_loss: 333.0369 - logcount_predictions_loss: 0.4886 12/1952 [..............................] - ETA: 9:46 - loss: 339.0566 - logits_profile_predictions_loss: 332.2032 - logcount_predictions_loss: 0.4895 13/1952 [..............................] - ETA: 9:45 - loss: 338.4753 - logits_profile_predictions_loss: 331.6073 - logcount_predictions_loss: 0.4906 14/1952 [..............................] - ETA: 9:45 - loss: 338.0417 - logits_profile_predictions_loss: 331.1634 - logcount_predictions_loss: 0.4913 15/1952 [..............................] - ETA: 9:45 - loss: 337.5374 - logits_profile_predictions_loss: 330.6601 - logcount_predictions_loss: 0.4912 16/1952 [..............................] - ETA: 9:45 - loss: 337.1516 - logits_profile_predictions_loss: 330.2773 - logcount_predictions_loss: 0.4910 17/1952 [..............................] - ETA: 9:44 - loss: 336.8930 - logits_profile_predictions_loss: 330.0253 - logcount_predictions_loss: 0.4906 18/1952 [..............................] - ETA: 9:44 - 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25/1952 [..............................] - ETA: 9:42 - loss: 335.7286 - logits_profile_predictions_loss: 328.9277 - logcount_predictions_loss: 0.4858 26/1952 [..............................] - ETA: 9:42 - loss: 335.5712 - logits_profile_predictions_loss: 328.7775 - logcount_predictions_loss: 0.4853 27/1952 [..............................] - ETA: 9:41 - loss: 335.3853 - logits_profile_predictions_loss: 328.5977 - logcount_predictions_loss: 0.4848 28/1952 [..............................] - ETA: 9:41 - loss: 335.1920 - logits_profile_predictions_loss: 328.4119 - logcount_predictions_loss: 0.4843 29/1952 [..............................] - ETA: 9:41 - loss: 334.9772 - logits_profile_predictions_loss: 328.2069 - logcount_predictions_loss: 0.4836 30/1952 [..............................] - ETA: 9:40 - loss: 334.7321 - logits_profile_predictions_loss: 327.9726 - logcount_predictions_loss: 0.4828 31/1952 [..............................] - ETA: 9:40 - loss: 334.4992 - 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[============================>.] - ETA: 12s - loss: 329.9449 - logits_profile_predictions_loss: 323.3547 - logcount_predictions_loss: 0.4707 1912/1952 [============================>.] - ETA: 12s - loss: 329.9450 - logits_profile_predictions_loss: 323.3548 - logcount_predictions_loss: 0.4707 1913/1952 [============================>.] - ETA: 11s - loss: 329.9450 - logits_profile_predictions_loss: 323.3549 - logcount_predictions_loss: 0.4707 1914/1952 [============================>.] - ETA: 11s - loss: 329.9451 - logits_profile_predictions_loss: 323.3550 - logcount_predictions_loss: 0.4707 1915/1952 [============================>.] - ETA: 11s - loss: 329.9452 - logits_profile_predictions_loss: 323.3550 - logcount_predictions_loss: 0.4707 1916/1952 [============================>.] - ETA: 10s - loss: 329.9453 - logits_profile_predictions_loss: 323.3551 - logcount_predictions_loss: 0.4707 1917/1952 [============================>.] - ETA: 10s - loss: 329.9454 - 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[============================>.] - ETA: 8s - loss: 329.9460 - logits_profile_predictions_loss: 323.3557 - logcount_predictions_loss: 0.4707 1925/1952 [============================>.] - ETA: 8s - loss: 329.9461 - logits_profile_predictions_loss: 323.3558 - logcount_predictions_loss: 0.4707 1926/1952 [============================>.] - ETA: 7s - loss: 329.9462 - logits_profile_predictions_loss: 323.3559 - logcount_predictions_loss: 0.4707 1927/1952 [============================>.] - ETA: 7s - loss: 329.9463 - logits_profile_predictions_loss: 323.3559 - logcount_predictions_loss: 0.4707 1928/1952 [============================>.] - ETA: 7s - loss: 329.9464 - logits_profile_predictions_loss: 323.3560 - logcount_predictions_loss: 0.4707 1929/1952 [============================>.] - ETA: 6s - loss: 329.9465 - logits_profile_predictions_loss: 323.3561 - logcount_predictions_loss: 0.4707 1930/1952 [============================>.] - ETA: 6s - loss: 329.9466 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 323.3586 - logcount_predictions_loss: 0.4708 1951/1952 [============================>.] - ETA: 0s - loss: 329.9496 - logits_profile_predictions_loss: 323.3587 - logcount_predictions_loss: 0.4708 1952/1952 [==============================] - ETA: 0s - loss: 329.9498 - logits_profile_predictions_loss: 323.3589 - logcount_predictions_loss: 0.4708 1952/1952 [==============================] - 614s 315ms/step - loss: 329.9500 - logits_profile_predictions_loss: 323.3590 - logcount_predictions_loss: 0.4708 - val_loss: 356.6205 - val_logits_profile_predictions_loss: 348.6367 - val_logcount_predictions_loss: 0.5703 Epoch 00011: val_loss did not improve from 356.29639 Epoch 12/50 1/1952 [..............................] - ETA: 10:12 - loss: 309.1759 - logits_profile_predictions_loss: 303.6505 - logcount_predictions_loss: 0.3947 2/1952 [..............................] - ETA: 9:47 - loss: 306.9714 - logits_profile_predictions_loss: 301.1428 - 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[..............................] - ETA: 9:45 - loss: 308.4743 - logits_profile_predictions_loss: 301.8659 - logcount_predictions_loss: 0.4720 17/1952 [..............................] - ETA: 9:44 - loss: 308.6708 - logits_profile_predictions_loss: 302.0498 - logcount_predictions_loss: 0.4729 18/1952 [..............................] - ETA: 9:44 - loss: 308.7923 - logits_profile_predictions_loss: 302.1626 - logcount_predictions_loss: 0.4735 19/1952 [..............................] - ETA: 9:44 - loss: 308.9672 - logits_profile_predictions_loss: 302.3311 - logcount_predictions_loss: 0.4740 20/1952 [..............................] - ETA: 9:43 - loss: 309.1935 - logits_profile_predictions_loss: 302.5553 - logcount_predictions_loss: 0.4742 21/1952 [..............................] - ETA: 9:43 - loss: 309.4256 - logits_profile_predictions_loss: 302.7870 - logcount_predictions_loss: 0.4742 22/1952 [..............................] - ETA: 9:43 - loss: 309.6313 - logits_profile_predictions_loss: 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36/1952 [..............................] - ETA: 9:39 - loss: 311.8479 - logits_profile_predictions_loss: 305.3320 - logcount_predictions_loss: 0.4654 37/1952 [..............................] - ETA: 9:39 - loss: 312.0115 - logits_profile_predictions_loss: 305.5030 - logcount_predictions_loss: 0.4649 38/1952 [..............................] - ETA: 9:38 - loss: 312.1811 - logits_profile_predictions_loss: 305.6784 - logcount_predictions_loss: 0.4645 39/1952 [..............................] - ETA: 9:38 - loss: 312.3516 - logits_profile_predictions_loss: 305.8557 - logcount_predictions_loss: 0.4640 40/1952 [..............................] - ETA: 9:38 - loss: 312.5204 - logits_profile_predictions_loss: 306.0313 - logcount_predictions_loss: 0.4635 41/1952 [..............................] - ETA: 9:38 - loss: 312.6916 - logits_profile_predictions_loss: 306.2091 - logcount_predictions_loss: 0.4630 42/1952 [..............................] - ETA: 9:37 - loss: 312.8580 - 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[..............................] - ETA: 9:35 - loss: 313.9060 - logits_profile_predictions_loss: 307.4766 - logcount_predictions_loss: 0.4592 50/1952 [..............................] - ETA: 9:35 - loss: 314.0550 - logits_profile_predictions_loss: 307.6323 - logcount_predictions_loss: 0.4588 51/1952 [..............................] - ETA: 9:35 - loss: 314.1992 - logits_profile_predictions_loss: 307.7828 - logcount_predictions_loss: 0.4583 52/1952 [..............................] - ETA: 9:34 - loss: 314.3475 - logits_profile_predictions_loss: 307.9370 - logcount_predictions_loss: 0.4579 53/1952 [..............................] - ETA: 9:34 - loss: 314.5001 - logits_profile_predictions_loss: 308.0957 - logcount_predictions_loss: 0.4575 54/1952 [..............................] - ETA: 9:34 - loss: 314.6553 - logits_profile_predictions_loss: 308.2564 - logcount_predictions_loss: 0.4571 55/1952 [..............................] - ETA: 9:34 - loss: 314.8092 - logits_profile_predictions_loss: 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[>.............................] - ETA: 9:26 - loss: 317.7169 - logits_profile_predictions_loss: 311.3804 - logcount_predictions_loss: 0.4526 83/1952 [>.............................] - ETA: 9:26 - loss: 317.7993 - logits_profile_predictions_loss: 311.4641 - logcount_predictions_loss: 0.4525 84/1952 [>.............................] - ETA: 9:25 - loss: 317.8835 - logits_profile_predictions_loss: 311.5496 - logcount_predictions_loss: 0.4524 85/1952 [>.............................] - ETA: 9:25 - loss: 317.9673 - logits_profile_predictions_loss: 311.6345 - logcount_predictions_loss: 0.4523 86/1952 [>.............................] - ETA: 9:25 - loss: 318.0415 - logits_profile_predictions_loss: 311.7097 - logcount_predictions_loss: 0.4523 87/1952 [>.............................] - ETA: 9:24 - loss: 318.1143 - logits_profile_predictions_loss: 311.7834 - logcount_predictions_loss: 0.4522 88/1952 [>.............................] - ETA: 9:24 - loss: 318.1896 - logits_profile_predictions_loss: 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[============================>.] - ETA: 17s - loss: 327.4948 - logits_profile_predictions_loss: 321.1955 - logcount_predictions_loss: 0.4500 1897/1952 [============================>.] - ETA: 16s - loss: 327.4952 - logits_profile_predictions_loss: 321.1959 - logcount_predictions_loss: 0.4499 1898/1952 [============================>.] - ETA: 16s - loss: 327.4956 - logits_profile_predictions_loss: 321.1963 - logcount_predictions_loss: 0.4499 1899/1952 [============================>.] - ETA: 16s - loss: 327.4959 - logits_profile_predictions_loss: 321.1967 - logcount_predictions_loss: 0.4499 1900/1952 [============================>.] - ETA: 15s - loss: 327.4963 - logits_profile_predictions_loss: 321.1971 - logcount_predictions_loss: 0.4499 1901/1952 [============================>.] - ETA: 15s - loss: 327.4967 - logits_profile_predictions_loss: 321.1975 - logcount_predictions_loss: 0.4499 1902/1952 [============================>.] - ETA: 15s - loss: 327.4971 - 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[============================>.] - ETA: 13s - loss: 327.4996 - logits_profile_predictions_loss: 321.2005 - logcount_predictions_loss: 0.4499 1910/1952 [============================>.] - ETA: 12s - loss: 327.5000 - logits_profile_predictions_loss: 321.2009 - logcount_predictions_loss: 0.4499 1911/1952 [============================>.] - ETA: 12s - loss: 327.5003 - logits_profile_predictions_loss: 321.2013 - logcount_predictions_loss: 0.4499 1912/1952 [============================>.] - ETA: 12s - loss: 327.5007 - logits_profile_predictions_loss: 321.2016 - logcount_predictions_loss: 0.4499 1913/1952 [============================>.] - ETA: 11s - loss: 327.5010 - logits_profile_predictions_loss: 321.2020 - logcount_predictions_loss: 0.4499 1914/1952 [============================>.] - ETA: 11s - loss: 327.5014 - logits_profile_predictions_loss: 321.2023 - logcount_predictions_loss: 0.4499 1915/1952 [============================>.] - ETA: 11s - loss: 327.5017 - 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[============================>.] - ETA: 9s - loss: 327.5043 - logits_profile_predictions_loss: 321.2054 - logcount_predictions_loss: 0.4499 1923/1952 [============================>.] - ETA: 8s - loss: 327.5047 - logits_profile_predictions_loss: 321.2058 - logcount_predictions_loss: 0.4499 1924/1952 [============================>.] - ETA: 8s - loss: 327.5051 - logits_profile_predictions_loss: 321.2062 - logcount_predictions_loss: 0.4499 1925/1952 [============================>.] - ETA: 8s - loss: 327.5054 - logits_profile_predictions_loss: 321.2066 - logcount_predictions_loss: 0.4499 1926/1952 [============================>.] - ETA: 7s - loss: 327.5058 - logits_profile_predictions_loss: 321.2070 - logcount_predictions_loss: 0.4499 1927/1952 [============================>.] - ETA: 7s - loss: 327.5062 - logits_profile_predictions_loss: 321.2074 - logcount_predictions_loss: 0.4499 1928/1952 [============================>.] - ETA: 7s - loss: 327.5066 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 321.2162 - logcount_predictions_loss: 0.4499 1949/1952 [============================>.] - ETA: 0s - loss: 327.5151 - logits_profile_predictions_loss: 321.2167 - logcount_predictions_loss: 0.4499 1950/1952 [============================>.] - ETA: 0s - loss: 327.5155 - logits_profile_predictions_loss: 321.2171 - logcount_predictions_loss: 0.4499 1951/1952 [============================>.] - ETA: 0s - loss: 327.5160 - logits_profile_predictions_loss: 321.2176 - logcount_predictions_loss: 0.4499 1952/1952 [==============================] - ETA: 0s - loss: 327.5164 - logits_profile_predictions_loss: 321.2181 - logcount_predictions_loss: 0.4499 1952/1952 [==============================] - 614s 315ms/step - loss: 327.5168 - logits_profile_predictions_loss: 321.2185 - logcount_predictions_loss: 0.4499 - val_loss: 357.2103 - val_logits_profile_predictions_loss: 349.1260 - val_logcount_predictions_loss: 0.5774 Epoch 00012: val_loss did not improve from 356.29639 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[============================>.] - ETA: 17s - loss: 327.3698 - logits_profile_predictions_loss: 321.4811 - logcount_predictions_loss: 0.4206 1895/1952 [============================>.] - ETA: 17s - loss: 327.3698 - logits_profile_predictions_loss: 321.4811 - logcount_predictions_loss: 0.4206 1896/1952 [============================>.] - ETA: 17s - loss: 327.3697 - logits_profile_predictions_loss: 321.4810 - logcount_predictions_loss: 0.4206 1897/1952 [============================>.] - ETA: 16s - loss: 327.3696 - logits_profile_predictions_loss: 321.4809 - logcount_predictions_loss: 0.4206 1898/1952 [============================>.] - ETA: 16s - loss: 327.3696 - logits_profile_predictions_loss: 321.4808 - logcount_predictions_loss: 0.4206 1899/1952 [============================>.] - ETA: 16s - loss: 327.3695 - logits_profile_predictions_loss: 321.4808 - logcount_predictions_loss: 0.4206 1900/1952 [============================>.] - ETA: 15s - loss: 327.3694 - 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[============================>.] - ETA: 13s - loss: 327.3691 - logits_profile_predictions_loss: 321.4803 - logcount_predictions_loss: 0.4206 1908/1952 [============================>.] - ETA: 13s - loss: 327.3691 - logits_profile_predictions_loss: 321.4802 - logcount_predictions_loss: 0.4207 1909/1952 [============================>.] - ETA: 13s - loss: 327.3690 - logits_profile_predictions_loss: 321.4801 - logcount_predictions_loss: 0.4207 1910/1952 [============================>.] - ETA: 12s - loss: 327.3690 - logits_profile_predictions_loss: 321.4801 - logcount_predictions_loss: 0.4207 1911/1952 [============================>.] - ETA: 12s - loss: 327.3689 - logits_profile_predictions_loss: 321.4800 - logcount_predictions_loss: 0.4207 1912/1952 [============================>.] - ETA: 12s - loss: 327.3689 - logits_profile_predictions_loss: 321.4799 - logcount_predictions_loss: 0.4207 1913/1952 [============================>.] - ETA: 11s - loss: 327.3688 - 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[============================>.] - ETA: 9s - loss: 327.3683 - logits_profile_predictions_loss: 321.4792 - logcount_predictions_loss: 0.4207  1921/1952 [============================>.] - ETA: 9s - loss: 327.3682 - logits_profile_predictions_loss: 321.4792 - logcount_predictions_loss: 0.4207 1922/1952 [============================>.] - ETA: 9s - loss: 327.3682 - logits_profile_predictions_loss: 321.4791 - logcount_predictions_loss: 0.4207 1923/1952 [============================>.] - ETA: 8s - loss: 327.3681 - logits_profile_predictions_loss: 321.4790 - logcount_predictions_loss: 0.4207 1924/1952 [============================>.] - ETA: 8s - loss: 327.3681 - logits_profile_predictions_loss: 321.4790 - logcount_predictions_loss: 0.4207 1925/1952 [============================>.] - ETA: 8s - loss: 327.3680 - logits_profile_predictions_loss: 321.4789 - logcount_predictions_loss: 0.4207 1926/1952 [============================>.] - ETA: 7s - loss: 327.3680 - logits_profile_predictions_loss: 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[==============================] - 615s 315ms/step - loss: 327.3663 - logits_profile_predictions_loss: 321.4766 - logcount_predictions_loss: 0.4207 - val_loss: 357.3034 - val_logits_profile_predictions_loss: 348.8405 - val_logcount_predictions_loss: 0.6045 Epoch 00013: val_loss did not improve from 356.29639 Epoch 14/50 1/1952 [..............................] - ETA: 10:11 - loss: 322.0543 - logits_profile_predictions_loss: 317.1901 - logcount_predictions_loss: 0.3474 2/1952 [..............................] - ETA: 9:47 - loss: 316.7035 - logits_profile_predictions_loss: 311.3354 - logcount_predictions_loss: 0.3834  3/1952 [..............................] - ETA: 9:46 - loss: 314.2501 - logits_profile_predictions_loss: 308.8195 - logcount_predictions_loss: 0.3879 4/1952 [..............................] - ETA: 9:48 - loss: 315.3539 - logits_profile_predictions_loss: 309.8999 - logcount_predictions_loss: 0.3896 5/1952 [..............................] - ETA: 9:48 - loss: 315.1692 - 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[..............................] - ETA: 9:46 - loss: 316.6431 - logits_profile_predictions_loss: 311.1909 - logcount_predictions_loss: 0.3894 13/1952 [..............................] - ETA: 9:45 - loss: 316.9508 - logits_profile_predictions_loss: 311.4853 - logcount_predictions_loss: 0.3904 14/1952 [..............................] - ETA: 9:45 - loss: 317.3814 - logits_profile_predictions_loss: 311.9136 - logcount_predictions_loss: 0.3906 15/1952 [..............................] - ETA: 9:45 - loss: 317.7699 - logits_profile_predictions_loss: 312.3003 - logcount_predictions_loss: 0.3907 16/1952 [..............................] - ETA: 9:45 - loss: 318.1448 - logits_profile_predictions_loss: 312.6763 - logcount_predictions_loss: 0.3906 17/1952 [..............................] - ETA: 9:44 - loss: 318.4839 - logits_profile_predictions_loss: 313.0108 - logcount_predictions_loss: 0.3909 18/1952 [..............................] - ETA: 9:44 - loss: 318.6502 - logits_profile_predictions_loss: 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[..............................] - ETA: 9:37 - loss: 320.1323 - logits_profile_predictions_loss: 314.7111 - logcount_predictions_loss: 0.3872 46/1952 [..............................] - ETA: 9:36 - loss: 320.1335 - logits_profile_predictions_loss: 314.7136 - logcount_predictions_loss: 0.3871 47/1952 [..............................] - ETA: 9:36 - loss: 320.1424 - logits_profile_predictions_loss: 314.7238 - logcount_predictions_loss: 0.3870 48/1952 [..............................] - ETA: 9:36 - loss: 320.1482 - logits_profile_predictions_loss: 314.7309 - logcount_predictions_loss: 0.3870 49/1952 [..............................] - ETA: 9:36 - loss: 320.1677 - logits_profile_predictions_loss: 314.7508 - logcount_predictions_loss: 0.3869 50/1952 [..............................] - ETA: 9:35 - loss: 320.1668 - logits_profile_predictions_loss: 314.7508 - logcount_predictions_loss: 0.3869 51/1952 [..............................] - ETA: 9:35 - loss: 320.1777 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 323.0931 - logits_profile_predictions_loss: 318.1388 - logcount_predictions_loss: 0.3539 1952/1952 [==============================] - ETA: 0s - loss: 323.0930 - logits_profile_predictions_loss: 318.1389 - logcount_predictions_loss: 0.3539 1952/1952 [==============================] - 615s 315ms/step - loss: 323.0929 - logits_profile_predictions_loss: 318.1389 - logcount_predictions_loss: 0.3539 - val_loss: 356.4615 - val_logits_profile_predictions_loss: 348.3516 - val_logcount_predictions_loss: 0.5793 Epoch 00014: val_loss did not improve from 356.29639 Epoch 15/50 1/1952 [..............................] - ETA: 10:08 - loss: 333.7611 - logits_profile_predictions_loss: 329.6713 - logcount_predictions_loss: 0.2921 2/1952 [..............................] - ETA: 9:48 - loss: 328.8009 - logits_profile_predictions_loss: 324.3385 - logcount_predictions_loss: 0.3187  3/1952 [..............................] - ETA: 9:48 - loss: 327.8424 - 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[..............................] - ETA: 9:47 - loss: 319.5266 - logits_profile_predictions_loss: 314.8846 - logcount_predictions_loss: 0.3316 11/1952 [..............................] - ETA: 9:46 - loss: 319.4091 - logits_profile_predictions_loss: 314.7767 - logcount_predictions_loss: 0.3309 12/1952 [..............................] - ETA: 9:46 - loss: 319.2944 - logits_profile_predictions_loss: 314.6763 - logcount_predictions_loss: 0.3299 13/1952 [..............................] - ETA: 9:46 - loss: 319.2966 - logits_profile_predictions_loss: 314.6950 - logcount_predictions_loss: 0.3287 14/1952 [..............................] - ETA: 9:46 - loss: 319.3872 - logits_profile_predictions_loss: 314.8024 - logcount_predictions_loss: 0.3275 15/1952 [..............................] - ETA: 9:45 - loss: 319.2766 - logits_profile_predictions_loss: 314.7066 - logcount_predictions_loss: 0.3264 16/1952 [..............................] - ETA: 9:45 - loss: 319.2150 - logits_profile_predictions_loss: 314.6533 - logcount_predictions_loss: 0.3258 17/1952 [..............................] - ETA: 9:45 - loss: 319.1956 - logits_profile_predictions_loss: 314.6423 - logcount_predictions_loss: 0.3252 18/1952 [..............................] - ETA: 9:44 - loss: 319.3307 - logits_profile_predictions_loss: 314.7861 - logcount_predictions_loss: 0.3246 19/1952 [..............................] - ETA: 9:44 - loss: 319.4160 - logits_profile_predictions_loss: 314.8782 - logcount_predictions_loss: 0.3241 20/1952 [..............................] - ETA: 9:44 - loss: 319.5585 - logits_profile_predictions_loss: 315.0220 - logcount_predictions_loss: 0.3240 21/1952 [..............................] - ETA: 9:43 - loss: 319.7385 - logits_profile_predictions_loss: 315.2073 - logcount_predictions_loss: 0.3237 22/1952 [..............................] - ETA: 9:43 - loss: 319.9275 - logits_profile_predictions_loss: 315.4019 - logcount_predictions_loss: 0.3233 23/1952 [..............................] - ETA: 9:43 - 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[..............................] - ETA: 9:37 - loss: 319.8725 - logits_profile_predictions_loss: 315.4416 - logcount_predictions_loss: 0.3165 44/1952 [..............................] - ETA: 9:37 - loss: 319.8833 - logits_profile_predictions_loss: 315.4511 - logcount_predictions_loss: 0.3166 45/1952 [..............................] - ETA: 9:36 - loss: 319.9099 - logits_profile_predictions_loss: 315.4765 - logcount_predictions_loss: 0.3167 46/1952 [..............................] - ETA: 9:36 - loss: 319.9291 - logits_profile_predictions_loss: 315.4941 - logcount_predictions_loss: 0.3168 47/1952 [..............................] - ETA: 9:36 - loss: 319.9490 - logits_profile_predictions_loss: 315.5118 - logcount_predictions_loss: 0.3169 48/1952 [..............................] - ETA: 9:36 - loss: 319.9613 - logits_profile_predictions_loss: 315.5226 - logcount_predictions_loss: 0.3170 49/1952 [..............................] - ETA: 9:35 - loss: 319.9729 - logits_profile_predictions_loss: 315.5325 - logcount_predictions_loss: 0.3172 50/1952 [..............................] - ETA: 9:35 - loss: 319.9760 - logits_profile_predictions_loss: 315.5338 - logcount_predictions_loss: 0.3173 51/1952 [..............................] - ETA: 9:35 - loss: 319.9807 - logits_profile_predictions_loss: 315.5368 - logcount_predictions_loss: 0.3174 52/1952 [..............................] - ETA: 9:35 - loss: 320.0062 - logits_profile_predictions_loss: 315.5606 - logcount_predictions_loss: 0.3175 53/1952 [..............................] - ETA: 9:34 - loss: 320.0393 - logits_profile_predictions_loss: 315.5922 - logcount_predictions_loss: 0.3177 54/1952 [..............................] - ETA: 9:34 - loss: 320.0639 - logits_profile_predictions_loss: 315.6143 - logcount_predictions_loss: 0.3178 55/1952 [..............................] - ETA: 9:34 - loss: 320.1003 - logits_profile_predictions_loss: 315.6485 - logcount_predictions_loss: 0.3180 56/1952 [..............................] - ETA: 9:33 - 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[>.............................] - ETA: 9:28 - loss: 320.4409 - logits_profile_predictions_loss: 315.9391 - logcount_predictions_loss: 0.3216 77/1952 [>.............................] - ETA: 9:27 - loss: 320.4488 - logits_profile_predictions_loss: 315.9455 - logcount_predictions_loss: 0.3217 78/1952 [>.............................] - ETA: 9:27 - loss: 320.4557 - logits_profile_predictions_loss: 315.9513 - logcount_predictions_loss: 0.3217 79/1952 [>.............................] - ETA: 9:27 - loss: 320.4657 - logits_profile_predictions_loss: 315.9603 - logcount_predictions_loss: 0.3218 80/1952 [>.............................] - ETA: 9:27 - loss: 320.4754 - logits_profile_predictions_loss: 315.9688 - logcount_predictions_loss: 0.3219 81/1952 [>.............................] - ETA: 9:26 - loss: 320.4832 - logits_profile_predictions_loss: 315.9756 - logcount_predictions_loss: 0.3220 82/1952 [>.............................] - ETA: 9:26 - loss: 320.4862 - logits_profile_predictions_loss: 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[>.............................] - ETA: 9:18 - loss: 320.3019 - logits_profile_predictions_loss: 315.7619 - logcount_predictions_loss: 0.3243 110/1952 [>.............................] - ETA: 9:18 - loss: 320.2866 - logits_profile_predictions_loss: 315.7460 - logcount_predictions_loss: 0.3243 111/1952 [>.............................] - ETA: 9:18 - loss: 320.2682 - logits_profile_predictions_loss: 315.7268 - logcount_predictions_loss: 0.3244 112/1952 [>.............................] - ETA: 9:17 - loss: 320.2470 - logits_profile_predictions_loss: 315.7048 - logcount_predictions_loss: 0.3244 113/1952 [>.............................] - ETA: 9:17 - loss: 320.2258 - logits_profile_predictions_loss: 315.6829 - logcount_predictions_loss: 0.3245 114/1952 [>.............................] - ETA: 9:17 - loss: 320.2027 - logits_profile_predictions_loss: 315.6591 - logcount_predictions_loss: 0.3245 115/1952 [>.............................] - ETA: 9:16 - loss: 320.1803 - 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[===========================>..] - ETA: 30s - loss: 320.0230 - logits_profile_predictions_loss: 315.5538 - logcount_predictions_loss: 0.3192 1852/1952 [===========================>..] - ETA: 30s - loss: 320.0234 - logits_profile_predictions_loss: 315.5542 - logcount_predictions_loss: 0.3192 1853/1952 [===========================>..] - ETA: 30s - loss: 320.0238 - logits_profile_predictions_loss: 315.5546 - logcount_predictions_loss: 0.3192 1854/1952 [===========================>..] - ETA: 29s - loss: 320.0242 - logits_profile_predictions_loss: 315.5550 - logcount_predictions_loss: 0.3192 1855/1952 [===========================>..] - ETA: 29s - loss: 320.0245 - logits_profile_predictions_loss: 315.5554 - logcount_predictions_loss: 0.3192 1856/1952 [===========================>..] - ETA: 29s - loss: 320.0249 - logits_profile_predictions_loss: 315.5558 - logcount_predictions_loss: 0.3192 1857/1952 [===========================>..] - ETA: 28s - loss: 320.0253 - 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[===========================>..] - ETA: 26s - loss: 320.0281 - logits_profile_predictions_loss: 315.5593 - logcount_predictions_loss: 0.3192 1865/1952 [===========================>..] - ETA: 26s - loss: 320.0285 - logits_profile_predictions_loss: 315.5597 - logcount_predictions_loss: 0.3192 1866/1952 [===========================>..] - ETA: 26s - loss: 320.0289 - logits_profile_predictions_loss: 315.5601 - logcount_predictions_loss: 0.3192 1867/1952 [===========================>..] - ETA: 25s - loss: 320.0293 - logits_profile_predictions_loss: 315.5605 - logcount_predictions_loss: 0.3192 1868/1952 [===========================>..] - ETA: 25s - loss: 320.0297 - logits_profile_predictions_loss: 315.5610 - logcount_predictions_loss: 0.3192 1869/1952 [===========================>..] - ETA: 25s - loss: 320.0300 - logits_profile_predictions_loss: 315.5614 - logcount_predictions_loss: 0.3192 1870/1952 [===========================>..] - ETA: 24s - loss: 320.0304 - logits_profile_predictions_loss: 315.5618 - logcount_predictions_loss: 0.3192 1871/1952 [===========================>..] - ETA: 24s - loss: 320.0308 - logits_profile_predictions_loss: 315.5622 - logcount_predictions_loss: 0.3192 1872/1952 [===========================>..] - ETA: 24s - loss: 320.0312 - logits_profile_predictions_loss: 315.5626 - logcount_predictions_loss: 0.3192 1873/1952 [===========================>..] - ETA: 24s - loss: 320.0316 - logits_profile_predictions_loss: 315.5631 - logcount_predictions_loss: 0.3192 1874/1952 [===========================>..] - ETA: 23s - loss: 320.0320 - logits_profile_predictions_loss: 315.5635 - logcount_predictions_loss: 0.3192 1875/1952 [===========================>..] - ETA: 23s - loss: 320.0323 - logits_profile_predictions_loss: 315.5639 - logcount_predictions_loss: 0.3192 1876/1952 [===========================>..] - ETA: 23s - loss: 320.0327 - logits_profile_predictions_loss: 315.5643 - logcount_predictions_loss: 0.3192 1877/1952 [===========================>..] - ETA: 22s - loss: 320.0331 - logits_profile_predictions_loss: 315.5647 - logcount_predictions_loss: 0.3192 1878/1952 [===========================>..] - ETA: 22s - loss: 320.0334 - logits_profile_predictions_loss: 315.5650 - logcount_predictions_loss: 0.3192 1879/1952 [===========================>..] - ETA: 22s - loss: 320.0338 - logits_profile_predictions_loss: 315.5654 - logcount_predictions_loss: 0.3192 1880/1952 [===========================>..] - ETA: 21s - loss: 320.0341 - logits_profile_predictions_loss: 315.5658 - logcount_predictions_loss: 0.3192 1881/1952 [===========================>..] - ETA: 21s - loss: 320.0344 - logits_profile_predictions_loss: 315.5662 - logcount_predictions_loss: 0.3192 1882/1952 [===========================>..] - ETA: 21s - loss: 320.0348 - logits_profile_predictions_loss: 315.5665 - logcount_predictions_loss: 0.3192 1883/1952 [===========================>..] - ETA: 20s - loss: 320.0351 - 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[============================>.] - ETA: 18s - loss: 320.0373 - logits_profile_predictions_loss: 315.5693 - logcount_predictions_loss: 0.3191 1891/1952 [============================>.] - ETA: 18s - loss: 320.0376 - logits_profile_predictions_loss: 315.5697 - logcount_predictions_loss: 0.3191 1892/1952 [============================>.] - ETA: 18s - loss: 320.0379 - logits_profile_predictions_loss: 315.5700 - logcount_predictions_loss: 0.3191 1893/1952 [============================>.] - ETA: 17s - loss: 320.0382 - logits_profile_predictions_loss: 315.5704 - logcount_predictions_loss: 0.3191 1894/1952 [============================>.] - ETA: 17s - loss: 320.0385 - logits_profile_predictions_loss: 315.5707 - logcount_predictions_loss: 0.3191 1895/1952 [============================>.] - ETA: 17s - loss: 320.0388 - logits_profile_predictions_loss: 315.5710 - logcount_predictions_loss: 0.3191 1896/1952 [============================>.] - ETA: 17s - loss: 320.0391 - 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[============================>.] - ETA: 14s - loss: 320.0410 - logits_profile_predictions_loss: 315.5734 - logcount_predictions_loss: 0.3191 1904/1952 [============================>.] - ETA: 14s - loss: 320.0412 - logits_profile_predictions_loss: 315.5737 - logcount_predictions_loss: 0.3191 1905/1952 [============================>.] - ETA: 14s - loss: 320.0415 - logits_profile_predictions_loss: 315.5740 - logcount_predictions_loss: 0.3191 1906/1952 [============================>.] - ETA: 13s - loss: 320.0417 - logits_profile_predictions_loss: 315.5743 - logcount_predictions_loss: 0.3191 1907/1952 [============================>.] - ETA: 13s - loss: 320.0420 - logits_profile_predictions_loss: 315.5745 - logcount_predictions_loss: 0.3191 1908/1952 [============================>.] - ETA: 13s - loss: 320.0422 - logits_profile_predictions_loss: 315.5748 - logcount_predictions_loss: 0.3191 1909/1952 [============================>.] - ETA: 13s - loss: 320.0425 - logits_profile_predictions_loss: 315.5751 - logcount_predictions_loss: 0.3191 1910/1952 [============================>.] - ETA: 12s - loss: 320.0427 - logits_profile_predictions_loss: 315.5754 - logcount_predictions_loss: 0.3191 1911/1952 [============================>.] - ETA: 12s - loss: 320.0430 - logits_profile_predictions_loss: 315.5756 - logcount_predictions_loss: 0.3191 1912/1952 [============================>.] - ETA: 12s - loss: 320.0432 - logits_profile_predictions_loss: 315.5759 - logcount_predictions_loss: 0.3191 1913/1952 [============================>.] - ETA: 11s - loss: 320.0434 - logits_profile_predictions_loss: 315.5762 - logcount_predictions_loss: 0.3191 1914/1952 [============================>.] - ETA: 11s - loss: 320.0437 - logits_profile_predictions_loss: 315.5765 - logcount_predictions_loss: 0.3191 1915/1952 [============================>.] - ETA: 11s - loss: 320.0439 - logits_profile_predictions_loss: 315.5768 - logcount_predictions_loss: 0.3191 1916/1952 [============================>.] - ETA: 10s - loss: 320.0442 - logits_profile_predictions_loss: 315.5770 - logcount_predictions_loss: 0.3191 1917/1952 [============================>.] - ETA: 10s - loss: 320.0444 - logits_profile_predictions_loss: 315.5773 - logcount_predictions_loss: 0.3191 1918/1952 [============================>.] - ETA: 10s - loss: 320.0447 - logits_profile_predictions_loss: 315.5776 - logcount_predictions_loss: 0.3191 1919/1952 [============================>.] - ETA: 10s - loss: 320.0449 - logits_profile_predictions_loss: 315.5778 - logcount_predictions_loss: 0.3191 1920/1952 [============================>.] - ETA: 9s - loss: 320.0451 - logits_profile_predictions_loss: 315.5781 - logcount_predictions_loss: 0.3191  1921/1952 [============================>.] - ETA: 9s - loss: 320.0454 - logits_profile_predictions_loss: 315.5784 - logcount_predictions_loss: 0.3191 1922/1952 [============================>.] - ETA: 9s - loss: 320.0456 - logits_profile_predictions_loss: 315.5787 - logcount_predictions_loss: 0.3191 1923/1952 [============================>.] - ETA: 8s - loss: 320.0459 - logits_profile_predictions_loss: 315.5790 - logcount_predictions_loss: 0.3191 1924/1952 [============================>.] - ETA: 8s - loss: 320.0461 - logits_profile_predictions_loss: 315.5793 - logcount_predictions_loss: 0.3191 1925/1952 [============================>.] - ETA: 8s - loss: 320.0464 - logits_profile_predictions_loss: 315.5795 - logcount_predictions_loss: 0.3191 1926/1952 [============================>.] - ETA: 7s - loss: 320.0466 - logits_profile_predictions_loss: 315.5798 - logcount_predictions_loss: 0.3190 1927/1952 [============================>.] - ETA: 7s - loss: 320.0469 - logits_profile_predictions_loss: 315.5801 - logcount_predictions_loss: 0.3190 1928/1952 [============================>.] - ETA: 7s - loss: 320.0471 - logits_profile_predictions_loss: 315.5804 - logcount_predictions_loss: 0.3190 1929/1952 [============================>.] - ETA: 6s - loss: 320.0473 - logits_profile_predictions_loss: 315.5806 - logcount_predictions_loss: 0.3190 1930/1952 [============================>.] - ETA: 6s - loss: 320.0476 - logits_profile_predictions_loss: 315.5809 - logcount_predictions_loss: 0.3190 1931/1952 [============================>.] - ETA: 6s - loss: 320.0478 - logits_profile_predictions_loss: 315.5812 - logcount_predictions_loss: 0.3190 1932/1952 [============================>.] - ETA: 6s - loss: 320.0481 - logits_profile_predictions_loss: 315.5815 - logcount_predictions_loss: 0.3190 1933/1952 [============================>.] - ETA: 5s - loss: 320.0483 - logits_profile_predictions_loss: 315.5818 - logcount_predictions_loss: 0.3190 1934/1952 [============================>.] - ETA: 5s - loss: 320.0486 - logits_profile_predictions_loss: 315.5820 - logcount_predictions_loss: 0.3190 1935/1952 [============================>.] - ETA: 5s - loss: 320.0488 - logits_profile_predictions_loss: 315.5823 - logcount_predictions_loss: 0.3190 1936/1952 [============================>.] - ETA: 4s - loss: 320.0490 - logits_profile_predictions_loss: 315.5826 - logcount_predictions_loss: 0.3190 1937/1952 [============================>.] - ETA: 4s - loss: 320.0493 - logits_profile_predictions_loss: 315.5829 - logcount_predictions_loss: 0.3190 1938/1952 [============================>.] - ETA: 4s - loss: 320.0495 - logits_profile_predictions_loss: 315.5831 - logcount_predictions_loss: 0.3190 1939/1952 [============================>.] - ETA: 3s - loss: 320.0498 - logits_profile_predictions_loss: 315.5834 - logcount_predictions_loss: 0.3190 1940/1952 [============================>.] - ETA: 3s - loss: 320.0500 - logits_profile_predictions_loss: 315.5837 - logcount_predictions_loss: 0.3190 1941/1952 [============================>.] - ETA: 3s - loss: 320.0503 - logits_profile_predictions_loss: 315.5840 - logcount_predictions_loss: 0.3190 1942/1952 [============================>.] - ETA: 3s - loss: 320.0506 - logits_profile_predictions_loss: 315.5843 - logcount_predictions_loss: 0.3190 1943/1952 [============================>.] - ETA: 2s - loss: 320.0508 - logits_profile_predictions_loss: 315.5846 - logcount_predictions_loss: 0.3190 1944/1952 [============================>.] - ETA: 2s - loss: 320.0511 - logits_profile_predictions_loss: 315.5849 - logcount_predictions_loss: 0.3190 1945/1952 [============================>.] - ETA: 2s - loss: 320.0514 - logits_profile_predictions_loss: 315.5852 - logcount_predictions_loss: 0.3190 1946/1952 [============================>.] - ETA: 1s - loss: 320.0516 - logits_profile_predictions_loss: 315.5855 - logcount_predictions_loss: 0.3190 1947/1952 [============================>.] - ETA: 1s - loss: 320.0519 - logits_profile_predictions_loss: 315.5858 - logcount_predictions_loss: 0.3190 1948/1952 [============================>.] - ETA: 1s - loss: 320.0522 - logits_profile_predictions_loss: 315.5861 - logcount_predictions_loss: 0.3190 1949/1952 [============================>.] - ETA: 0s - loss: 320.0524 - logits_profile_predictions_loss: 315.5864 - logcount_predictions_loss: 0.3190 1950/1952 [============================>.] - ETA: 0s - loss: 320.0527 - logits_profile_predictions_loss: 315.5867 - logcount_predictions_loss: 0.3190 1951/1952 [============================>.] - ETA: 0s - loss: 320.0530 - logits_profile_predictions_loss: 315.5870 - logcount_predictions_loss: 0.3190 1952/1952 [==============================] - ETA: 0s - loss: 320.0533 - logits_profile_predictions_loss: 315.5873 - logcount_predictions_loss: 0.3190 1952/1952 [==============================] - 615s 315ms/step - loss: 320.0536 - logits_profile_predictions_loss: 315.5877 - logcount_predictions_loss: 0.3190 - val_loss: 357.2639 - val_logits_profile_predictions_loss: 349.0929 - val_logcount_predictions_loss: 0.5836 Epoch 00015: val_loss did not improve from 356.29639 Restoring model weights from the end of the best epoch. Epoch 00015: early stopping save model save model without bias 2022-09-21_00-04-42: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_00-08-56: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_00-12-31: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_00-14-29: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints 2022-09-21_00-14-29: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: tn5_1 GCACAGTACAGAGCTG 1/28 [>.............................] - ETA: 7:14 3/28 [==>...........................] - ETA: 11s  4/28 [===>..........................] - ETA: 15s 5/28 [====>.........................] - ETA: 16s 6/28 [=====>........................] - ETA: 16s 7/28 [======>.......................] - ETA: 16s 8/28 [=======>......................] - ETA: 16s 9/28 [========>.....................] - ETA: 15s 10/28 [=========>....................] - ETA: 15s 11/28 [==========>...................] - ETA: 14s 12/28 [===========>..................] - ETA: 13s 13/28 [============>.................] - ETA: 12s 14/28 [==============>...............] - ETA: 12s 15/28 [===============>..............] - ETA: 11s 16/28 [================>.............] - ETA: 10s 17/28 [=================>............] - ETA: 9s  18/28 [==================>...........] - ETA: 8s 19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 58s 2s/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 16s 11/28 [==========>...................] - ETA: 15s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 965ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 16s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 967ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 16s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 969ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 17s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 970ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 17s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 970ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 17s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 971ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 17s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 971ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 17s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 971ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 24s 3/28 [==>...........................] - ETA: 23s 4/28 [===>..........................] - ETA: 22s 5/28 [====>.........................] - ETA: 21s 6/28 [=====>........................] - ETA: 20s 7/28 [======>.......................] - ETA: 19s 8/28 [=======>......................] - ETA: 18s 9/28 [========>.....................] - ETA: 17s 10/28 [=========>....................] - ETA: 17s 11/28 [==========>...................] - ETA: 16s 12/28 [===========>..................] - ETA: 15s 13/28 [============>.................] - ETA: 14s 14/28 [==============>...............] - ETA: 13s 15/28 [===============>..............] - ETA: 12s 16/28 [================>.............] - ETA: 11s 17/28 [=================>............] - ETA: 10s 18/28 [==================>...........] - ETA: 9s  19/28 [===================>..........] - ETA: 8s 20/28 [====================>.........] - ETA: 7s 21/28 [=====================>........] - ETA: 6s 22/28 [======================>.......] - ETA: 5s 23/28 [=======================>......] - ETA: 4s 24/28 [========================>.....] - ETA: 3s 25/28 [=========================>....] - ETA: 2s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 26s 971ms/step Saving marginal footprints 2022-09-21_00-19-40: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints 2022-09-21_00-19-40: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: tn5_1 GCACAGTACAGAGCTG 1/28 [>.............................] - ETA: 5:12 3/28 [==>...........................] - ETA: 1s  4/28 [===>..........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 24s 452ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 88ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 88ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 2s 3/28 [==>...........................] - ETA: 2s 4/28 [===>..........................] - ETA: 2s 5/28 [====>.........................] - ETA: 1s 6/28 [=====>........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 8/28 [=======>......................] - ETA: 1s 9/28 [========>.....................] - ETA: 1s 10/28 [=========>....................] - ETA: 1s 11/28 [==========>...................] - ETA: 1s 12/28 [===========>..................] - ETA: 1s 13/28 [============>.................] - ETA: 1s 14/28 [==============>...............] - ETA: 1s 15/28 [===============>..............] - ETA: 1s 16/28 [================>.............] - ETA: 1s 17/28 [=================>............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 2s 87ms/step Saving marginal footprints 2022-09-21_19-35-36: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 125392 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 125392 Number of peaks input: 27900 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 27900 Number of non peaks input: 126970 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 126970 Number of non peaks input: 26321 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 26321 Number of peaks after removing outliers: 124010 Number of nonpeaks after removing outliers: 111667 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/3490 [..............................] - ETA: 6:48:23 12/3490 [..............................] - ETA: 16s  23/3490 [..............................] - ETA: 16s 34/3490 [..............................] - ETA: 16s 45/3490 [..............................] - ETA: 16s 57/3490 [..............................] - ETA: 16s 69/3490 [..............................] - ETA: 16s 81/3490 [..............................] - ETA: 16s 93/3490 [..............................] - ETA: 15s 105/3490 [..............................] - ETA: 15s 117/3490 [>.............................] - ETA: 15s 129/3490 [>.............................] - ETA: 15s 141/3490 [>.............................] - ETA: 15s 153/3490 [>.............................] - ETA: 15s 165/3490 [>.............................] - ETA: 15s 177/3490 [>.............................] - ETA: 15s 189/3490 [>.............................] - ETA: 15s 201/3490 [>.............................] - ETA: 14s 213/3490 [>.............................] - ETA: 14s 225/3490 [>.............................] - ETA: 14s 237/3490 [=>............................] - ETA: 14s 249/3490 [=>............................] - ETA: 14s 261/3490 [=>............................] - ETA: 14s 273/3490 [=>............................] - ETA: 14s 285/3490 [=>............................] - ETA: 14s 297/3490 [=>............................] - ETA: 14s 309/3490 [=>............................] - ETA: 14s 321/3490 [=>............................] - ETA: 14s 333/3490 [=>............................] - ETA: 14s 345/3490 [=>............................] - ETA: 14s 357/3490 [==>...........................] - ETA: 14s 369/3490 [==>...........................] - ETA: 14s 381/3490 [==>...........................] - ETA: 13s 393/3490 [==>...........................] - ETA: 13s 405/3490 [==>...........................] - ETA: 13s 417/3490 [==>...........................] - ETA: 13s 429/3490 [==>...........................] - ETA: 13s 441/3490 [==>...........................] - ETA: 13s 453/3490 [==>...........................] - ETA: 13s 465/3490 [==>...........................] - ETA: 13s 477/3490 [===>..........................] - ETA: 13s 489/3490 [===>..........................] - ETA: 13s 501/3490 [===>..........................] - ETA: 13s 513/3490 [===>..........................] - ETA: 13s 525/3490 [===>..........................] - ETA: 13s 537/3490 [===>..........................] - ETA: 13s 549/3490 [===>..........................] - ETA: 13s 561/3490 [===>..........................] - ETA: 13s 572/3490 [===>..........................] - ETA: 13s 584/3490 [====>.........................] - ETA: 13s 596/3490 [====>.........................] - ETA: 12s 608/3490 [====>.........................] - ETA: 12s 620/3490 [====>.........................] - ETA: 12s 632/3490 [====>.........................] - ETA: 12s 644/3490 [====>.........................] - ETA: 12s 656/3490 [====>.........................] - ETA: 12s 668/3490 [====>.........................] - ETA: 12s 680/3490 [====>.........................] - ETA: 12s 692/3490 [====>.........................] - ETA: 12s 704/3490 [=====>........................] - ETA: 12s 715/3490 [=====>........................] - ETA: 12s 727/3490 [=====>........................] - ETA: 12s 739/3490 [=====>........................] - ETA: 12s 751/3490 [=====>........................] - ETA: 12s 763/3490 [=====>........................] - ETA: 12s 775/3490 [=====>........................] - ETA: 12s 787/3490 [=====>........................] - ETA: 12s 799/3490 [=====>........................] - ETA: 12s 811/3490 [=====>........................] - ETA: 11s 823/3490 [======>.......................] - ETA: 11s 835/3490 [======>.......................] - ETA: 11s 847/3490 [======>.......................] - ETA: 11s 859/3490 [======>.......................] - ETA: 11s 871/3490 [======>.......................] - ETA: 11s 883/3490 [======>.......................] - ETA: 11s 895/3490 [======>.......................] - ETA: 11s 907/3490 [======>.......................] - ETA: 11s 919/3490 [======>.......................] - ETA: 11s 931/3490 [=======>......................] - ETA: 11s 943/3490 [=======>......................] - ETA: 11s 955/3490 [=======>......................] - ETA: 11s 967/3490 [=======>......................] - ETA: 11s 979/3490 [=======>......................] - ETA: 11s 991/3490 [=======>......................] - ETA: 11s 1003/3490 [=======>......................] - ETA: 11s 1015/3490 [=======>......................] - ETA: 11s 1027/3490 [=======>......................] - ETA: 11s 1039/3490 [=======>......................] - ETA: 10s 1051/3490 [========>.....................] - ETA: 10s 1063/3490 [========>.....................] - ETA: 10s 1075/3490 [========>.....................] - ETA: 10s 1087/3490 [========>.....................] - ETA: 10s 1099/3490 [========>.....................] - ETA: 10s 1111/3490 [========>.....................] - ETA: 10s 1123/3490 [========>.....................] - ETA: 10s 1135/3490 [========>.....................] - ETA: 10s 1147/3490 [========>.....................] - ETA: 10s 1159/3490 [========>.....................] - ETA: 10s 1171/3490 [=========>....................] - ETA: 10s 1183/3490 [=========>....................] - ETA: 10s 1195/3490 [=========>....................] - ETA: 10s 1207/3490 [=========>....................] - ETA: 10s 1219/3490 [=========>....................] - ETA: 10s 1231/3490 [=========>....................] - ETA: 10s 1243/3490 [=========>....................] - ETA: 10s 1255/3490 [=========>....................] - ETA: 9s  1267/3490 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3490/3490 [==============================] - 23s 4ms/step 2022-09-21_19-38-54: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '14.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(113570, 10) loading nonpeaks... got split:train for bed regions:(101026, 10) loading peaks... got split:valid for bed regions:(10440, 10) loading nonpeaks... got split:valid for bed regions:(10641, 10) Epoch 1/50 1/1952 [..............................] - ETA: 3:12:20 - loss: 485.0904 - logits_profile_predictions_loss: 417.3328 - logcount_predictions_loss: 4.8398 2/1952 [..............................] - ETA: 4:30 - loss: 5313.1136 - logits_profile_predictions_loss: 423.0089 - logcount_predictions_loss: 349.2932 3/1952 [..............................] - ETA: 4:30 - loss: 5847.3460 - logits_profile_predictions_loss: 422.5251 - logcount_predictions_loss: 387.4872 4/1952 [..............................] - ETA: 4:30 - loss: 5713.3692 - logits_profile_predictions_loss: 422.5259 - logcount_predictions_loss: 377.9174 5/1952 [..............................] - ETA: 4:30 - loss: 5434.1537 - logits_profile_predictions_loss: 417.4847 - logcount_predictions_loss: 358.3335 6/1952 [..............................] - ETA: 4:29 - loss: 5140.2278 - logits_profile_predictions_loss: 413.5706 - logcount_predictions_loss: 337.6184 7/1952 [..............................] - ETA: 4:29 - loss: 4863.6123 - logits_profile_predictions_loss: 409.8075 - logcount_predictions_loss: 318.1289 8/1952 [..............................] - ETA: 4:29 - loss: 4612.7765 - logits_profile_predictions_loss: 406.6936 - logcount_predictions_loss: 300.4345 9/1952 [..............................] - ETA: 4:29 - loss: 4387.2147 - logits_profile_predictions_loss: 403.6447 - logcount_predictions_loss: 284.5407 10/1952 [..............................] - ETA: 4:29 - loss: 4185.3640 - logits_profile_predictions_loss: 401.1948 - logcount_predictions_loss: 270.2978 11/1952 [..............................] - ETA: 4:29 - loss: 4004.3349 - logits_profile_predictions_loss: 399.2064 - logcount_predictions_loss: 257.5092 12/1952 [..............................] - ETA: 4:28 - loss: 3841.3362 - logits_profile_predictions_loss: 397.5601 - logcount_predictions_loss: 245.9840 13/1952 [..............................] - ETA: 4:28 - loss: 3693.7046 - logits_profile_predictions_loss: 395.9758 - logcount_predictions_loss: 235.5521 14/1952 [..............................] - ETA: 4:28 - loss: 3559.2259 - logits_profile_predictions_loss: 394.3061 - logcount_predictions_loss: 226.0657 15/1952 [..............................] - ETA: 4:28 - loss: 3436.7332 - logits_profile_predictions_loss: 393.0010 - logcount_predictions_loss: 217.4094 16/1952 [..............................] - ETA: 4:28 - loss: 3324.4010 - logits_profile_predictions_loss: 391.7581 - logcount_predictions_loss: 209.4745 17/1952 [..............................] - ETA: 4:28 - loss: 3220.8702 - logits_profile_predictions_loss: 390.4592 - logcount_predictions_loss: 202.1722 18/1952 [..............................] - ETA: 4:28 - loss: 3125.3153 - logits_profile_predictions_loss: 389.2777 - logcount_predictions_loss: 195.4313 19/1952 [..............................] - ETA: 4:28 - loss: 3036.8727 - logits_profile_predictions_loss: 388.2260 - logcount_predictions_loss: 189.1890 20/1952 [..............................] - ETA: 4:27 - loss: 2954.7874 - logits_profile_predictions_loss: 387.3101 - logcount_predictions_loss: 183.3912 21/1952 [..............................] - ETA: 4:27 - loss: 2878.2713 - logits_profile_predictions_loss: 386.4253 - logcount_predictions_loss: 177.9890 22/1952 [..............................] - ETA: 4:27 - loss: 2806.8882 - logits_profile_predictions_loss: 385.6857 - logcount_predictions_loss: 172.9430 23/1952 [..............................] - ETA: 4:27 - loss: 2740.1246 - logits_profile_predictions_loss: 385.0633 - logcount_predictions_loss: 168.2187 24/1952 [..............................] - ETA: 4:27 - loss: 2677.5272 - logits_profile_predictions_loss: 384.5358 - logcount_predictions_loss: 163.7851 25/1952 [..............................] - ETA: 4:27 - loss: 2618.6188 - logits_profile_predictions_loss: 384.0201 - logcount_predictions_loss: 159.6142 26/1952 [..............................] - ETA: 4:26 - loss: 2563.1222 - logits_profile_predictions_loss: 383.5585 - logcount_predictions_loss: 155.6831 27/1952 [..............................] - ETA: 4:26 - loss: 2510.7149 - logits_profile_predictions_loss: 383.1273 - logcount_predictions_loss: 151.9705 28/1952 [..............................] - ETA: 4:26 - loss: 2461.1236 - logits_profile_predictions_loss: 382.7106 - logcount_predictions_loss: 148.4581 29/1952 [..............................] - ETA: 4:26 - loss: 2414.1262 - logits_profile_predictions_loss: 382.3156 - logcount_predictions_loss: 145.1293 30/1952 [..............................] - ETA: 4:26 - loss: 2369.5144 - logits_profile_predictions_loss: 381.9394 - logcount_predictions_loss: 141.9696 31/1952 [..............................] - ETA: 4:26 - loss: 2327.0673 - logits_profile_predictions_loss: 381.5502 - logcount_predictions_loss: 138.9655 32/1952 [..............................] - ETA: 4:26 - loss: 2286.7050 - logits_profile_predictions_loss: 381.2167 - logcount_predictions_loss: 136.1063 33/1952 [..............................] - ETA: 4:25 - loss: 2248.1854 - logits_profile_predictions_loss: 380.8639 - logcount_predictions_loss: 133.3801 34/1952 [..............................] - ETA: 4:25 - loss: 2211.4209 - logits_profile_predictions_loss: 380.5277 - logcount_predictions_loss: 130.7781 35/1952 [..............................] - ETA: 4:25 - loss: 2176.3034 - logits_profile_predictions_loss: 380.2196 - logcount_predictions_loss: 128.2917 36/1952 [..............................] - ETA: 4:25 - loss: 2142.7015 - logits_profile_predictions_loss: 379.9186 - logcount_predictions_loss: 125.9131 37/1952 [..............................] - ETA: 4:25 - loss: 2110.5503 - logits_profile_predictions_loss: 379.6539 - logcount_predictions_loss: 123.6354 38/1952 [..............................] - ETA: 4:25 - loss: 2079.7467 - logits_profile_predictions_loss: 379.4154 - logcount_predictions_loss: 121.4522 39/1952 [..............................] - ETA: 4:25 - loss: 2050.2206 - logits_profile_predictions_loss: 379.2158 - logcount_predictions_loss: 119.3575 40/1952 [..............................] - ETA: 4:24 - loss: 2021.8408 - logits_profile_predictions_loss: 379.0080 - logcount_predictions_loss: 117.3452 41/1952 [..............................] - ETA: 4:24 - loss: 1994.5618 - logits_profile_predictions_loss: 378.8127 - logcount_predictions_loss: 115.4106 42/1952 [..............................] - ETA: 4:24 - loss: 1968.3436 - logits_profile_predictions_loss: 378.6493 - logcount_predictions_loss: 113.5496 43/1952 [..............................] - ETA: 4:24 - loss: 1943.0767 - logits_profile_predictions_loss: 378.4777 - logcount_predictions_loss: 111.7571 44/1952 [..............................] - ETA: 4:24 - loss: 1918.7040 - logits_profile_predictions_loss: 378.2940 - logcount_predictions_loss: 110.0293 45/1952 [..............................] - ETA: 4:24 - loss: 1895.1802 - logits_profile_predictions_loss: 378.1029 - logcount_predictions_loss: 108.3627 46/1952 [..............................] - ETA: 4:24 - loss: 1872.4754 - logits_profile_predictions_loss: 377.9186 - logcount_predictions_loss: 106.7541 47/1952 [..............................] - ETA: 4:23 - loss: 1850.5531 - logits_profile_predictions_loss: 377.7471 - logcount_predictions_loss: 105.2004 48/1952 [..............................] - ETA: 4:23 - loss: 1829.3550 - logits_profile_predictions_loss: 377.5728 - logcount_predictions_loss: 103.6987 49/1952 [..............................] - ETA: 4:23 - loss: 1808.8515 - logits_profile_predictions_loss: 377.4027 - logcount_predictions_loss: 102.2463 50/1952 [..............................] - ETA: 4:23 - loss: 1789.0228 - logits_profile_predictions_loss: 377.2485 - logcount_predictions_loss: 100.8410 51/1952 [..............................] - ETA: 4:23 - loss: 1769.8441 - logits_profile_predictions_loss: 377.1180 - logcount_predictions_loss: 99.4804  52/1952 [..............................] - ETA: 4:23 - loss: 1751.2635 - logits_profile_predictions_loss: 376.9940 - logcount_predictions_loss: 98.1621 53/1952 [..............................] - ETA: 4:23 - loss: 1733.2626 - logits_profile_predictions_loss: 376.8849 - logcount_predictions_loss: 96.8841 54/1952 [..............................] - ETA: 4:22 - loss: 1715.7881 - logits_profile_predictions_loss: 376.7697 - logcount_predictions_loss: 95.6442 55/1952 [..............................] - ETA: 4:22 - loss: 1698.8221 - logits_profile_predictions_loss: 376.6578 - logcount_predictions_loss: 94.4403 56/1952 [..............................] - ETA: 4:22 - loss: 1682.3294 - logits_profile_predictions_loss: 376.5434 - logcount_predictions_loss: 93.2704 57/1952 [..............................] - ETA: 4:22 - loss: 1666.2872 - logits_profile_predictions_loss: 376.4149 - logcount_predictions_loss: 92.1337 58/1952 [..............................] - ETA: 4:22 - loss: 1650.6827 - logits_profile_predictions_loss: 376.2895 - logcount_predictions_loss: 91.0281 59/1952 [..............................] - ETA: 4:22 - loss: 1635.4861 - logits_profile_predictions_loss: 376.1552 - logcount_predictions_loss: 89.9522 60/1952 [..............................] - ETA: 4:22 - loss: 1620.6779 - logits_profile_predictions_loss: 376.0080 - logcount_predictions_loss: 88.9050 61/1952 [..............................] - ETA: 4:21 - loss: 1606.2444 - logits_profile_predictions_loss: 375.8507 - logcount_predictions_loss: 87.8853 62/1952 [..............................] - ETA: 4:21 - loss: 1592.2014 - logits_profile_predictions_loss: 375.7102 - logcount_predictions_loss: 86.8922 63/1952 [..............................] - ETA: 4:21 - loss: 1578.5096 - logits_profile_predictions_loss: 375.5650 - logcount_predictions_loss: 85.9246 64/1952 [..............................] - ETA: 4:21 - loss: 1565.1580 - logits_profile_predictions_loss: 375.4199 - logcount_predictions_loss: 84.9813 65/1952 [..............................] - ETA: 4:21 - loss: 1552.1367 - logits_profile_predictions_loss: 375.2791 - logcount_predictions_loss: 84.0613 66/1952 [>.............................] - ETA: 4:21 - loss: 1539.4430 - logits_profile_predictions_loss: 375.1528 - logcount_predictions_loss: 83.1636 67/1952 [>.............................] - ETA: 4:21 - loss: 1527.0527 - logits_profile_predictions_loss: 375.0263 - logcount_predictions_loss: 82.2876 68/1952 [>.............................] - ETA: 4:21 - loss: 1514.9646 - logits_profile_predictions_loss: 374.9109 - logcount_predictions_loss: 81.4324 69/1952 [>.............................] - ETA: 4:20 - loss: 1503.1573 - logits_profile_predictions_loss: 374.7975 - logcount_predictions_loss: 80.5971 70/1952 [>.............................] - ETA: 4:20 - loss: 1491.6248 - logits_profile_predictions_loss: 374.6896 - logcount_predictions_loss: 79.7811 71/1952 [>.............................] - ETA: 4:20 - loss: 1480.3634 - logits_profile_predictions_loss: 374.5918 - logcount_predictions_loss: 78.9837 72/1952 [>.............................] - ETA: 4:20 - loss: 1469.3711 - 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logits_profile_predictions_loss: 371.9845 - logcount_predictions_loss: 33.3387 229/1952 [==>...........................] - ETA: 3:58 - loss: 837.1676 - logits_profile_predictions_loss: 371.9796 - logcount_predictions_loss: 33.2277 230/1952 [==>...........................] - ETA: 3:58 - loss: 835.6209 - logits_profile_predictions_loss: 371.9745 - logcount_predictions_loss: 33.1176 231/1952 [==>...........................] - ETA: 3:58 - loss: 834.0862 - logits_profile_predictions_loss: 371.9697 - logcount_predictions_loss: 33.0083 232/1952 [==>...........................] - ETA: 3:58 - loss: 832.5627 - logits_profile_predictions_loss: 371.9647 - logcount_predictions_loss: 32.8999 233/1952 [==>...........................] - ETA: 3:58 - loss: 831.0495 - logits_profile_predictions_loss: 371.9587 - logcount_predictions_loss: 32.7922 234/1952 [==>...........................] - ETA: 3:58 - loss: 829.5483 - logits_profile_predictions_loss: 371.9536 - logcount_predictions_loss: 32.6853 235/1952 [==>...........................] - ETA: 3:57 - loss: 828.0592 - logits_profile_predictions_loss: 371.9493 - logcount_predictions_loss: 32.5793 236/1952 [==>...........................] - ETA: 3:57 - loss: 826.5804 - logits_profile_predictions_loss: 371.9445 - logcount_predictions_loss: 32.4740 237/1952 [==>...........................] - ETA: 3:57 - loss: 825.1121 - logits_profile_predictions_loss: 371.9394 - logcount_predictions_loss: 32.3695 238/1952 [==>...........................] - ETA: 3:57 - loss: 823.6543 - logits_profile_predictions_loss: 371.9343 - logcount_predictions_loss: 32.2657 239/1952 [==>...........................] - ETA: 3:57 - loss: 822.2075 - logits_profile_predictions_loss: 371.9295 - logcount_predictions_loss: 32.1627 240/1952 [==>...........................] - ETA: 3:57 - loss: 820.7720 - logits_profile_predictions_loss: 371.9255 - logcount_predictions_loss: 32.0605 241/1952 [==>...........................] - ETA: 3:57 - loss: 819.3470 - logits_profile_predictions_loss: 371.9218 - logcount_predictions_loss: 31.9589 242/1952 [==>...........................] - ETA: 3:56 - loss: 817.9316 - logits_profile_predictions_loss: 371.9175 - logcount_predictions_loss: 31.8581 243/1952 [==>...........................] - ETA: 3:56 - loss: 816.5253 - logits_profile_predictions_loss: 371.9122 - logcount_predictions_loss: 31.7581 244/1952 [==>...........................] - ETA: 3:56 - loss: 815.1300 - logits_profile_predictions_loss: 371.9079 - logcount_predictions_loss: 31.6587 245/1952 [==>...........................] - ETA: 3:56 - loss: 813.7445 - logits_profile_predictions_loss: 371.9036 - logcount_predictions_loss: 31.5601 246/1952 [==>...........................] - ETA: 3:56 - loss: 812.3687 - logits_profile_predictions_loss: 371.8992 - logcount_predictions_loss: 31.4621 247/1952 [==>...........................] - ETA: 3:56 - loss: 811.0020 - logits_profile_predictions_loss: 371.8943 - logcount_predictions_loss: 31.3648 248/1952 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logits_profile_predictions_loss: 371.8640 - logcount_predictions_loss: 30.7026 255/1952 [==>...........................] - ETA: 3:55 - loss: 800.4070 - logits_profile_predictions_loss: 371.8592 - logcount_predictions_loss: 30.6106 256/1952 [==>...........................] - ETA: 3:54 - loss: 799.1225 - logits_profile_predictions_loss: 371.8544 - logcount_predictions_loss: 30.5192 257/1952 [==>...........................] - ETA: 3:54 - loss: 797.8460 - logits_profile_predictions_loss: 371.8489 - logcount_predictions_loss: 30.4284 258/1952 [==>...........................] - ETA: 3:54 - loss: 796.5788 - logits_profile_predictions_loss: 371.8440 - logcount_predictions_loss: 30.3382 259/1952 [==>...........................] - ETA: 3:54 - loss: 795.3197 - logits_profile_predictions_loss: 371.8388 - logcount_predictions_loss: 30.2486 260/1952 [==>...........................] - ETA: 3:54 - loss: 794.0689 - logits_profile_predictions_loss: 371.8335 - logcount_predictions_loss: 30.1597 261/1952 [===>..........................] - ETA: 3:54 - loss: 792.8268 - logits_profile_predictions_loss: 371.8287 - logcount_predictions_loss: 30.0713 262/1952 [===>..........................] - ETA: 3:54 - loss: 791.5929 - logits_profile_predictions_loss: 371.8238 - logcount_predictions_loss: 29.9835 263/1952 [===>..........................] - ETA: 3:54 - loss: 790.3669 - logits_profile_predictions_loss: 371.8187 - logcount_predictions_loss: 29.8963 264/1952 [===>..........................] - ETA: 3:53 - loss: 789.1490 - logits_profile_predictions_loss: 371.8137 - logcount_predictions_loss: 29.8097 265/1952 [===>..........................] - ETA: 3:53 - loss: 787.9385 - logits_profile_predictions_loss: 371.8081 - logcount_predictions_loss: 29.7236 266/1952 [===>..........................] - ETA: 3:53 - loss: 786.7355 - logits_profile_predictions_loss: 371.8022 - logcount_predictions_loss: 29.6381 267/1952 [===>..........................] - ETA: 3:53 - loss: 785.5406 - 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[===>..........................] - ETA: 3:52 - loss: 777.3883 - logits_profile_predictions_loss: 371.7576 - logcount_predictions_loss: 28.9736 275/1952 [===>..........................] - ETA: 3:52 - loss: 776.2528 - logits_profile_predictions_loss: 371.7518 - logcount_predictions_loss: 28.8929 276/1952 [===>..........................] - ETA: 3:52 - loss: 775.1243 - logits_profile_predictions_loss: 371.7458 - logcount_predictions_loss: 28.8128 277/1952 [===>..........................] - ETA: 3:52 - loss: 774.0027 - logits_profile_predictions_loss: 371.7396 - logcount_predictions_loss: 28.7331 278/1952 [===>..........................] - ETA: 3:51 - loss: 772.8887 - logits_profile_predictions_loss: 371.7341 - logcount_predictions_loss: 28.6539 279/1952 [===>..........................] - ETA: 3:51 - loss: 771.7818 - logits_profile_predictions_loss: 371.7288 - logcount_predictions_loss: 28.5752 280/1952 [===>..........................] - ETA: 3:51 - loss: 770.6821 - 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[===>..........................] - ETA: 3:50 - loss: 763.1737 - logits_profile_predictions_loss: 371.6920 - logcount_predictions_loss: 27.9630 288/1952 [===>..........................] - ETA: 3:50 - loss: 762.1265 - logits_profile_predictions_loss: 371.6870 - logcount_predictions_loss: 27.8885 289/1952 [===>..........................] - ETA: 3:50 - loss: 761.0843 - logits_profile_predictions_loss: 371.6808 - logcount_predictions_loss: 27.8145 290/1952 [===>..........................] - ETA: 3:50 - loss: 760.0486 - logits_profile_predictions_loss: 371.6748 - logcount_predictions_loss: 27.7410 291/1952 [===>..........................] - ETA: 3:50 - loss: 759.0192 - logits_profile_predictions_loss: 371.6689 - logcount_predictions_loss: 27.6679 292/1952 [===>..........................] - ETA: 3:50 - loss: 757.9957 - logits_profile_predictions_loss: 371.6629 - logcount_predictions_loss: 27.5952 293/1952 [===>..........................] - ETA: 3:49 - loss: 756.9789 - 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[===>..........................] - ETA: 3:48 - loss: 750.0210 - logits_profile_predictions_loss: 371.6141 - logcount_predictions_loss: 27.0291 301/1952 [===>..........................] - ETA: 3:48 - loss: 749.0499 - logits_profile_predictions_loss: 371.6078 - logcount_predictions_loss: 26.9601 302/1952 [===>..........................] - ETA: 3:48 - loss: 748.0842 - logits_profile_predictions_loss: 371.6014 - logcount_predictions_loss: 26.8916 303/1952 [===>..........................] - ETA: 3:48 - loss: 747.1240 - logits_profile_predictions_loss: 371.5950 - logcount_predictions_loss: 26.8235 304/1952 [===>..........................] - ETA: 3:48 - loss: 746.1692 - logits_profile_predictions_loss: 371.5885 - logcount_predictions_loss: 26.7558 305/1952 [===>..........................] - ETA: 3:48 - loss: 745.2202 - logits_profile_predictions_loss: 371.5823 - logcount_predictions_loss: 26.6884 306/1952 [===>..........................] - ETA: 3:48 - loss: 744.2763 - 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[===>..........................] - ETA: 3:47 - loss: 737.8241 - logits_profile_predictions_loss: 371.5390 - logcount_predictions_loss: 26.1632 314/1952 [===>..........................] - ETA: 3:47 - loss: 736.9226 - logits_profile_predictions_loss: 371.5335 - logcount_predictions_loss: 26.0992 315/1952 [===>..........................] - ETA: 3:46 - loss: 736.0254 - logits_profile_predictions_loss: 371.5274 - logcount_predictions_loss: 26.0356 316/1952 [===>..........................] - ETA: 3:46 - loss: 735.1330 - logits_profile_predictions_loss: 371.5212 - logcount_predictions_loss: 25.9723 317/1952 [===>..........................] - ETA: 3:46 - loss: 734.2449 - logits_profile_predictions_loss: 371.5144 - logcount_predictions_loss: 25.9093 318/1952 [===>..........................] - ETA: 3:46 - loss: 733.3624 - logits_profile_predictions_loss: 371.5084 - logcount_predictions_loss: 25.8467 319/1952 [===>..........................] - ETA: 3:46 - loss: 732.4852 - 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[====>.........................] - ETA: 3:45 - loss: 726.4796 - logits_profile_predictions_loss: 371.4666 - logcount_predictions_loss: 25.3581 327/1952 [====>.........................] - ETA: 3:45 - loss: 725.6397 - logits_profile_predictions_loss: 371.4611 - logcount_predictions_loss: 25.2985 328/1952 [====>.........................] - ETA: 3:45 - loss: 724.8045 - logits_profile_predictions_loss: 371.4559 - logcount_predictions_loss: 25.2392 329/1952 [====>.........................] - ETA: 3:44 - loss: 723.9737 - logits_profile_predictions_loss: 371.4506 - logcount_predictions_loss: 25.1802 330/1952 [====>.........................] - ETA: 3:44 - loss: 723.1472 - logits_profile_predictions_loss: 371.4453 - logcount_predictions_loss: 25.1216 331/1952 [====>.........................] - ETA: 3:44 - loss: 722.3249 - logits_profile_predictions_loss: 371.4399 - logcount_predictions_loss: 25.0632 332/1952 [====>.........................] - ETA: 3:44 - loss: 721.5067 - 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[====>.........................] - ETA: 3:43 - loss: 715.8995 - logits_profile_predictions_loss: 371.3968 - logcount_predictions_loss: 24.6073 340/1952 [====>.........................] - ETA: 3:43 - loss: 715.1155 - logits_profile_predictions_loss: 371.3920 - logcount_predictions_loss: 24.5517 341/1952 [====>.........................] - ETA: 3:43 - loss: 714.3354 - logits_profile_predictions_loss: 371.3872 - logcount_predictions_loss: 24.4963 342/1952 [====>.........................] - ETA: 3:43 - loss: 713.5588 - logits_profile_predictions_loss: 371.3818 - logcount_predictions_loss: 24.4412 343/1952 [====>.........................] - ETA: 3:43 - loss: 712.7861 - logits_profile_predictions_loss: 371.3764 - logcount_predictions_loss: 24.3864 344/1952 [====>.........................] - ETA: 3:42 - loss: 712.0173 - logits_profile_predictions_loss: 371.3711 - logcount_predictions_loss: 24.3319 345/1952 [====>.........................] - ETA: 3:42 - loss: 711.2521 - 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[==============================] - ETA: 0s - loss: 454.0777 - logits_profile_predictions_loss: 363.2540 - logcount_predictions_loss: 6.4874 1952/1952 [==============================] - 291s 146ms/step - loss: 454.0397 - logits_profile_predictions_loss: 363.2503 - logcount_predictions_loss: 6.4850 - val_loss: 372.0269 - val_logits_profile_predictions_loss: 361.1584 - val_logcount_predictions_loss: 0.7763 Epoch 00001: val_loss improved from inf to 372.02695, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 2/50 1/1952 [..............................] - ETA: 5:15 - loss: 337.1769 - logits_profile_predictions_loss: 328.0153 - logcount_predictions_loss: 0.6544 2/1952 [..............................] - ETA: 4:31 - loss: 342.6213 - logits_profile_predictions_loss: 333.4596 - logcount_predictions_loss: 0.6544 3/1952 [..............................] - ETA: 4:31 - loss: 348.9008 - logits_profile_predictions_loss: 339.3836 - logcount_predictions_loss: 0.6798 4/1952 [..............................] - ETA: 4:30 - loss: 353.6144 - logits_profile_predictions_loss: 343.8810 - logcount_predictions_loss: 0.6952 5/1952 [..............................] - ETA: 4:30 - loss: 358.8544 - logits_profile_predictions_loss: 348.9215 - logcount_predictions_loss: 0.7095 6/1952 [..............................] - ETA: 4:30 - loss: 362.1641 - logits_profile_predictions_loss: 352.1442 - logcount_predictions_loss: 0.7157 7/1952 [..............................] - ETA: 4:29 - loss: 364.2700 - logits_profile_predictions_loss: 354.1557 - logcount_predictions_loss: 0.7225 8/1952 [..............................] - ETA: 4:29 - loss: 365.4600 - logits_profile_predictions_loss: 355.2938 - logcount_predictions_loss: 0.7262 9/1952 [..............................] - ETA: 4:29 - loss: 366.4337 - logits_profile_predictions_loss: 356.2600 - logcount_predictions_loss: 0.7267 10/1952 [..............................] - ETA: 4:29 - loss: 366.9318 - logits_profile_predictions_loss: 356.7606 - logcount_predictions_loss: 0.7265 11/1952 [..............................] - ETA: 4:29 - loss: 367.1886 - logits_profile_predictions_loss: 357.0248 - logcount_predictions_loss: 0.7260 12/1952 [..............................] - ETA: 4:29 - loss: 367.2006 - logits_profile_predictions_loss: 357.0432 - logcount_predictions_loss: 0.7255 13/1952 [..............................] - ETA: 4:28 - loss: 367.1217 - logits_profile_predictions_loss: 356.9587 - logcount_predictions_loss: 0.7259 14/1952 [..............................] - ETA: 4:28 - loss: 367.1945 - logits_profile_predictions_loss: 357.0206 - logcount_predictions_loss: 0.7267 15/1952 [..............................] - ETA: 4:28 - loss: 367.2426 - logits_profile_predictions_loss: 357.0634 - logcount_predictions_loss: 0.7271 16/1952 [..............................] - ETA: 4:28 - loss: 367.3340 - logits_profile_predictions_loss: 357.1488 - logcount_predictions_loss: 0.7275 17/1952 [..............................] - ETA: 4:28 - loss: 367.4208 - logits_profile_predictions_loss: 357.2201 - logcount_predictions_loss: 0.7286 18/1952 [..............................] - ETA: 4:27 - loss: 367.5112 - logits_profile_predictions_loss: 357.2980 - logcount_predictions_loss: 0.7295 19/1952 [..............................] - ETA: 4:27 - loss: 367.5789 - logits_profile_predictions_loss: 357.3513 - logcount_predictions_loss: 0.7305 20/1952 [..............................] - ETA: 4:27 - loss: 367.6059 - logits_profile_predictions_loss: 357.3692 - logcount_predictions_loss: 0.7312 21/1952 [..............................] - ETA: 4:27 - loss: 367.5978 - logits_profile_predictions_loss: 357.3452 - logcount_predictions_loss: 0.7323 22/1952 [..............................] - ETA: 4:27 - loss: 367.5269 - logits_profile_predictions_loss: 357.2581 - logcount_predictions_loss: 0.7335 23/1952 [..............................] - ETA: 4:27 - loss: 367.4499 - logits_profile_predictions_loss: 357.1625 - logcount_predictions_loss: 0.7348 24/1952 [..............................] - ETA: 4:27 - loss: 367.3498 - logits_profile_predictions_loss: 357.0467 - logcount_predictions_loss: 0.7359 25/1952 [..............................] - ETA: 4:26 - loss: 367.2472 - logits_profile_predictions_loss: 356.9290 - logcount_predictions_loss: 0.7370 26/1952 [..............................] - ETA: 4:26 - loss: 367.1270 - logits_profile_predictions_loss: 356.7995 - logcount_predictions_loss: 0.7377 27/1952 [..............................] - ETA: 4:26 - loss: 366.9717 - logits_profile_predictions_loss: 356.6305 - logcount_predictions_loss: 0.7387 28/1952 [..............................] - ETA: 4:26 - loss: 366.8574 - logits_profile_predictions_loss: 356.5056 - logcount_predictions_loss: 0.7394 29/1952 [..............................] - ETA: 4:26 - loss: 366.7907 - logits_profile_predictions_loss: 356.4275 - logcount_predictions_loss: 0.7402 30/1952 [..............................] - ETA: 4:26 - 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37/1952 [..............................] - ETA: 4:25 - loss: 366.0742 - logits_profile_predictions_loss: 355.6719 - logcount_predictions_loss: 0.7430 38/1952 [..............................] - ETA: 4:25 - loss: 365.9541 - logits_profile_predictions_loss: 355.5489 - logcount_predictions_loss: 0.7432 39/1952 [..............................] - ETA: 4:25 - loss: 365.8332 - logits_profile_predictions_loss: 355.4267 - logcount_predictions_loss: 0.7433 40/1952 [..............................] - ETA: 4:24 - loss: 365.7333 - logits_profile_predictions_loss: 355.3262 - logcount_predictions_loss: 0.7434 41/1952 [..............................] - ETA: 4:24 - loss: 365.6427 - logits_profile_predictions_loss: 355.2352 - logcount_predictions_loss: 0.7434 42/1952 [..............................] - ETA: 4:24 - loss: 365.5452 - logits_profile_predictions_loss: 355.1369 - logcount_predictions_loss: 0.7434 43/1952 [..............................] - ETA: 4:24 - loss: 365.4412 - 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[..............................] - ETA: 4:23 - loss: 364.9809 - logits_profile_predictions_loss: 354.5556 - logcount_predictions_loss: 0.7447 51/1952 [..............................] - ETA: 4:23 - loss: 364.9450 - logits_profile_predictions_loss: 354.5131 - logcount_predictions_loss: 0.7451 52/1952 [..............................] - ETA: 4:23 - loss: 364.9074 - logits_profile_predictions_loss: 354.4680 - logcount_predictions_loss: 0.7457 53/1952 [..............................] - ETA: 4:23 - loss: 364.8656 - logits_profile_predictions_loss: 354.4195 - logcount_predictions_loss: 0.7461 54/1952 [..............................] - ETA: 4:22 - loss: 364.8299 - logits_profile_predictions_loss: 354.3780 - logcount_predictions_loss: 0.7466 55/1952 [..............................] - ETA: 4:22 - loss: 364.7953 - logits_profile_predictions_loss: 354.3379 - logcount_predictions_loss: 0.7470 56/1952 [..............................] - ETA: 4:22 - loss: 364.7537 - logits_profile_predictions_loss: 354.2919 - logcount_predictions_loss: 0.7473 57/1952 [..............................] - ETA: 4:22 - loss: 364.7078 - logits_profile_predictions_loss: 354.2419 - logcount_predictions_loss: 0.7476 58/1952 [..............................] - ETA: 4:22 - loss: 364.6435 - logits_profile_predictions_loss: 354.1729 - logcount_predictions_loss: 0.7479 59/1952 [..............................] - ETA: 4:22 - loss: 364.5694 - logits_profile_predictions_loss: 354.0946 - logcount_predictions_loss: 0.7482 60/1952 [..............................] - ETA: 4:22 - loss: 364.4954 - logits_profile_predictions_loss: 354.0166 - logcount_predictions_loss: 0.7485 61/1952 [..............................] - ETA: 4:21 - loss: 364.4308 - logits_profile_predictions_loss: 353.9470 - logcount_predictions_loss: 0.7488 62/1952 [..............................] - ETA: 4:21 - loss: 364.3636 - logits_profile_predictions_loss: 353.8753 - logcount_predictions_loss: 0.7492 63/1952 [..............................] - ETA: 4:21 - 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[>.............................] - ETA: 4:18 - loss: 363.4713 - logits_profile_predictions_loss: 352.9133 - logcount_predictions_loss: 0.7541 84/1952 [>.............................] - ETA: 4:18 - loss: 363.4287 - logits_profile_predictions_loss: 352.8680 - logcount_predictions_loss: 0.7543 85/1952 [>.............................] - ETA: 4:18 - loss: 363.3886 - logits_profile_predictions_loss: 352.8254 - logcount_predictions_loss: 0.7545 86/1952 [>.............................] - ETA: 4:18 - loss: 363.3461 - logits_profile_predictions_loss: 352.7806 - logcount_predictions_loss: 0.7547 87/1952 [>.............................] - ETA: 4:18 - loss: 363.3022 - logits_profile_predictions_loss: 352.7346 - logcount_predictions_loss: 0.7548 88/1952 [>.............................] - ETA: 4:18 - loss: 363.2560 - logits_profile_predictions_loss: 352.6865 - logcount_predictions_loss: 0.7550 89/1952 [>.............................] - ETA: 4:18 - loss: 363.2062 - logits_profile_predictions_loss: 352.6347 - logcount_predictions_loss: 0.7551 90/1952 [>.............................] - ETA: 4:17 - loss: 363.1601 - logits_profile_predictions_loss: 352.5861 - logcount_predictions_loss: 0.7553 91/1952 [>.............................] - ETA: 4:17 - loss: 363.1197 - logits_profile_predictions_loss: 352.5432 - logcount_predictions_loss: 0.7555 92/1952 [>.............................] - ETA: 4:17 - loss: 363.0868 - logits_profile_predictions_loss: 352.5077 - logcount_predictions_loss: 0.7556 93/1952 [>.............................] - ETA: 4:17 - loss: 363.0558 - logits_profile_predictions_loss: 352.4740 - logcount_predictions_loss: 0.7558 94/1952 [>.............................] - ETA: 4:17 - loss: 363.0267 - logits_profile_predictions_loss: 352.4416 - logcount_predictions_loss: 0.7561 95/1952 [>.............................] - ETA: 4:17 - loss: 363.0022 - logits_profile_predictions_loss: 352.4138 - logcount_predictions_loss: 0.7563 96/1952 [>.............................] - ETA: 4:17 - 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[>.............................] - ETA: 4:14 - loss: 362.5264 - logits_profile_predictions_loss: 351.8543 - logcount_predictions_loss: 0.7623 117/1952 [>.............................] - ETA: 4:14 - loss: 362.5082 - logits_profile_predictions_loss: 351.8316 - logcount_predictions_loss: 0.7626 118/1952 [>.............................] - ETA: 4:14 - loss: 362.4916 - logits_profile_predictions_loss: 351.8107 - logcount_predictions_loss: 0.7629 119/1952 [>.............................] - ETA: 4:14 - loss: 362.4744 - logits_profile_predictions_loss: 351.7893 - logcount_predictions_loss: 0.7632 120/1952 [>.............................] - ETA: 4:13 - loss: 362.4588 - logits_profile_predictions_loss: 351.7697 - logcount_predictions_loss: 0.7635 121/1952 [>.............................] - ETA: 4:13 - loss: 362.4449 - logits_profile_predictions_loss: 351.7516 - logcount_predictions_loss: 0.7638 122/1952 [>.............................] - ETA: 4:13 - loss: 362.4289 - 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[>.............................] - ETA: 4:12 - loss: 362.3271 - logits_profile_predictions_loss: 351.6035 - logcount_predictions_loss: 0.7660 130/1952 [>.............................] - ETA: 4:12 - loss: 362.3123 - logits_profile_predictions_loss: 351.5849 - logcount_predictions_loss: 0.7662 131/1952 [=>............................] - ETA: 4:12 - loss: 362.2966 - logits_profile_predictions_loss: 351.5656 - logcount_predictions_loss: 0.7665 132/1952 [=>............................] - ETA: 4:12 - loss: 362.2796 - logits_profile_predictions_loss: 351.5451 - logcount_predictions_loss: 0.7667 133/1952 [=>............................] - ETA: 4:12 - loss: 362.2635 - logits_profile_predictions_loss: 351.5255 - logcount_predictions_loss: 0.7670 134/1952 [=>............................] - ETA: 4:11 - loss: 362.2457 - logits_profile_predictions_loss: 351.5045 - logcount_predictions_loss: 0.7672 135/1952 [=>............................] - ETA: 4:11 - loss: 362.2289 - 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[===>..........................] - ETA: 3:47 - loss: 359.9590 - logits_profile_predictions_loss: 349.0979 - logcount_predictions_loss: 0.7758 312/1952 [===>..........................] - ETA: 3:47 - loss: 359.9490 - logits_profile_predictions_loss: 349.0880 - logcount_predictions_loss: 0.7758 313/1952 [===>..........................] - ETA: 3:47 - loss: 359.9390 - logits_profile_predictions_loss: 349.0782 - logcount_predictions_loss: 0.7758 314/1952 [===>..........................] - ETA: 3:46 - loss: 359.9290 - logits_profile_predictions_loss: 349.0684 - logcount_predictions_loss: 0.7758 315/1952 [===>..........................] - ETA: 3:46 - loss: 359.9195 - logits_profile_predictions_loss: 349.0590 - logcount_predictions_loss: 0.7757 316/1952 [===>..........................] - ETA: 3:46 - loss: 359.9099 - logits_profile_predictions_loss: 349.0496 - logcount_predictions_loss: 0.7757 317/1952 [===>..........................] - ETA: 3:46 - loss: 359.9003 - 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[====>.........................] - ETA: 3:43 - loss: 359.7328 - logits_profile_predictions_loss: 348.8754 - logcount_predictions_loss: 0.7755 338/1952 [====>.........................] - ETA: 3:43 - loss: 359.7249 - logits_profile_predictions_loss: 348.8676 - logcount_predictions_loss: 0.7755 339/1952 [====>.........................] - ETA: 3:43 - loss: 359.7172 - logits_profile_predictions_loss: 348.8601 - logcount_predictions_loss: 0.7755 340/1952 [====>.........................] - ETA: 3:43 - loss: 359.7097 - logits_profile_predictions_loss: 348.8527 - logcount_predictions_loss: 0.7755 341/1952 [====>.........................] - ETA: 3:43 - loss: 359.7023 - logits_profile_predictions_loss: 348.8455 - logcount_predictions_loss: 0.7755 342/1952 [====>.........................] - ETA: 3:43 - loss: 359.6947 - logits_profile_predictions_loss: 348.8382 - logcount_predictions_loss: 0.7755 343/1952 [====>.........................] - ETA: 3:42 - loss: 359.6869 - 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[====>.........................] - ETA: 3:41 - loss: 359.6364 - logits_profile_predictions_loss: 348.7815 - logcount_predictions_loss: 0.7753 351/1952 [====>.........................] - ETA: 3:41 - loss: 359.6291 - logits_profile_predictions_loss: 348.7745 - logcount_predictions_loss: 0.7753 352/1952 [====>.........................] - ETA: 3:41 - loss: 359.6219 - logits_profile_predictions_loss: 348.7675 - logcount_predictions_loss: 0.7753 353/1952 [====>.........................] - ETA: 3:41 - loss: 359.6144 - logits_profile_predictions_loss: 348.7603 - logcount_predictions_loss: 0.7753 354/1952 [====>.........................] - ETA: 3:41 - loss: 359.6068 - logits_profile_predictions_loss: 348.7529 - logcount_predictions_loss: 0.7753 355/1952 [====>.........................] - ETA: 3:41 - loss: 359.5987 - logits_profile_predictions_loss: 348.7451 - logcount_predictions_loss: 0.7753 356/1952 [====>.........................] - ETA: 3:41 - loss: 359.5908 - 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[====>.........................] - ETA: 3:40 - loss: 359.5331 - logits_profile_predictions_loss: 348.6810 - logcount_predictions_loss: 0.7751 364/1952 [====>.........................] - ETA: 3:40 - loss: 359.5247 - logits_profile_predictions_loss: 348.6727 - logcount_predictions_loss: 0.7751 365/1952 [====>.........................] - ETA: 3:39 - loss: 359.5164 - logits_profile_predictions_loss: 348.6645 - logcount_predictions_loss: 0.7751 366/1952 [====>.........................] - ETA: 3:39 - loss: 359.5083 - logits_profile_predictions_loss: 348.6566 - logcount_predictions_loss: 0.7751 367/1952 [====>.........................] - ETA: 3:39 - loss: 359.5006 - logits_profile_predictions_loss: 348.6489 - logcount_predictions_loss: 0.7751 368/1952 [====>.........................] - ETA: 3:39 - loss: 359.4928 - logits_profile_predictions_loss: 348.6412 - logcount_predictions_loss: 0.7751 369/1952 [====>.........................] - ETA: 3:39 - loss: 359.4853 - 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[====>.........................] - ETA: 3:38 - loss: 359.4347 - logits_profile_predictions_loss: 348.5839 - logcount_predictions_loss: 0.7750 377/1952 [====>.........................] - ETA: 3:38 - loss: 359.4277 - logits_profile_predictions_loss: 348.5770 - logcount_predictions_loss: 0.7750 378/1952 [====>.........................] - ETA: 3:38 - loss: 359.4207 - logits_profile_predictions_loss: 348.5701 - logcount_predictions_loss: 0.7750 379/1952 [====>.........................] - ETA: 3:37 - loss: 359.4143 - logits_profile_predictions_loss: 348.5638 - logcount_predictions_loss: 0.7750 380/1952 [====>.........................] - ETA: 3:37 - loss: 359.4077 - logits_profile_predictions_loss: 348.5573 - logcount_predictions_loss: 0.7750 381/1952 [====>.........................] - ETA: 3:37 - loss: 359.4013 - logits_profile_predictions_loss: 348.5508 - logcount_predictions_loss: 0.7750 382/1952 [====>.........................] - ETA: 3:37 - loss: 359.3948 - 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[====>.........................] - ETA: 3:36 - loss: 359.3504 - logits_profile_predictions_loss: 348.5002 - logcount_predictions_loss: 0.7750 390/1952 [====>.........................] - ETA: 3:36 - loss: 359.3441 - logits_profile_predictions_loss: 348.4940 - logcount_predictions_loss: 0.7750 391/1952 [=====>........................] - ETA: 3:36 - loss: 359.3378 - logits_profile_predictions_loss: 348.4877 - logcount_predictions_loss: 0.7750 392/1952 [=====>........................] - ETA: 3:36 - loss: 359.3313 - logits_profile_predictions_loss: 348.4813 - logcount_predictions_loss: 0.7750 393/1952 [=====>........................] - ETA: 3:36 - loss: 359.3247 - logits_profile_predictions_loss: 348.4746 - logcount_predictions_loss: 0.7750 394/1952 [=====>........................] - ETA: 3:35 - loss: 359.3181 - logits_profile_predictions_loss: 348.4681 - logcount_predictions_loss: 0.7750 395/1952 [=====>........................] - ETA: 3:35 - loss: 359.3114 - 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[=====>........................] - ETA: 3:34 - loss: 359.2620 - logits_profile_predictions_loss: 348.4125 - logcount_predictions_loss: 0.7750 403/1952 [=====>........................] - ETA: 3:34 - loss: 359.2549 - logits_profile_predictions_loss: 348.4055 - logcount_predictions_loss: 0.7750 404/1952 [=====>........................] - ETA: 3:34 - loss: 359.2478 - logits_profile_predictions_loss: 348.3984 - logcount_predictions_loss: 0.7749 405/1952 [=====>........................] - ETA: 3:34 - loss: 359.2407 - logits_profile_predictions_loss: 348.3914 - logcount_predictions_loss: 0.7749 406/1952 [=====>........................] - ETA: 3:34 - loss: 359.2335 - logits_profile_predictions_loss: 348.3843 - logcount_predictions_loss: 0.7749 407/1952 [=====>........................] - ETA: 3:34 - loss: 359.2264 - logits_profile_predictions_loss: 348.3773 - logcount_predictions_loss: 0.7749 408/1952 [=====>........................] - ETA: 3:33 - loss: 359.2192 - 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[============================>.] - ETA: 4s - loss: 353.8057 - logits_profile_predictions_loss: 343.3354 - logcount_predictions_loss: 0.7479 1918/1952 [============================>.] - ETA: 4s - loss: 353.8040 - logits_profile_predictions_loss: 343.3339 - logcount_predictions_loss: 0.7479 1919/1952 [============================>.] - ETA: 4s - loss: 353.8023 - logits_profile_predictions_loss: 343.3323 - logcount_predictions_loss: 0.7478 1920/1952 [============================>.] - ETA: 4s - loss: 353.8006 - logits_profile_predictions_loss: 343.3308 - logcount_predictions_loss: 0.7478 1921/1952 [============================>.] - ETA: 4s - loss: 353.7989 - logits_profile_predictions_loss: 343.3293 - logcount_predictions_loss: 0.7478 1922/1952 [============================>.] - ETA: 4s - loss: 353.7972 - logits_profile_predictions_loss: 343.3278 - logcount_predictions_loss: 0.7478 1923/1952 [============================>.] - ETA: 4s - loss: 353.7955 - logits_profile_predictions_loss: 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1937/1952 [============================>.] - ETA: 2s - loss: 353.7715 - logits_profile_predictions_loss: 343.3048 - logcount_predictions_loss: 0.7476 1938/1952 [============================>.] - ETA: 1s - loss: 353.7698 - logits_profile_predictions_loss: 343.3033 - logcount_predictions_loss: 0.7476 1939/1952 [============================>.] - ETA: 1s - loss: 353.7681 - logits_profile_predictions_loss: 343.3018 - logcount_predictions_loss: 0.7476 1940/1952 [============================>.] - ETA: 1s - loss: 353.7664 - logits_profile_predictions_loss: 343.3003 - logcount_predictions_loss: 0.7476 1941/1952 [============================>.] - ETA: 1s - loss: 353.7647 - logits_profile_predictions_loss: 343.2988 - logcount_predictions_loss: 0.7476 1942/1952 [============================>.] - ETA: 1s - loss: 353.7630 - logits_profile_predictions_loss: 343.2973 - logcount_predictions_loss: 0.7475 1943/1952 [============================>.] - ETA: 1s - loss: 353.7614 - 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[============================>.] - ETA: 0s - loss: 353.7499 - logits_profile_predictions_loss: 343.2855 - logcount_predictions_loss: 0.7474 1951/1952 [============================>.] - ETA: 0s - loss: 353.7482 - logits_profile_predictions_loss: 343.2841 - logcount_predictions_loss: 0.7474 1952/1952 [==============================] - ETA: 0s - loss: 353.7466 - logits_profile_predictions_loss: 343.2827 - logcount_predictions_loss: 0.7474 1952/1952 [==============================] - 282s 144ms/step - loss: 353.7450 - logits_profile_predictions_loss: 343.2812 - logcount_predictions_loss: 0.7474 - val_loss: 364.5201 - val_logits_profile_predictions_loss: 354.8611 - val_logcount_predictions_loss: 0.6899 Epoch 00002: val_loss improved from 372.02695 to 364.52008, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/1952 [..............................] - ETA: 5:13 - loss: 359.1329 - 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[..............................] - ETA: 4:29 - loss: 345.7303 - logits_profile_predictions_loss: 336.8584 - logcount_predictions_loss: 0.6337 9/1952 [..............................] - ETA: 4:29 - loss: 345.7798 - logits_profile_predictions_loss: 336.8457 - logcount_predictions_loss: 0.6381 10/1952 [..............................] - ETA: 4:28 - loss: 345.6752 - logits_profile_predictions_loss: 336.6624 - logcount_predictions_loss: 0.6438 11/1952 [..............................] - ETA: 4:28 - loss: 345.7618 - logits_profile_predictions_loss: 336.6747 - logcount_predictions_loss: 0.6491 12/1952 [..............................] - ETA: 4:28 - loss: 346.2859 - logits_profile_predictions_loss: 337.1546 - logcount_predictions_loss: 0.6522 13/1952 [..............................] - ETA: 4:28 - loss: 346.7065 - logits_profile_predictions_loss: 337.5346 - logcount_predictions_loss: 0.6551 14/1952 [..............................] - ETA: 4:28 - loss: 346.8431 - logits_profile_predictions_loss: 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28/1952 [..............................] - ETA: 4:26 - loss: 346.5107 - logits_profile_predictions_loss: 336.9715 - logcount_predictions_loss: 0.6814 29/1952 [..............................] - ETA: 4:26 - loss: 346.4601 - logits_profile_predictions_loss: 336.9093 - logcount_predictions_loss: 0.6822 30/1952 [..............................] - ETA: 4:26 - loss: 346.4245 - logits_profile_predictions_loss: 336.8627 - logcount_predictions_loss: 0.6830 31/1952 [..............................] - ETA: 4:26 - loss: 346.3816 - logits_profile_predictions_loss: 336.8083 - logcount_predictions_loss: 0.6838 32/1952 [..............................] - ETA: 4:25 - loss: 346.3314 - logits_profile_predictions_loss: 336.7456 - logcount_predictions_loss: 0.6847 33/1952 [..............................] - ETA: 4:25 - loss: 346.3080 - logits_profile_predictions_loss: 336.7094 - logcount_predictions_loss: 0.6856 34/1952 [..............................] - ETA: 4:25 - loss: 346.2861 - 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[..............................] - ETA: 4:24 - loss: 346.2035 - logits_profile_predictions_loss: 336.5227 - logcount_predictions_loss: 0.6915 42/1952 [..............................] - ETA: 4:24 - loss: 346.2045 - logits_profile_predictions_loss: 336.5171 - logcount_predictions_loss: 0.6920 43/1952 [..............................] - ETA: 4:24 - loss: 346.2108 - logits_profile_predictions_loss: 336.5155 - logcount_predictions_loss: 0.6925 44/1952 [..............................] - ETA: 4:24 - loss: 346.2304 - logits_profile_predictions_loss: 336.5277 - logcount_predictions_loss: 0.6931 45/1952 [..............................] - ETA: 4:24 - loss: 346.2644 - logits_profile_predictions_loss: 336.5554 - logcount_predictions_loss: 0.6935 46/1952 [..............................] - ETA: 4:24 - loss: 346.3010 - logits_profile_predictions_loss: 336.5870 - logcount_predictions_loss: 0.6939 47/1952 [..............................] - ETA: 4:23 - loss: 346.3534 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 346.4499 - logits_profile_predictions_loss: 336.9132 - logcount_predictions_loss: 0.6812 1942/1952 [============================>.] - ETA: 1s - loss: 346.4493 - logits_profile_predictions_loss: 336.9127 - logcount_predictions_loss: 0.6812 1943/1952 [============================>.] - ETA: 1s - loss: 346.4487 - logits_profile_predictions_loss: 336.9122 - logcount_predictions_loss: 0.6812 1944/1952 [============================>.] - ETA: 1s - loss: 346.4481 - logits_profile_predictions_loss: 336.9116 - logcount_predictions_loss: 0.6812 1945/1952 [============================>.] - ETA: 0s - loss: 346.4475 - logits_profile_predictions_loss: 336.9112 - logcount_predictions_loss: 0.6811 1946/1952 [============================>.] - ETA: 0s - loss: 346.4469 - logits_profile_predictions_loss: 336.9107 - logcount_predictions_loss: 0.6811 1947/1952 [============================>.] - ETA: 0s - loss: 346.4463 - logits_profile_predictions_loss: 336.9102 - logcount_predictions_loss: 0.6811 1948/1952 [============================>.] - ETA: 0s - loss: 346.4457 - logits_profile_predictions_loss: 336.9096 - logcount_predictions_loss: 0.6811 1949/1952 [============================>.] - ETA: 0s - loss: 346.4451 - logits_profile_predictions_loss: 336.9091 - logcount_predictions_loss: 0.6811 1950/1952 [============================>.] - ETA: 0s - loss: 346.4445 - logits_profile_predictions_loss: 336.9086 - logcount_predictions_loss: 0.6811 1951/1952 [============================>.] - ETA: 0s - loss: 346.4439 - logits_profile_predictions_loss: 336.9081 - logcount_predictions_loss: 0.6811 1952/1952 [==============================] - ETA: 0s - loss: 346.4433 - logits_profile_predictions_loss: 336.9076 - logcount_predictions_loss: 0.6811 1952/1952 [==============================] - 282s 144ms/step - loss: 346.4426 - logits_profile_predictions_loss: 336.9071 - logcount_predictions_loss: 0.6811 - val_loss: 362.8799 - val_logits_profile_predictions_loss: 352.1854 - val_logcount_predictions_loss: 0.7639 Epoch 00003: val_loss improved from 364.52008 to 362.87991, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 4/50 1/1952 [..............................] - ETA: 5:22 - loss: 324.0093 - logits_profile_predictions_loss: 312.6588 - logcount_predictions_loss: 0.8107 2/1952 [..............................] - ETA: 4:35 - loss: 321.8774 - logits_profile_predictions_loss: 310.9080 - logcount_predictions_loss: 0.7835 3/1952 [..............................] - ETA: 4:32 - loss: 317.7501 - logits_profile_predictions_loss: 307.1722 - logcount_predictions_loss: 0.7556 4/1952 [..............................] - ETA: 4:31 - loss: 316.0306 - logits_profile_predictions_loss: 305.6300 - logcount_predictions_loss: 0.7429 5/1952 [..............................] - ETA: 4:30 - loss: 314.8726 - logits_profile_predictions_loss: 304.4563 - 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- logits_profile_predictions_loss: 311.0919 - logcount_predictions_loss: 0.7515 13/1952 [..............................] - ETA: 4:28 - loss: 322.4483 - logits_profile_predictions_loss: 311.9382 - logcount_predictions_loss: 0.7507 14/1952 [..............................] - ETA: 4:28 - loss: 323.1538 - logits_profile_predictions_loss: 312.6560 - logcount_predictions_loss: 0.7498 15/1952 [..............................] - ETA: 4:28 - loss: 323.8588 - logits_profile_predictions_loss: 313.3773 - logcount_predictions_loss: 0.7487 16/1952 [..............................] - ETA: 4:28 - loss: 324.7377 - logits_profile_predictions_loss: 314.2724 - logcount_predictions_loss: 0.7475 17/1952 [..............................] - ETA: 4:28 - loss: 325.6114 - logits_profile_predictions_loss: 315.1611 - logcount_predictions_loss: 0.7465 18/1952 [..............................] - ETA: 4:27 - loss: 326.4847 - logits_profile_predictions_loss: 316.0516 - logcount_predictions_loss: 0.7452 19/1952 [..............................] - ETA: 4:27 - loss: 327.3025 - logits_profile_predictions_loss: 316.8806 - logcount_predictions_loss: 0.7444 20/1952 [..............................] - ETA: 4:27 - loss: 328.0910 - logits_profile_predictions_loss: 317.6819 - logcount_predictions_loss: 0.7435 21/1952 [..............................] - ETA: 4:27 - loss: 328.9037 - logits_profile_predictions_loss: 318.5112 - logcount_predictions_loss: 0.7423 22/1952 [..............................] - ETA: 4:27 - loss: 329.6539 - logits_profile_predictions_loss: 319.2753 - logcount_predictions_loss: 0.7413 23/1952 [..............................] - ETA: 4:27 - loss: 330.3625 - logits_profile_predictions_loss: 320.0010 - logcount_predictions_loss: 0.7401 24/1952 [..............................] - ETA: 4:27 - loss: 331.0821 - logits_profile_predictions_loss: 320.7335 - logcount_predictions_loss: 0.7392 25/1952 [..............................] - ETA: 4:26 - loss: 331.7284 - logits_profile_predictions_loss: 321.3957 - logcount_predictions_loss: 0.7380 26/1952 [..............................] - ETA: 4:26 - loss: 332.3212 - logits_profile_predictions_loss: 322.0003 - logcount_predictions_loss: 0.7372 27/1952 [..............................] - ETA: 4:26 - loss: 332.8405 - logits_profile_predictions_loss: 322.5340 - logcount_predictions_loss: 0.7362 28/1952 [..............................] - ETA: 4:26 - loss: 333.3005 - logits_profile_predictions_loss: 323.0099 - logcount_predictions_loss: 0.7350 29/1952 [..............................] - ETA: 4:26 - loss: 333.7165 - logits_profile_predictions_loss: 323.4437 - logcount_predictions_loss: 0.7338 30/1952 [..............................] - ETA: 4:26 - loss: 334.0884 - logits_profile_predictions_loss: 323.8334 - logcount_predictions_loss: 0.7325 31/1952 [..............................] - ETA: 4:26 - loss: 334.4132 - logits_profile_predictions_loss: 324.1760 - logcount_predictions_loss: 0.7312 32/1952 [..............................] - ETA: 4:25 - 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39/1952 [..............................] - ETA: 4:24 - loss: 336.3204 - logits_profile_predictions_loss: 326.2316 - logcount_predictions_loss: 0.7206 40/1952 [..............................] - ETA: 4:24 - loss: 336.4942 - logits_profile_predictions_loss: 326.4215 - logcount_predictions_loss: 0.7195 41/1952 [..............................] - ETA: 4:24 - loss: 336.6400 - logits_profile_predictions_loss: 326.5847 - logcount_predictions_loss: 0.7182 42/1952 [..............................] - ETA: 4:24 - loss: 336.7841 - logits_profile_predictions_loss: 326.7463 - logcount_predictions_loss: 0.7170 43/1952 [..............................] - ETA: 4:24 - loss: 336.9058 - logits_profile_predictions_loss: 326.8853 - logcount_predictions_loss: 0.7158 44/1952 [..............................] - ETA: 4:24 - loss: 337.0185 - logits_profile_predictions_loss: 327.0142 - logcount_predictions_loss: 0.7146 45/1952 [..............................] - ETA: 4:24 - loss: 337.1368 - 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[..............................] - ETA: 4:23 - loss: 337.8482 - logits_profile_predictions_loss: 327.9617 - logcount_predictions_loss: 0.7062 53/1952 [..............................] - ETA: 4:23 - loss: 337.9668 - logits_profile_predictions_loss: 328.0935 - logcount_predictions_loss: 0.7052 54/1952 [..............................] - ETA: 4:22 - loss: 338.0701 - logits_profile_predictions_loss: 328.2099 - logcount_predictions_loss: 0.7043 55/1952 [..............................] - ETA: 4:22 - loss: 338.1722 - logits_profile_predictions_loss: 328.3249 - logcount_predictions_loss: 0.7034 56/1952 [..............................] - ETA: 4:22 - loss: 338.2704 - logits_profile_predictions_loss: 328.4358 - logcount_predictions_loss: 0.7025 57/1952 [..............................] - ETA: 4:22 - loss: 338.3543 - logits_profile_predictions_loss: 328.5326 - logcount_predictions_loss: 0.7015 58/1952 [..............................] - ETA: 4:22 - loss: 338.4517 - logits_profile_predictions_loss: 328.6430 - logcount_predictions_loss: 0.7006 59/1952 [..............................] - ETA: 4:22 - loss: 338.5441 - logits_profile_predictions_loss: 328.7483 - logcount_predictions_loss: 0.6997 60/1952 [..............................] - ETA: 4:22 - loss: 338.6299 - logits_profile_predictions_loss: 328.8474 - logcount_predictions_loss: 0.6988 61/1952 [..............................] - ETA: 4:21 - loss: 338.7157 - logits_profile_predictions_loss: 328.9463 - logcount_predictions_loss: 0.6978 62/1952 [..............................] - ETA: 4:21 - loss: 338.7980 - logits_profile_predictions_loss: 329.0415 - logcount_predictions_loss: 0.6969 63/1952 [..............................] - ETA: 4:21 - loss: 338.8716 - logits_profile_predictions_loss: 329.1278 - logcount_predictions_loss: 0.6960 64/1952 [..............................] - ETA: 4:21 - loss: 338.9335 - logits_profile_predictions_loss: 329.2025 - logcount_predictions_loss: 0.6951 65/1952 [..............................] - ETA: 4:21 - 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[>.............................] - ETA: 4:18 - loss: 339.8430 - logits_profile_predictions_loss: 330.3268 - logcount_predictions_loss: 0.6797 86/1952 [>.............................] - ETA: 4:18 - loss: 339.8796 - logits_profile_predictions_loss: 330.3704 - logcount_predictions_loss: 0.6792 87/1952 [>.............................] - ETA: 4:18 - loss: 339.9206 - logits_profile_predictions_loss: 330.4184 - logcount_predictions_loss: 0.6787 88/1952 [>.............................] - ETA: 4:18 - loss: 339.9559 - logits_profile_predictions_loss: 330.4606 - logcount_predictions_loss: 0.6782 89/1952 [>.............................] - ETA: 4:18 - loss: 339.9923 - logits_profile_predictions_loss: 330.5040 - logcount_predictions_loss: 0.6777 90/1952 [>.............................] - ETA: 4:17 - loss: 340.0299 - logits_profile_predictions_loss: 330.5487 - logcount_predictions_loss: 0.6772 91/1952 [>.............................] - ETA: 4:17 - loss: 340.0688 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:39 - loss: 343.8670 - logits_profile_predictions_loss: 334.8959 - logcount_predictions_loss: 0.6408 366/1952 [====>.........................] - ETA: 3:39 - loss: 343.8692 - logits_profile_predictions_loss: 334.8985 - logcount_predictions_loss: 0.6408 367/1952 [====>.........................] - ETA: 3:39 - loss: 343.8714 - logits_profile_predictions_loss: 334.9012 - logcount_predictions_loss: 0.6407 368/1952 [====>.........................] - ETA: 3:39 - loss: 343.8737 - logits_profile_predictions_loss: 334.9039 - logcount_predictions_loss: 0.6407 369/1952 [====>.........................] - ETA: 3:39 - loss: 343.8758 - logits_profile_predictions_loss: 334.9065 - logcount_predictions_loss: 0.6407 370/1952 [====>.........................] - ETA: 3:39 - loss: 343.8782 - logits_profile_predictions_loss: 334.9093 - logcount_predictions_loss: 0.6406 371/1952 [====>.........................] - ETA: 3:39 - loss: 343.8807 - 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[====>.........................] - ETA: 3:38 - loss: 343.8949 - logits_profile_predictions_loss: 334.9293 - logcount_predictions_loss: 0.6404 379/1952 [====>.........................] - ETA: 3:38 - loss: 343.8964 - logits_profile_predictions_loss: 334.9313 - logcount_predictions_loss: 0.6404 380/1952 [====>.........................] - ETA: 3:37 - loss: 343.8980 - logits_profile_predictions_loss: 334.9333 - logcount_predictions_loss: 0.6403 381/1952 [====>.........................] - ETA: 3:37 - loss: 343.8998 - logits_profile_predictions_loss: 334.9355 - logcount_predictions_loss: 0.6403 382/1952 [====>.........................] - ETA: 3:37 - loss: 343.9015 - logits_profile_predictions_loss: 334.9377 - logcount_predictions_loss: 0.6403 383/1952 [====>.........................] - ETA: 3:37 - loss: 343.9037 - logits_profile_predictions_loss: 334.9402 - logcount_predictions_loss: 0.6403 384/1952 [====>.........................] - ETA: 3:37 - loss: 343.9056 - 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[=====>........................] - ETA: 3:36 - loss: 343.9218 - logits_profile_predictions_loss: 334.9615 - logcount_predictions_loss: 0.6400 392/1952 [=====>........................] - ETA: 3:36 - loss: 343.9237 - logits_profile_predictions_loss: 334.9639 - logcount_predictions_loss: 0.6400 393/1952 [=====>........................] - ETA: 3:36 - loss: 343.9258 - logits_profile_predictions_loss: 334.9664 - logcount_predictions_loss: 0.6400 394/1952 [=====>........................] - ETA: 3:35 - loss: 343.9281 - logits_profile_predictions_loss: 334.9692 - logcount_predictions_loss: 0.6399 395/1952 [=====>........................] - ETA: 3:35 - loss: 343.9304 - logits_profile_predictions_loss: 334.9719 - logcount_predictions_loss: 0.6399 396/1952 [=====>........................] - ETA: 3:35 - loss: 343.9324 - logits_profile_predictions_loss: 334.9743 - logcount_predictions_loss: 0.6399 397/1952 [=====>........................] - ETA: 3:35 - loss: 343.9343 - 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[==============================] - ETA: 0s - loss: 343.4234 - logits_profile_predictions_loss: 334.5651 - logcount_predictions_loss: 0.6328 1952/1952 [==============================] - 282s 144ms/step - loss: 343.4227 - logits_profile_predictions_loss: 334.5644 - logcount_predictions_loss: 0.6328 - val_loss: 361.2571 - val_logits_profile_predictions_loss: 350.2217 - val_logcount_predictions_loss: 0.7882 Epoch 00004: val_loss improved from 362.87991 to 361.25711, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 5/50 1/1952 [..............................] - ETA: 5:23 - loss: 348.3102 - logits_profile_predictions_loss: 337.6765 - logcount_predictions_loss: 0.7595 2/1952 [..............................] - ETA: 4:46 - loss: 346.9548 - logits_profile_predictions_loss: 336.0525 - logcount_predictions_loss: 0.7787 3/1952 [..............................] - ETA: 4:37 - loss: 345.4781 - 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[..............................] - ETA: 4:30 - loss: 343.6851 - logits_profile_predictions_loss: 334.0437 - logcount_predictions_loss: 0.6887 11/1952 [..............................] - ETA: 4:30 - loss: 343.5808 - logits_profile_predictions_loss: 333.9873 - logcount_predictions_loss: 0.6853 12/1952 [..............................] - ETA: 4:30 - loss: 343.6601 - logits_profile_predictions_loss: 334.1108 - logcount_predictions_loss: 0.6821 13/1952 [..............................] - ETA: 4:30 - loss: 343.6853 - logits_profile_predictions_loss: 334.1820 - logcount_predictions_loss: 0.6788 14/1952 [..............................] - ETA: 4:29 - loss: 343.7271 - logits_profile_predictions_loss: 334.2722 - logcount_predictions_loss: 0.6753 15/1952 [..............................] - ETA: 4:29 - loss: 343.8531 - logits_profile_predictions_loss: 334.4508 - logcount_predictions_loss: 0.6716 16/1952 [..............................] - ETA: 4:29 - loss: 343.8498 - logits_profile_predictions_loss: 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30/1952 [..............................] - ETA: 4:27 - loss: 342.8770 - logits_profile_predictions_loss: 333.8733 - logcount_predictions_loss: 0.6431 31/1952 [..............................] - ETA: 4:26 - loss: 342.8288 - logits_profile_predictions_loss: 333.8335 - logcount_predictions_loss: 0.6425 32/1952 [..............................] - ETA: 4:26 - loss: 342.7967 - logits_profile_predictions_loss: 333.8091 - logcount_predictions_loss: 0.6420 33/1952 [..............................] - ETA: 4:26 - loss: 342.8088 - logits_profile_predictions_loss: 333.8276 - logcount_predictions_loss: 0.6415 34/1952 [..............................] - ETA: 4:26 - loss: 342.8075 - logits_profile_predictions_loss: 333.8320 - logcount_predictions_loss: 0.6411 35/1952 [..............................] - ETA: 4:26 - loss: 342.8342 - logits_profile_predictions_loss: 333.8647 - logcount_predictions_loss: 0.6407 36/1952 [..............................] - ETA: 4:26 - loss: 342.8493 - 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[============================>.] - ETA: 1s - loss: 339.9489 - logits_profile_predictions_loss: 331.4600 - logcount_predictions_loss: 0.6063 1944/1952 [============================>.] - ETA: 1s - loss: 339.9486 - logits_profile_predictions_loss: 331.4597 - logcount_predictions_loss: 0.6063 1945/1952 [============================>.] - ETA: 0s - loss: 339.9483 - logits_profile_predictions_loss: 331.4595 - logcount_predictions_loss: 0.6063 1946/1952 [============================>.] - ETA: 0s - loss: 339.9479 - logits_profile_predictions_loss: 331.4593 - logcount_predictions_loss: 0.6063 1947/1952 [============================>.] - ETA: 0s - loss: 339.9476 - logits_profile_predictions_loss: 331.4590 - logcount_predictions_loss: 0.6063 1948/1952 [============================>.] - ETA: 0s - loss: 339.9473 - logits_profile_predictions_loss: 331.4587 - logcount_predictions_loss: 0.6063 1949/1952 [============================>.] - ETA: 0s - loss: 339.9470 - logits_profile_predictions_loss: 331.4585 - logcount_predictions_loss: 0.6063 1950/1952 [============================>.] - ETA: 0s - loss: 339.9467 - logits_profile_predictions_loss: 331.4582 - logcount_predictions_loss: 0.6063 1951/1952 [============================>.] - ETA: 0s - loss: 339.9463 - logits_profile_predictions_loss: 331.4579 - logcount_predictions_loss: 0.6063 1952/1952 [==============================] - ETA: 0s - loss: 339.9460 - logits_profile_predictions_loss: 331.4577 - logcount_predictions_loss: 0.6063 1952/1952 [==============================] - 282s 144ms/step - loss: 339.9457 - logits_profile_predictions_loss: 331.4574 - logcount_predictions_loss: 0.6063 - val_loss: 357.5896 - val_logits_profile_predictions_loss: 349.3299 - val_logcount_predictions_loss: 0.5900 Epoch 00005: val_loss improved from 361.25711 to 357.58957, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 6/50 1/1952 [..............................] - 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[..............................] - ETA: 4:28 - loss: 337.5319 - logits_profile_predictions_loss: 328.7310 - logcount_predictions_loss: 0.6286 22/1952 [..............................] - ETA: 4:28 - loss: 337.4876 - logits_profile_predictions_loss: 328.6730 - logcount_predictions_loss: 0.6296 23/1952 [..............................] - ETA: 4:28 - loss: 337.5484 - logits_profile_predictions_loss: 328.7258 - logcount_predictions_loss: 0.6302 24/1952 [..............................] - ETA: 4:28 - loss: 337.6678 - logits_profile_predictions_loss: 328.8446 - logcount_predictions_loss: 0.6302 25/1952 [..............................] - ETA: 4:27 - loss: 337.7916 - logits_profile_predictions_loss: 328.9705 - logcount_predictions_loss: 0.6301 26/1952 [..............................] - ETA: 4:27 - loss: 337.9415 - logits_profile_predictions_loss: 329.1258 - logcount_predictions_loss: 0.6297 27/1952 [..............................] - ETA: 4:27 - loss: 338.1159 - logits_profile_predictions_loss: 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[..............................] - ETA: 4:23 - loss: 338.8740 - logits_profile_predictions_loss: 330.2665 - logcount_predictions_loss: 0.6148 55/1952 [..............................] - ETA: 4:23 - loss: 338.8332 - logits_profile_predictions_loss: 330.2325 - logcount_predictions_loss: 0.6143 56/1952 [..............................] - ETA: 4:23 - loss: 338.7856 - logits_profile_predictions_loss: 330.1914 - logcount_predictions_loss: 0.6139 57/1952 [..............................] - ETA: 4:22 - loss: 338.7403 - logits_profile_predictions_loss: 330.1525 - logcount_predictions_loss: 0.6134 58/1952 [..............................] - ETA: 4:22 - loss: 338.6867 - logits_profile_predictions_loss: 330.1050 - logcount_predictions_loss: 0.6130 59/1952 [..............................] - ETA: 4:22 - loss: 338.6385 - logits_profile_predictions_loss: 330.0621 - logcount_predictions_loss: 0.6126 60/1952 [..............................] - ETA: 4:22 - loss: 338.5905 - logits_profile_predictions_loss: 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[>.............................] - ETA: 4:18 - loss: 338.2619 - logits_profile_predictions_loss: 329.7894 - logcount_predictions_loss: 0.6052 88/1952 [>.............................] - ETA: 4:18 - loss: 338.2935 - logits_profile_predictions_loss: 329.8218 - logcount_predictions_loss: 0.6051 89/1952 [>.............................] - ETA: 4:18 - loss: 338.3213 - logits_profile_predictions_loss: 329.8504 - logcount_predictions_loss: 0.6051 90/1952 [>.............................] - ETA: 4:18 - loss: 338.3467 - logits_profile_predictions_loss: 329.8765 - logcount_predictions_loss: 0.6050 91/1952 [>.............................] - ETA: 4:18 - loss: 338.3662 - logits_profile_predictions_loss: 329.8966 - logcount_predictions_loss: 0.6050 92/1952 [>.............................] - ETA: 4:18 - loss: 338.3835 - logits_profile_predictions_loss: 329.9141 - logcount_predictions_loss: 0.6050 93/1952 [>.............................] - ETA: 4:17 - loss: 338.3958 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:39 - loss: 338.1827 - logits_profile_predictions_loss: 329.9366 - logcount_predictions_loss: 0.5890 368/1952 [====>.........................] - ETA: 3:39 - loss: 338.1830 - logits_profile_predictions_loss: 329.9375 - logcount_predictions_loss: 0.5890 369/1952 [====>.........................] - ETA: 3:39 - loss: 338.1833 - logits_profile_predictions_loss: 329.9383 - logcount_predictions_loss: 0.5889 370/1952 [====>.........................] - ETA: 3:39 - loss: 338.1832 - logits_profile_predictions_loss: 329.9388 - logcount_predictions_loss: 0.5889 371/1952 [====>.........................] - ETA: 3:39 - loss: 338.1834 - logits_profile_predictions_loss: 329.9395 - logcount_predictions_loss: 0.5888 372/1952 [====>.........................] - ETA: 3:39 - loss: 338.1836 - logits_profile_predictions_loss: 329.9404 - logcount_predictions_loss: 0.5888 373/1952 [====>.........................] - ETA: 3:38 - loss: 338.1838 - 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val_logits_profile_predictions_loss: 349.0359 - val_logcount_predictions_loss: 0.5845 Epoch 00006: val_loss improved from 357.58957 to 357.21954, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 7/50 1/1952 [..............................] - ETA: 5:22 - loss: 315.8870 - logits_profile_predictions_loss: 307.2108 - logcount_predictions_loss: 0.6197 2/1952 [..............................] - ETA: 4:49 - loss: 312.5198 - logits_profile_predictions_loss: 304.2251 - logcount_predictions_loss: 0.5925 3/1952 [..............................] - ETA: 4:40 - loss: 309.9542 - logits_profile_predictions_loss: 301.6384 - logcount_predictions_loss: 0.5940 4/1952 [..............................] - ETA: 4:36 - loss: 309.4891 - logits_profile_predictions_loss: 301.2755 - logcount_predictions_loss: 0.5867 5/1952 [..............................] - ETA: 4:34 - loss: 310.4535 - logits_profile_predictions_loss: 302.3973 - 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- logits_profile_predictions_loss: 311.2839 - logcount_predictions_loss: 0.5597 13/1952 [..............................] - ETA: 4:30 - loss: 320.1131 - logits_profile_predictions_loss: 312.2816 - logcount_predictions_loss: 0.5594 14/1952 [..............................] - ETA: 4:29 - loss: 321.1132 - logits_profile_predictions_loss: 313.2830 - logcount_predictions_loss: 0.5593 15/1952 [..............................] - ETA: 4:29 - loss: 322.1294 - logits_profile_predictions_loss: 314.2929 - logcount_predictions_loss: 0.5598 16/1952 [..............................] - ETA: 4:29 - loss: 322.9400 - logits_profile_predictions_loss: 315.1007 - logcount_predictions_loss: 0.5600 17/1952 [..............................] - ETA: 4:29 - loss: 323.7922 - logits_profile_predictions_loss: 315.9482 - logcount_predictions_loss: 0.5603 18/1952 [..............................] - ETA: 4:28 - loss: 324.5672 - logits_profile_predictions_loss: 316.7060 - logcount_predictions_loss: 0.5615 19/1952 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[====>.........................] - ETA: 3:45 - loss: 332.3195 - logits_profile_predictions_loss: 324.6663 - logcount_predictions_loss: 0.5467 327/1952 [====>.........................] - ETA: 3:45 - loss: 332.3220 - logits_profile_predictions_loss: 324.6687 - logcount_predictions_loss: 0.5467 328/1952 [====>.........................] - ETA: 3:44 - loss: 332.3244 - logits_profile_predictions_loss: 324.6709 - logcount_predictions_loss: 0.5467 329/1952 [====>.........................] - ETA: 3:44 - loss: 332.3269 - logits_profile_predictions_loss: 324.6730 - logcount_predictions_loss: 0.5467 330/1952 [====>.........................] - ETA: 3:44 - loss: 332.3291 - logits_profile_predictions_loss: 324.6750 - logcount_predictions_loss: 0.5467 331/1952 [====>.........................] - ETA: 3:44 - loss: 332.3314 - logits_profile_predictions_loss: 324.6772 - logcount_predictions_loss: 0.5467 332/1952 [====>.........................] - ETA: 3:44 - loss: 332.3340 - 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[====>.........................] - ETA: 3:38 - loss: 332.5377 - logits_profile_predictions_loss: 324.8754 - logcount_predictions_loss: 0.5473 379/1952 [====>.........................] - ETA: 3:37 - loss: 332.5413 - logits_profile_predictions_loss: 324.8790 - logcount_predictions_loss: 0.5473 380/1952 [====>.........................] - ETA: 3:37 - loss: 332.5451 - logits_profile_predictions_loss: 324.8826 - logcount_predictions_loss: 0.5473 381/1952 [====>.........................] - ETA: 3:37 - loss: 332.5488 - logits_profile_predictions_loss: 324.8861 - logcount_predictions_loss: 0.5473 382/1952 [====>.........................] - ETA: 3:37 - loss: 332.5520 - logits_profile_predictions_loss: 324.8893 - logcount_predictions_loss: 0.5473 383/1952 [====>.........................] - ETA: 3:37 - loss: 332.5551 - logits_profile_predictions_loss: 324.8923 - logcount_predictions_loss: 0.5473 384/1952 [====>.........................] - ETA: 3:37 - loss: 332.5582 - 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[=====>........................] - ETA: 3:36 - loss: 332.5758 - logits_profile_predictions_loss: 324.9119 - logcount_predictions_loss: 0.5474 392/1952 [=====>........................] - ETA: 3:36 - loss: 332.5783 - logits_profile_predictions_loss: 324.9143 - logcount_predictions_loss: 0.5474 393/1952 [=====>........................] - ETA: 3:35 - loss: 332.5807 - logits_profile_predictions_loss: 324.9166 - logcount_predictions_loss: 0.5474 394/1952 [=====>........................] - ETA: 3:35 - loss: 332.5833 - logits_profile_predictions_loss: 324.9191 - logcount_predictions_loss: 0.5474 395/1952 [=====>........................] - ETA: 3:35 - loss: 332.5857 - logits_profile_predictions_loss: 324.9213 - logcount_predictions_loss: 0.5475 396/1952 [=====>........................] - ETA: 3:35 - loss: 332.5883 - logits_profile_predictions_loss: 324.9237 - logcount_predictions_loss: 0.5475 397/1952 [=====>........................] - ETA: 3:35 - loss: 332.5908 - 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[=====>........................] - ETA: 3:30 - loss: 332.6593 - logits_profile_predictions_loss: 324.9925 - logcount_predictions_loss: 0.5476 431/1952 [=====>........................] - ETA: 3:30 - loss: 332.6610 - logits_profile_predictions_loss: 324.9941 - logcount_predictions_loss: 0.5476 432/1952 [=====>........................] - ETA: 3:30 - loss: 332.6627 - logits_profile_predictions_loss: 324.9957 - logcount_predictions_loss: 0.5476 433/1952 [=====>........................] - ETA: 3:30 - loss: 332.6645 - logits_profile_predictions_loss: 324.9975 - logcount_predictions_loss: 0.5476 434/1952 [=====>........................] - ETA: 3:30 - loss: 332.6665 - logits_profile_predictions_loss: 324.9994 - logcount_predictions_loss: 0.5476 435/1952 [=====>........................] - ETA: 3:30 - loss: 332.6684 - logits_profile_predictions_loss: 325.0013 - logcount_predictions_loss: 0.5477 436/1952 [=====>........................] - ETA: 3:30 - loss: 332.6704 - 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[============================>.] - ETA: 4s - loss: 333.7417 - logits_profile_predictions_loss: 326.0958 - logcount_predictions_loss: 0.5461 1920/1952 [============================>.] - ETA: 4s - loss: 333.7421 - logits_profile_predictions_loss: 326.0962 - logcount_predictions_loss: 0.5461 1921/1952 [============================>.] - ETA: 4s - loss: 333.7425 - logits_profile_predictions_loss: 326.0966 - logcount_predictions_loss: 0.5461 1922/1952 [============================>.] - ETA: 4s - loss: 333.7429 - logits_profile_predictions_loss: 326.0970 - logcount_predictions_loss: 0.5461 1923/1952 [============================>.] - ETA: 4s - loss: 333.7433 - logits_profile_predictions_loss: 326.0974 - logcount_predictions_loss: 0.5461 1924/1952 [============================>.] - ETA: 3s - loss: 333.7437 - logits_profile_predictions_loss: 326.0978 - logcount_predictions_loss: 0.5461 1925/1952 [============================>.] - ETA: 3s - loss: 333.7441 - logits_profile_predictions_loss: 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[==============================] - ETA: 0s - loss: 333.7551 - logits_profile_predictions_loss: 326.1096 - logcount_predictions_loss: 0.5461 1952/1952 [==============================] - 282s 144ms/step - loss: 333.7555 - logits_profile_predictions_loss: 326.1100 - logcount_predictions_loss: 0.5461 - val_loss: 357.0023 - val_logits_profile_predictions_loss: 348.7603 - val_logcount_predictions_loss: 0.5887 Epoch 00007: val_loss improved from 357.21954 to 357.00232, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 8/50 1/1952 [..............................] - ETA: 5:23 - loss: 332.5578 - logits_profile_predictions_loss: 325.8595 - logcount_predictions_loss: 0.4785 2/1952 [..............................] - ETA: 4:44 - loss: 327.1442 - logits_profile_predictions_loss: 320.4290 - logcount_predictions_loss: 0.4797 3/1952 [..............................] - ETA: 4:37 - loss: 325.8456 - logits_profile_predictions_loss: 318.9867 - logcount_predictions_loss: 0.4899 4/1952 [..............................] - ETA: 4:34 - loss: 325.3616 - logits_profile_predictions_loss: 318.5405 - logcount_predictions_loss: 0.4872 5/1952 [..............................] - ETA: 4:33 - loss: 325.4069 - logits_profile_predictions_loss: 318.5647 - logcount_predictions_loss: 0.4887 6/1952 [..............................] - ETA: 4:32 - loss: 325.9049 - logits_profile_predictions_loss: 318.9964 - logcount_predictions_loss: 0.4935 7/1952 [..............................] - ETA: 4:31 - loss: 326.1602 - logits_profile_predictions_loss: 319.2309 - logcount_predictions_loss: 0.4949 8/1952 [..............................] - ETA: 4:31 - loss: 325.9478 - logits_profile_predictions_loss: 318.9943 - logcount_predictions_loss: 0.4967 9/1952 [..............................] - ETA: 4:30 - loss: 325.6068 - logits_profile_predictions_loss: 318.6475 - logcount_predictions_loss: 0.4971 10/1952 [..............................] - ETA: 4:30 - loss: 325.4516 - logits_profile_predictions_loss: 318.4812 - logcount_predictions_loss: 0.4979 11/1952 [..............................] - ETA: 4:30 - loss: 325.4819 - logits_profile_predictions_loss: 318.5076 - logcount_predictions_loss: 0.4982 12/1952 [..............................] - ETA: 4:29 - loss: 325.7487 - logits_profile_predictions_loss: 318.7645 - logcount_predictions_loss: 0.4989 13/1952 [..............................] - ETA: 4:29 - loss: 326.0184 - logits_profile_predictions_loss: 319.0253 - logcount_predictions_loss: 0.4995 14/1952 [..............................] - ETA: 4:29 - loss: 326.1860 - logits_profile_predictions_loss: 319.1761 - logcount_predictions_loss: 0.5007 15/1952 [..............................] - ETA: 4:28 - loss: 326.3202 - logits_profile_predictions_loss: 319.3000 - logcount_predictions_loss: 0.5014 16/1952 [..............................] - ETA: 4:28 - loss: 326.5155 - logits_profile_predictions_loss: 319.4720 - logcount_predictions_loss: 0.5031 17/1952 [..............................] - ETA: 4:28 - loss: 326.6854 - logits_profile_predictions_loss: 319.6175 - logcount_predictions_loss: 0.5049 18/1952 [..............................] - ETA: 4:28 - loss: 326.6811 - logits_profile_predictions_loss: 319.5923 - logcount_predictions_loss: 0.5063 19/1952 [..............................] - ETA: 4:28 - loss: 326.7516 - logits_profile_predictions_loss: 319.6454 - logcount_predictions_loss: 0.5076 20/1952 [..............................] - ETA: 4:28 - loss: 326.8377 - logits_profile_predictions_loss: 319.7180 - logcount_predictions_loss: 0.5086 21/1952 [..............................] - ETA: 4:27 - loss: 326.9007 - logits_profile_predictions_loss: 319.7645 - logcount_predictions_loss: 0.5097 22/1952 [..............................] - ETA: 4:27 - loss: 326.9817 - logits_profile_predictions_loss: 319.8318 - logcount_predictions_loss: 0.5107 23/1952 [..............................] - ETA: 4:27 - 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30/1952 [..............................] - ETA: 4:26 - loss: 327.0433 - logits_profile_predictions_loss: 319.7962 - logcount_predictions_loss: 0.5176 31/1952 [..............................] - ETA: 4:26 - loss: 326.9636 - logits_profile_predictions_loss: 319.7115 - logcount_predictions_loss: 0.5180 32/1952 [..............................] - ETA: 4:26 - loss: 326.8599 - logits_profile_predictions_loss: 319.6037 - logcount_predictions_loss: 0.5183 33/1952 [..............................] - ETA: 4:26 - loss: 326.7793 - logits_profile_predictions_loss: 319.5188 - logcount_predictions_loss: 0.5186 34/1952 [..............................] - ETA: 4:25 - loss: 326.7015 - logits_profile_predictions_loss: 319.4383 - logcount_predictions_loss: 0.5188 35/1952 [..............................] - ETA: 4:25 - loss: 326.6273 - logits_profile_predictions_loss: 319.3617 - logcount_predictions_loss: 0.5190 36/1952 [..............................] - ETA: 4:25 - loss: 326.5824 - 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[..............................] - ETA: 4:24 - loss: 326.4790 - logits_profile_predictions_loss: 319.2138 - logcount_predictions_loss: 0.5189 44/1952 [..............................] - ETA: 4:24 - loss: 326.4716 - logits_profile_predictions_loss: 319.2077 - logcount_predictions_loss: 0.5188 45/1952 [..............................] - ETA: 4:24 - loss: 326.4874 - logits_profile_predictions_loss: 319.2262 - logcount_predictions_loss: 0.5187 46/1952 [..............................] - ETA: 4:24 - loss: 326.5033 - logits_profile_predictions_loss: 319.2450 - logcount_predictions_loss: 0.5185 47/1952 [..............................] - ETA: 4:23 - loss: 326.5463 - logits_profile_predictions_loss: 319.2902 - logcount_predictions_loss: 0.5183 48/1952 [..............................] - ETA: 4:23 - loss: 326.5789 - logits_profile_predictions_loss: 319.3253 - logcount_predictions_loss: 0.5181 49/1952 [..............................] - ETA: 4:23 - loss: 326.5971 - logits_profile_predictions_loss: 319.3464 - logcount_predictions_loss: 0.5179 50/1952 [..............................] - ETA: 4:23 - loss: 326.6141 - logits_profile_predictions_loss: 319.3666 - logcount_predictions_loss: 0.5177 51/1952 [..............................] - ETA: 4:23 - loss: 326.6455 - logits_profile_predictions_loss: 319.4011 - logcount_predictions_loss: 0.5175 52/1952 [..............................] - ETA: 4:23 - loss: 326.6632 - logits_profile_predictions_loss: 319.4214 - logcount_predictions_loss: 0.5173 53/1952 [..............................] - ETA: 4:23 - loss: 326.6834 - logits_profile_predictions_loss: 319.4438 - logcount_predictions_loss: 0.5171 54/1952 [..............................] - ETA: 4:22 - loss: 326.7071 - logits_profile_predictions_loss: 319.4694 - logcount_predictions_loss: 0.5170 55/1952 [..............................] - ETA: 4:22 - loss: 326.7252 - logits_profile_predictions_loss: 319.4892 - logcount_predictions_loss: 0.5169 56/1952 [..............................] - ETA: 4:22 - 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63/1952 [..............................] - ETA: 4:21 - loss: 326.8269 - logits_profile_predictions_loss: 319.6021 - logcount_predictions_loss: 0.5161 64/1952 [..............................] - ETA: 4:21 - loss: 326.8387 - logits_profile_predictions_loss: 319.6150 - logcount_predictions_loss: 0.5160 65/1952 [..............................] - ETA: 4:21 - loss: 326.8648 - logits_profile_predictions_loss: 319.6414 - logcount_predictions_loss: 0.5160 66/1952 [>.............................] - ETA: 4:21 - loss: 326.8899 - logits_profile_predictions_loss: 319.6671 - logcount_predictions_loss: 0.5159 67/1952 [>.............................] - ETA: 4:21 - loss: 326.9233 - logits_profile_predictions_loss: 319.7013 - logcount_predictions_loss: 0.5159 68/1952 [>.............................] - ETA: 4:20 - loss: 326.9524 - logits_profile_predictions_loss: 319.7315 - logcount_predictions_loss: 0.5158 69/1952 [>.............................] - ETA: 4:20 - loss: 326.9895 - 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[>.............................] - ETA: 4:19 - loss: 327.1639 - logits_profile_predictions_loss: 319.9444 - logcount_predictions_loss: 0.5157 77/1952 [>.............................] - ETA: 4:19 - loss: 327.1938 - logits_profile_predictions_loss: 319.9739 - logcount_predictions_loss: 0.5157 78/1952 [>.............................] - ETA: 4:19 - loss: 327.2216 - logits_profile_predictions_loss: 320.0012 - logcount_predictions_loss: 0.5157 79/1952 [>.............................] - ETA: 4:19 - loss: 327.2471 - logits_profile_predictions_loss: 320.0262 - logcount_predictions_loss: 0.5158 80/1952 [>.............................] - ETA: 4:19 - loss: 327.2791 - logits_profile_predictions_loss: 320.0579 - logcount_predictions_loss: 0.5158 81/1952 [>.............................] - ETA: 4:19 - loss: 327.3144 - logits_profile_predictions_loss: 320.0929 - logcount_predictions_loss: 0.5158 82/1952 [>.............................] - ETA: 4:19 - loss: 327.3454 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:41 - loss: 328.1950 - logits_profile_predictions_loss: 320.9719 - logcount_predictions_loss: 0.5159 357/1952 [====>.........................] - ETA: 3:41 - loss: 328.2015 - logits_profile_predictions_loss: 320.9782 - logcount_predictions_loss: 0.5159 358/1952 [====>.........................] - ETA: 3:40 - loss: 328.2082 - logits_profile_predictions_loss: 320.9847 - logcount_predictions_loss: 0.5160 359/1952 [====>.........................] - ETA: 3:40 - loss: 328.2148 - logits_profile_predictions_loss: 320.9911 - logcount_predictions_loss: 0.5160 360/1952 [====>.........................] - ETA: 3:40 - loss: 328.2212 - logits_profile_predictions_loss: 320.9973 - logcount_predictions_loss: 0.5160 361/1952 [====>.........................] - ETA: 3:40 - loss: 328.2274 - logits_profile_predictions_loss: 321.0034 - logcount_predictions_loss: 0.5160 362/1952 [====>.........................] - ETA: 3:40 - loss: 328.2336 - 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[============================>.] - ETA: 1s - loss: 331.3302 - logits_profile_predictions_loss: 324.0622 - logcount_predictions_loss: 0.5191 1944/1952 [============================>.] - ETA: 1s - loss: 331.3310 - logits_profile_predictions_loss: 324.0631 - logcount_predictions_loss: 0.5191 1945/1952 [============================>.] - ETA: 0s - loss: 331.3318 - logits_profile_predictions_loss: 324.0639 - logcount_predictions_loss: 0.5191 1946/1952 [============================>.] - ETA: 0s - loss: 331.3327 - logits_profile_predictions_loss: 324.0647 - logcount_predictions_loss: 0.5191 1947/1952 [============================>.] - ETA: 0s - loss: 331.3335 - logits_profile_predictions_loss: 324.0656 - logcount_predictions_loss: 0.5191 1948/1952 [============================>.] - ETA: 0s - loss: 331.3343 - logits_profile_predictions_loss: 324.0664 - logcount_predictions_loss: 0.5191 1949/1952 [============================>.] - ETA: 0s - loss: 331.3351 - logits_profile_predictions_loss: 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[..............................] - ETA: 4:29 - loss: 337.8039 - logits_profile_predictions_loss: 332.1109 - logcount_predictions_loss: 0.4066 3/1952 [..............................] - ETA: 4:29 - loss: 336.2853 - logits_profile_predictions_loss: 330.4741 - logcount_predictions_loss: 0.4151 4/1952 [..............................] - ETA: 4:29 - loss: 336.0333 - logits_profile_predictions_loss: 330.1756 - logcount_predictions_loss: 0.4184 5/1952 [..............................] - ETA: 4:29 - loss: 335.0681 - logits_profile_predictions_loss: 329.0111 - logcount_predictions_loss: 0.4326 6/1952 [..............................] - ETA: 4:29 - loss: 334.5485 - logits_profile_predictions_loss: 328.2954 - logcount_predictions_loss: 0.4466 7/1952 [..............................] - ETA: 4:29 - loss: 334.0983 - logits_profile_predictions_loss: 327.7269 - logcount_predictions_loss: 0.4551 8/1952 [..............................] - ETA: 4:28 - loss: 333.9380 - logits_profile_predictions_loss: 327.5103 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[====>.........................] - ETA: 3:44 - loss: 332.5548 - logits_profile_predictions_loss: 325.7484 - logcount_predictions_loss: 0.4862 330/1952 [====>.........................] - ETA: 3:44 - loss: 332.5531 - logits_profile_predictions_loss: 325.7463 - logcount_predictions_loss: 0.4862 331/1952 [====>.........................] - ETA: 3:44 - loss: 332.5511 - logits_profile_predictions_loss: 325.7440 - logcount_predictions_loss: 0.4862 332/1952 [====>.........................] - ETA: 3:44 - loss: 332.5493 - logits_profile_predictions_loss: 325.7419 - logcount_predictions_loss: 0.4862 333/1952 [====>.........................] - ETA: 3:44 - loss: 332.5477 - logits_profile_predictions_loss: 325.7399 - logcount_predictions_loss: 0.4863 334/1952 [====>.........................] - ETA: 3:44 - loss: 332.5459 - logits_profile_predictions_loss: 325.7378 - logcount_predictions_loss: 0.4863 335/1952 [====>.........................] - ETA: 3:44 - loss: 332.5443 - 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[====>.........................] - ETA: 3:41 - loss: 332.5285 - logits_profile_predictions_loss: 325.7136 - logcount_predictions_loss: 0.4868 356/1952 [====>.........................] - ETA: 3:41 - loss: 332.5282 - logits_profile_predictions_loss: 325.7130 - logcount_predictions_loss: 0.4868 357/1952 [====>.........................] - ETA: 3:41 - loss: 332.5281 - logits_profile_predictions_loss: 325.7126 - logcount_predictions_loss: 0.4868 358/1952 [====>.........................] - ETA: 3:40 - loss: 332.5283 - logits_profile_predictions_loss: 325.7126 - logcount_predictions_loss: 0.4868 359/1952 [====>.........................] - ETA: 3:40 - loss: 332.5285 - logits_profile_predictions_loss: 325.7125 - logcount_predictions_loss: 0.4869 360/1952 [====>.........................] - ETA: 3:40 - loss: 332.5282 - logits_profile_predictions_loss: 325.7119 - logcount_predictions_loss: 0.4869 361/1952 [====>.........................] - ETA: 3:40 - loss: 332.5280 - 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[====>.........................] - ETA: 3:39 - loss: 332.5259 - logits_profile_predictions_loss: 325.7073 - logcount_predictions_loss: 0.4870 369/1952 [====>.........................] - ETA: 3:39 - loss: 332.5255 - logits_profile_predictions_loss: 325.7066 - logcount_predictions_loss: 0.4871 370/1952 [====>.........................] - ETA: 3:39 - loss: 332.5249 - logits_profile_predictions_loss: 325.7057 - logcount_predictions_loss: 0.4871 371/1952 [====>.........................] - ETA: 3:39 - loss: 332.5245 - logits_profile_predictions_loss: 325.7050 - logcount_predictions_loss: 0.4871 372/1952 [====>.........................] - ETA: 3:38 - loss: 332.5240 - logits_profile_predictions_loss: 325.7042 - logcount_predictions_loss: 0.4871 373/1952 [====>.........................] - ETA: 3:38 - loss: 332.5234 - logits_profile_predictions_loss: 325.7034 - logcount_predictions_loss: 0.4871 374/1952 [====>.........................] - ETA: 3:38 - loss: 332.5229 - 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[====>.........................] - ETA: 3:37 - loss: 332.5193 - logits_profile_predictions_loss: 325.6972 - logcount_predictions_loss: 0.4873 382/1952 [====>.........................] - ETA: 3:37 - loss: 332.5184 - logits_profile_predictions_loss: 325.6961 - logcount_predictions_loss: 0.4873 383/1952 [====>.........................] - ETA: 3:37 - loss: 332.5176 - logits_profile_predictions_loss: 325.6951 - logcount_predictions_loss: 0.4873 384/1952 [====>.........................] - ETA: 3:37 - loss: 332.5166 - logits_profile_predictions_loss: 325.6939 - logcount_predictions_loss: 0.4873 385/1952 [====>.........................] - ETA: 3:37 - loss: 332.5154 - logits_profile_predictions_loss: 325.6925 - logcount_predictions_loss: 0.4874 386/1952 [====>.........................] - ETA: 3:37 - loss: 332.5143 - logits_profile_predictions_loss: 325.6912 - logcount_predictions_loss: 0.4874 387/1952 [====>.........................] - ETA: 3:36 - loss: 332.5130 - 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[=====>........................] - ETA: 3:34 - loss: 332.4761 - logits_profile_predictions_loss: 325.6489 - logcount_predictions_loss: 0.4877 408/1952 [=====>........................] - ETA: 3:33 - loss: 332.4742 - logits_profile_predictions_loss: 325.6468 - logcount_predictions_loss: 0.4877 409/1952 [=====>........................] - ETA: 3:33 - loss: 332.4723 - logits_profile_predictions_loss: 325.6448 - logcount_predictions_loss: 0.4877 410/1952 [=====>........................] - ETA: 3:33 - loss: 332.4705 - logits_profile_predictions_loss: 325.6428 - logcount_predictions_loss: 0.4877 411/1952 [=====>........................] - ETA: 3:33 - loss: 332.4688 - logits_profile_predictions_loss: 325.6409 - logcount_predictions_loss: 0.4877 412/1952 [=====>........................] - ETA: 3:33 - loss: 332.4672 - logits_profile_predictions_loss: 325.6391 - logcount_predictions_loss: 0.4877 413/1952 [=====>........................] - ETA: 3:33 - loss: 332.4655 - 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[============================>.] - ETA: 1s - loss: 331.8614 - logits_profile_predictions_loss: 324.9597 - logcount_predictions_loss: 0.4930 1943/1952 [============================>.] - ETA: 1s - loss: 331.8613 - logits_profile_predictions_loss: 324.9595 - logcount_predictions_loss: 0.4930 1944/1952 [============================>.] - ETA: 1s - loss: 331.8611 - logits_profile_predictions_loss: 324.9593 - logcount_predictions_loss: 0.4930 1945/1952 [============================>.] - ETA: 0s - loss: 331.8610 - logits_profile_predictions_loss: 324.9592 - logcount_predictions_loss: 0.4930 1946/1952 [============================>.] - ETA: 0s - loss: 331.8608 - logits_profile_predictions_loss: 324.9590 - logcount_predictions_loss: 0.4930 1947/1952 [============================>.] - ETA: 0s - loss: 331.8607 - logits_profile_predictions_loss: 324.9588 - logcount_predictions_loss: 0.4930 1948/1952 [============================>.] - ETA: 0s - loss: 331.8605 - logits_profile_predictions_loss: 324.9586 - logcount_predictions_loss: 0.4930 1949/1952 [============================>.] - ETA: 0s - loss: 331.8603 - logits_profile_predictions_loss: 324.9584 - logcount_predictions_loss: 0.4930 1950/1952 [============================>.] - ETA: 0s - loss: 331.8602 - logits_profile_predictions_loss: 324.9582 - logcount_predictions_loss: 0.4930 1951/1952 [============================>.] - ETA: 0s - loss: 331.8600 - logits_profile_predictions_loss: 324.9580 - logcount_predictions_loss: 0.4930 1952/1952 [==============================] - ETA: 0s - loss: 331.8598 - logits_profile_predictions_loss: 324.9578 - logcount_predictions_loss: 0.4930 1952/1952 [==============================] - 282s 144ms/step - loss: 331.8596 - logits_profile_predictions_loss: 324.9576 - logcount_predictions_loss: 0.4930 - val_loss: 356.7073 - val_logits_profile_predictions_loss: 348.5248 - val_logcount_predictions_loss: 0.5845 Epoch 00009: val_loss improved from 357.00232 to 356.70731, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 10/50 1/1952 [..............................] - ETA: 5:20 - loss: 360.2139 - logits_profile_predictions_loss: 355.5252 - logcount_predictions_loss: 0.3349 2/1952 [..............................] - ETA: 4:30 - loss: 351.0025 - logits_profile_predictions_loss: 345.7183 - logcount_predictions_loss: 0.3774 3/1952 [..............................] - ETA: 4:29 - loss: 351.4170 - logits_profile_predictions_loss: 345.7450 - logcount_predictions_loss: 0.4051 4/1952 [..............................] - ETA: 4:29 - loss: 351.0269 - logits_profile_predictions_loss: 345.1534 - logcount_predictions_loss: 0.4195 5/1952 [..............................] - ETA: 4:29 - loss: 348.8025 - logits_profile_predictions_loss: 342.6200 - logcount_predictions_loss: 0.4416 6/1952 [..............................] - ETA: 4:29 - loss: 347.9974 - logits_profile_predictions_loss: 341.6485 - 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- logits_profile_predictions_loss: 333.3027 - logcount_predictions_loss: 0.4848 14/1952 [..............................] - ETA: 4:28 - loss: 339.2230 - logits_profile_predictions_loss: 332.4321 - logcount_predictions_loss: 0.4851 15/1952 [..............................] - ETA: 4:28 - loss: 338.6332 - logits_profile_predictions_loss: 331.8430 - logcount_predictions_loss: 0.4850 16/1952 [..............................] - ETA: 4:28 - loss: 338.1863 - logits_profile_predictions_loss: 331.4043 - logcount_predictions_loss: 0.4844 17/1952 [..............................] - ETA: 4:27 - loss: 337.9158 - logits_profile_predictions_loss: 331.1395 - logcount_predictions_loss: 0.4840 18/1952 [..............................] - ETA: 4:27 - loss: 337.6750 - logits_profile_predictions_loss: 330.9034 - logcount_predictions_loss: 0.4837 19/1952 [..............................] - ETA: 4:27 - loss: 337.3722 - logits_profile_predictions_loss: 330.6096 - logcount_predictions_loss: 0.4830 20/1952 [..............................] - ETA: 4:27 - loss: 337.2215 - logits_profile_predictions_loss: 330.4644 - logcount_predictions_loss: 0.4826 21/1952 [..............................] - ETA: 4:27 - loss: 337.1176 - logits_profile_predictions_loss: 330.3642 - logcount_predictions_loss: 0.4824 22/1952 [..............................] - ETA: 4:27 - loss: 336.9383 - logits_profile_predictions_loss: 330.1907 - logcount_predictions_loss: 0.4820 23/1952 [..............................] - ETA: 4:27 - loss: 336.8120 - logits_profile_predictions_loss: 330.0703 - logcount_predictions_loss: 0.4816 24/1952 [..............................] - ETA: 4:26 - loss: 336.7612 - logits_profile_predictions_loss: 330.0264 - logcount_predictions_loss: 0.4811 25/1952 [..............................] - ETA: 4:26 - loss: 336.7260 - logits_profile_predictions_loss: 330.0018 - logcount_predictions_loss: 0.4803 26/1952 [..............................] - ETA: 4:26 - loss: 336.6417 - logits_profile_predictions_loss: 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[..............................] - ETA: 4:22 - loss: 333.7682 - logits_profile_predictions_loss: 327.1809 - logcount_predictions_loss: 0.4705 54/1952 [..............................] - ETA: 4:22 - loss: 333.7158 - logits_profile_predictions_loss: 327.1302 - logcount_predictions_loss: 0.4704 55/1952 [..............................] - ETA: 4:22 - loss: 333.6662 - logits_profile_predictions_loss: 327.0828 - logcount_predictions_loss: 0.4702 56/1952 [..............................] - ETA: 4:22 - loss: 333.6281 - logits_profile_predictions_loss: 327.0474 - logcount_predictions_loss: 0.4700 57/1952 [..............................] - ETA: 4:22 - loss: 333.5937 - logits_profile_predictions_loss: 327.0160 - logcount_predictions_loss: 0.4698 58/1952 [..............................] - ETA: 4:22 - loss: 333.5719 - logits_profile_predictions_loss: 326.9966 - logcount_predictions_loss: 0.4697 59/1952 [..............................] - ETA: 4:22 - loss: 333.5455 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:45 - loss: 333.1801 - logits_profile_predictions_loss: 326.7139 - logcount_predictions_loss: 0.4619 328/1952 [====>.........................] - ETA: 3:45 - loss: 333.1774 - logits_profile_predictions_loss: 326.7111 - logcount_predictions_loss: 0.4619 329/1952 [====>.........................] - ETA: 3:44 - loss: 333.1749 - logits_profile_predictions_loss: 326.7084 - logcount_predictions_loss: 0.4619 330/1952 [====>.........................] - ETA: 3:44 - loss: 333.1725 - logits_profile_predictions_loss: 326.7058 - logcount_predictions_loss: 0.4619 331/1952 [====>.........................] - ETA: 3:44 - loss: 333.1701 - logits_profile_predictions_loss: 326.7033 - logcount_predictions_loss: 0.4619 332/1952 [====>.........................] - ETA: 3:44 - loss: 333.1682 - logits_profile_predictions_loss: 326.7011 - logcount_predictions_loss: 0.4619 333/1952 [====>.........................] - ETA: 3:44 - loss: 333.1662 - 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[====>.........................] - ETA: 3:43 - loss: 333.1514 - logits_profile_predictions_loss: 326.6826 - logcount_predictions_loss: 0.4621 341/1952 [====>.........................] - ETA: 3:43 - loss: 333.1494 - logits_profile_predictions_loss: 326.6804 - logcount_predictions_loss: 0.4621 342/1952 [====>.........................] - ETA: 3:43 - loss: 333.1474 - logits_profile_predictions_loss: 326.6783 - logcount_predictions_loss: 0.4621 343/1952 [====>.........................] - ETA: 3:42 - loss: 333.1453 - logits_profile_predictions_loss: 326.6760 - logcount_predictions_loss: 0.4621 344/1952 [====>.........................] - ETA: 3:42 - loss: 333.1429 - logits_profile_predictions_loss: 326.6735 - logcount_predictions_loss: 0.4621 345/1952 [====>.........................] - ETA: 3:42 - loss: 333.1403 - logits_profile_predictions_loss: 326.6707 - logcount_predictions_loss: 0.4621 346/1952 [====>.........................] - ETA: 3:42 - loss: 333.1374 - 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[====>.........................] - ETA: 3:41 - loss: 333.1194 - logits_profile_predictions_loss: 326.6483 - logcount_predictions_loss: 0.4622 354/1952 [====>.........................] - ETA: 3:41 - loss: 333.1168 - logits_profile_predictions_loss: 326.6455 - logcount_predictions_loss: 0.4622 355/1952 [====>.........................] - ETA: 3:41 - loss: 333.1140 - logits_profile_predictions_loss: 326.6426 - logcount_predictions_loss: 0.4623 356/1952 [====>.........................] - ETA: 3:41 - loss: 333.1112 - logits_profile_predictions_loss: 326.6395 - logcount_predictions_loss: 0.4623 357/1952 [====>.........................] - ETA: 3:40 - loss: 333.1085 - logits_profile_predictions_loss: 326.6366 - logcount_predictions_loss: 0.4623 358/1952 [====>.........................] - ETA: 3:40 - loss: 333.1058 - logits_profile_predictions_loss: 326.6337 - logcount_predictions_loss: 0.4623 359/1952 [====>.........................] - ETA: 3:40 - loss: 333.1029 - 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144ms/step - loss: 331.0650 - logits_profile_predictions_loss: 324.5416 - logcount_predictions_loss: 0.4660 - val_loss: 357.1513 - val_logits_profile_predictions_loss: 348.6882 - val_logcount_predictions_loss: 0.6045 Epoch 00010: val_loss did not improve from 356.70731 Epoch 11/50 1/1952 [..............................] - ETA: 5:23 - loss: 378.8708 - logits_profile_predictions_loss: 373.4489 - logcount_predictions_loss: 0.3873 2/1952 [..............................] - ETA: 4:33 - loss: 356.1933 - logits_profile_predictions_loss: 350.6796 - logcount_predictions_loss: 0.3938 3/1952 [..............................] - ETA: 4:32 - loss: 351.8706 - logits_profile_predictions_loss: 345.9584 - logcount_predictions_loss: 0.4223 4/1952 [..............................] - ETA: 4:31 - loss: 347.4651 - logits_profile_predictions_loss: 341.3941 - logcount_predictions_loss: 0.4336 5/1952 [..............................] - ETA: 4:30 - loss: 344.1099 - logits_profile_predictions_loss: 337.9277 - logcount_predictions_loss: 0.4416 6/1952 [..............................] - ETA: 4:30 - loss: 343.1391 - logits_profile_predictions_loss: 336.8682 - logcount_predictions_loss: 0.4479 7/1952 [..............................] - ETA: 4:30 - loss: 342.0489 - logits_profile_predictions_loss: 335.7185 - logcount_predictions_loss: 0.4522 8/1952 [..............................] - ETA: 4:30 - loss: 341.2956 - logits_profile_predictions_loss: 334.9432 - logcount_predictions_loss: 0.4537 9/1952 [..............................] - ETA: 4:29 - loss: 340.1820 - logits_profile_predictions_loss: 333.8239 - logcount_predictions_loss: 0.4541 10/1952 [..............................] - ETA: 4:29 - loss: 339.0023 - logits_profile_predictions_loss: 332.6374 - logcount_predictions_loss: 0.4546 11/1952 [..............................] - ETA: 4:29 - loss: 338.0031 - logits_profile_predictions_loss: 331.6315 - logcount_predictions_loss: 0.4551 12/1952 [..............................] - ETA: 4:29 - loss: 337.1954 - logits_profile_predictions_loss: 330.8104 - logcount_predictions_loss: 0.4561 13/1952 [..............................] - ETA: 4:29 - loss: 336.6207 - logits_profile_predictions_loss: 330.2233 - logcount_predictions_loss: 0.4570 14/1952 [..............................] - ETA: 4:29 - loss: 336.1908 - logits_profile_predictions_loss: 329.7878 - logcount_predictions_loss: 0.4574 15/1952 [..............................] - ETA: 4:28 - loss: 335.7073 - logits_profile_predictions_loss: 329.2997 - logcount_predictions_loss: 0.4577 16/1952 [..............................] - ETA: 4:28 - loss: 335.3380 - logits_profile_predictions_loss: 328.9282 - logcount_predictions_loss: 0.4578 17/1952 [..............................] - ETA: 4:28 - loss: 335.0874 - logits_profile_predictions_loss: 328.6831 - logcount_predictions_loss: 0.4574 18/1952 [..............................] - ETA: 4:28 - loss: 334.8721 - logits_profile_predictions_loss: 328.4743 - logcount_predictions_loss: 0.4570 19/1952 [..............................] - ETA: 4:28 - loss: 334.6730 - logits_profile_predictions_loss: 328.2815 - logcount_predictions_loss: 0.4565 20/1952 [..............................] - ETA: 4:28 - loss: 334.5321 - logits_profile_predictions_loss: 328.1475 - logcount_predictions_loss: 0.4560 21/1952 [..............................] - ETA: 4:28 - loss: 334.4144 - logits_profile_predictions_loss: 328.0331 - logcount_predictions_loss: 0.4558 22/1952 [..............................] - ETA: 4:28 - loss: 334.3045 - logits_profile_predictions_loss: 327.9264 - logcount_predictions_loss: 0.4556 23/1952 [..............................] - ETA: 4:27 - loss: 334.2291 - logits_profile_predictions_loss: 327.8544 - logcount_predictions_loss: 0.4553 24/1952 [..............................] - ETA: 4:27 - loss: 334.0832 - logits_profile_predictions_loss: 327.7122 - logcount_predictions_loss: 0.4551 25/1952 [..............................] - ETA: 4:27 - loss: 333.9932 - logits_profile_predictions_loss: 327.6261 - logcount_predictions_loss: 0.4548 26/1952 [..............................] - ETA: 4:27 - loss: 333.8507 - logits_profile_predictions_loss: 327.4848 - logcount_predictions_loss: 0.4547 27/1952 [..............................] - ETA: 4:27 - loss: 333.6769 - logits_profile_predictions_loss: 327.3120 - logcount_predictions_loss: 0.4546 28/1952 [..............................] - ETA: 4:27 - loss: 333.4962 - logits_profile_predictions_loss: 327.1337 - logcount_predictions_loss: 0.4545 29/1952 [..............................] - ETA: 4:27 - loss: 333.2925 - logits_profile_predictions_loss: 326.9351 - logcount_predictions_loss: 0.4541 30/1952 [..............................] - ETA: 4:26 - loss: 333.0595 - logits_profile_predictions_loss: 326.7076 - logcount_predictions_loss: 0.4537 31/1952 [..............................] - ETA: 4:26 - loss: 332.8375 - logits_profile_predictions_loss: 326.4890 - logcount_predictions_loss: 0.4535 32/1952 [..............................] - ETA: 4:26 - loss: 332.6057 - logits_profile_predictions_loss: 326.2611 - logcount_predictions_loss: 0.4532 33/1952 [..............................] - ETA: 4:26 - loss: 332.3699 - logits_profile_predictions_loss: 326.0283 - logcount_predictions_loss: 0.4530 34/1952 [..............................] - ETA: 4:26 - loss: 332.1541 - logits_profile_predictions_loss: 325.8163 - logcount_predictions_loss: 0.4527 35/1952 [..............................] - ETA: 4:26 - loss: 331.9415 - logits_profile_predictions_loss: 325.6088 - logcount_predictions_loss: 0.4523 36/1952 [..............................] - ETA: 4:25 - loss: 331.7533 - logits_profile_predictions_loss: 325.4256 - logcount_predictions_loss: 0.4520 37/1952 [..............................] - ETA: 4:25 - loss: 331.5785 - logits_profile_predictions_loss: 325.2552 - logcount_predictions_loss: 0.4517 38/1952 [..............................] - ETA: 4:25 - loss: 331.4261 - logits_profile_predictions_loss: 325.1063 - logcount_predictions_loss: 0.4514 39/1952 [..............................] - ETA: 4:25 - loss: 331.2738 - logits_profile_predictions_loss: 324.9566 - logcount_predictions_loss: 0.4512 40/1952 [..............................] - ETA: 4:25 - loss: 331.1414 - logits_profile_predictions_loss: 324.8263 - logcount_predictions_loss: 0.4511 41/1952 [..............................] - ETA: 4:25 - loss: 331.0061 - logits_profile_predictions_loss: 324.6933 - logcount_predictions_loss: 0.4509 42/1952 [..............................] - ETA: 4:25 - loss: 330.8795 - logits_profile_predictions_loss: 324.5693 - logcount_predictions_loss: 0.4507 43/1952 [..............................] - ETA: 4:24 - loss: 330.7371 - logits_profile_predictions_loss: 324.4293 - logcount_predictions_loss: 0.4506 44/1952 [..............................] - ETA: 4:24 - loss: 330.6009 - logits_profile_predictions_loss: 324.2954 - logcount_predictions_loss: 0.4504 45/1952 [..............................] - ETA: 4:24 - loss: 330.4666 - logits_profile_predictions_loss: 324.1628 - logcount_predictions_loss: 0.4503 46/1952 [..............................] - ETA: 4:24 - loss: 330.3371 - logits_profile_predictions_loss: 324.0355 - logcount_predictions_loss: 0.4501 47/1952 [..............................] - ETA: 4:24 - loss: 330.2282 - logits_profile_predictions_loss: 323.9290 - logcount_predictions_loss: 0.4499 48/1952 [..............................] - ETA: 4:24 - loss: 330.1301 - logits_profile_predictions_loss: 323.8335 - logcount_predictions_loss: 0.4498 49/1952 [..............................] - ETA: 4:23 - loss: 330.0354 - logits_profile_predictions_loss: 323.7415 - logcount_predictions_loss: 0.4496 50/1952 [..............................] - ETA: 4:23 - loss: 329.9696 - logits_profile_predictions_loss: 323.6783 - logcount_predictions_loss: 0.4494 51/1952 [..............................] - ETA: 4:23 - loss: 329.9104 - logits_profile_predictions_loss: 323.6218 - logcount_predictions_loss: 0.4492 52/1952 [..............................] - ETA: 4:23 - loss: 329.8424 - logits_profile_predictions_loss: 323.5561 - logcount_predictions_loss: 0.4490 53/1952 [..............................] - ETA: 4:23 - loss: 329.7739 - logits_profile_predictions_loss: 323.4902 - logcount_predictions_loss: 0.4488 54/1952 [..............................] - ETA: 4:23 - loss: 329.7223 - logits_profile_predictions_loss: 323.4396 - logcount_predictions_loss: 0.4488 55/1952 [..............................] - ETA: 4:23 - loss: 329.6712 - logits_profile_predictions_loss: 323.3898 - logcount_predictions_loss: 0.4487 56/1952 [..............................] - ETA: 4:22 - loss: 329.6157 - logits_profile_predictions_loss: 323.3356 - logcount_predictions_loss: 0.4486 57/1952 [..............................] - ETA: 4:22 - loss: 329.5578 - logits_profile_predictions_loss: 323.2791 - logcount_predictions_loss: 0.4485 58/1952 [..............................] - ETA: 4:22 - loss: 329.5113 - logits_profile_predictions_loss: 323.2340 - logcount_predictions_loss: 0.4484 59/1952 [..............................] - ETA: 4:22 - loss: 329.4615 - logits_profile_predictions_loss: 323.1850 - logcount_predictions_loss: 0.4483 60/1952 [..............................] - ETA: 4:22 - loss: 329.4111 - logits_profile_predictions_loss: 323.1357 - logcount_predictions_loss: 0.4482 61/1952 [..............................] - ETA: 4:22 - loss: 329.3689 - logits_profile_predictions_loss: 323.0945 - logcount_predictions_loss: 0.4482 62/1952 [..............................] - ETA: 4:22 - loss: 329.3269 - logits_profile_predictions_loss: 323.0534 - logcount_predictions_loss: 0.4481 63/1952 [..............................] - ETA: 4:21 - loss: 329.2912 - logits_profile_predictions_loss: 323.0189 - logcount_predictions_loss: 0.4480 64/1952 [..............................] - ETA: 4:21 - loss: 329.2522 - logits_profile_predictions_loss: 322.9817 - logcount_predictions_loss: 0.4479 65/1952 [..............................] - ETA: 4:21 - loss: 329.2134 - logits_profile_predictions_loss: 322.9447 - logcount_predictions_loss: 0.4478 66/1952 [>.............................] - ETA: 4:21 - loss: 329.1835 - logits_profile_predictions_loss: 322.9168 - logcount_predictions_loss: 0.4476 67/1952 [>.............................] - ETA: 4:21 - loss: 329.1470 - logits_profile_predictions_loss: 322.8825 - logcount_predictions_loss: 0.4475 68/1952 [>.............................] - ETA: 4:21 - loss: 329.1072 - logits_profile_predictions_loss: 322.8448 - logcount_predictions_loss: 0.4473 69/1952 [>.............................] - ETA: 4:21 - loss: 329.0666 - logits_profile_predictions_loss: 322.8064 - logcount_predictions_loss: 0.4472 70/1952 [>.............................] - ETA: 4:21 - loss: 329.0299 - logits_profile_predictions_loss: 322.7712 - logcount_predictions_loss: 0.4470 71/1952 [>.............................] - ETA: 4:20 - loss: 328.9989 - logits_profile_predictions_loss: 322.7421 - logcount_predictions_loss: 0.4469 72/1952 [>.............................] - ETA: 4:20 - loss: 328.9735 - logits_profile_predictions_loss: 322.7187 - logcount_predictions_loss: 0.4468 73/1952 [>.............................] - ETA: 4:20 - loss: 328.9437 - logits_profile_predictions_loss: 322.6904 - logcount_predictions_loss: 0.4467 74/1952 [>.............................] - ETA: 4:20 - loss: 328.9132 - logits_profile_predictions_loss: 322.6613 - logcount_predictions_loss: 0.4466 75/1952 [>.............................] - ETA: 4:20 - loss: 328.8900 - logits_profile_predictions_loss: 322.6394 - logcount_predictions_loss: 0.4465 76/1952 [>.............................] - ETA: 4:20 - loss: 328.8616 - logits_profile_predictions_loss: 322.6120 - logcount_predictions_loss: 0.4464 77/1952 [>.............................] - ETA: 4:20 - loss: 328.8404 - logits_profile_predictions_loss: 322.5920 - logcount_predictions_loss: 0.4463 78/1952 [>.............................] - ETA: 4:19 - loss: 328.8172 - logits_profile_predictions_loss: 322.5698 - logcount_predictions_loss: 0.4462 79/1952 [>.............................] - ETA: 4:19 - loss: 328.7960 - logits_profile_predictions_loss: 322.5494 - logcount_predictions_loss: 0.4462 80/1952 [>.............................] - ETA: 4:19 - loss: 328.7723 - logits_profile_predictions_loss: 322.5267 - logcount_predictions_loss: 0.4461 81/1952 [>.............................] - ETA: 4:19 - loss: 328.7497 - logits_profile_predictions_loss: 322.5050 - logcount_predictions_loss: 0.4461 82/1952 [>.............................] - ETA: 4:19 - loss: 328.7240 - logits_profile_predictions_loss: 322.4799 - logcount_predictions_loss: 0.4460 83/1952 [>.............................] - ETA: 4:19 - loss: 328.7016 - logits_profile_predictions_loss: 322.4584 - logcount_predictions_loss: 0.4459 84/1952 [>.............................] - ETA: 4:19 - loss: 328.6717 - logits_profile_predictions_loss: 322.4294 - logcount_predictions_loss: 0.4459 85/1952 [>.............................] - ETA: 4:18 - loss: 328.6498 - logits_profile_predictions_loss: 322.4087 - logcount_predictions_loss: 0.4458 86/1952 [>.............................] - ETA: 4:18 - loss: 328.6286 - logits_profile_predictions_loss: 322.3889 - logcount_predictions_loss: 0.4457 87/1952 [>.............................] - ETA: 4:18 - loss: 328.6044 - logits_profile_predictions_loss: 322.3660 - logcount_predictions_loss: 0.4456 88/1952 [>.............................] - ETA: 4:18 - loss: 328.5756 - logits_profile_predictions_loss: 322.3386 - logcount_predictions_loss: 0.4455 89/1952 [>.............................] - ETA: 4:18 - loss: 328.5486 - logits_profile_predictions_loss: 322.3130 - logcount_predictions_loss: 0.4454 90/1952 [>.............................] - ETA: 4:18 - loss: 328.5180 - logits_profile_predictions_loss: 322.2839 - logcount_predictions_loss: 0.4453 91/1952 [>.............................] - ETA: 4:18 - loss: 328.4953 - logits_profile_predictions_loss: 322.2628 - logcount_predictions_loss: 0.4452 92/1952 [>.............................] - ETA: 4:18 - loss: 328.4776 - logits_profile_predictions_loss: 322.2464 - logcount_predictions_loss: 0.4451 93/1952 [>.............................] - ETA: 4:17 - loss: 328.4620 - logits_profile_predictions_loss: 322.2321 - logcount_predictions_loss: 0.4450 94/1952 [>.............................] - ETA: 4:17 - loss: 328.4444 - logits_profile_predictions_loss: 322.2157 - logcount_predictions_loss: 0.4449 95/1952 [>.............................] - ETA: 4:17 - loss: 328.4281 - logits_profile_predictions_loss: 322.2007 - logcount_predictions_loss: 0.4448 96/1952 [>.............................] - ETA: 4:17 - loss: 328.4085 - logits_profile_predictions_loss: 322.1822 - logcount_predictions_loss: 0.4447 97/1952 [>.............................] - ETA: 4:17 - loss: 328.3906 - logits_profile_predictions_loss: 322.1654 - logcount_predictions_loss: 0.4447 98/1952 [>.............................] - ETA: 4:17 - loss: 328.3688 - logits_profile_predictions_loss: 322.1445 - logcount_predictions_loss: 0.4446 99/1952 [>.............................] - ETA: 4:17 - loss: 328.3473 - logits_profile_predictions_loss: 322.1242 - logcount_predictions_loss: 0.4445 100/1952 [>.............................] - ETA: 4:16 - loss: 328.3262 - logits_profile_predictions_loss: 322.1043 - logcount_predictions_loss: 0.4444 101/1952 [>.............................] - ETA: 4:16 - loss: 328.3035 - logits_profile_predictions_loss: 322.0829 - logcount_predictions_loss: 0.4443 102/1952 [>.............................] - ETA: 4:16 - loss: 328.2788 - logits_profile_predictions_loss: 322.0596 - logcount_predictions_loss: 0.4442 103/1952 [>.............................] - ETA: 4:16 - loss: 328.2506 - logits_profile_predictions_loss: 322.0327 - logcount_predictions_loss: 0.4441 104/1952 [>.............................] - ETA: 4:16 - loss: 328.2229 - logits_profile_predictions_loss: 322.0062 - logcount_predictions_loss: 0.4440 105/1952 [>.............................] - ETA: 4:16 - loss: 328.1962 - logits_profile_predictions_loss: 321.9809 - logcount_predictions_loss: 0.4440 106/1952 [>.............................] - ETA: 4:16 - loss: 328.1670 - logits_profile_predictions_loss: 321.9530 - logcount_predictions_loss: 0.4439 107/1952 [>.............................] - ETA: 4:15 - loss: 328.1374 - logits_profile_predictions_loss: 321.9249 - logcount_predictions_loss: 0.4438 108/1952 [>.............................] - ETA: 4:15 - loss: 328.1068 - logits_profile_predictions_loss: 321.8957 - logcount_predictions_loss: 0.4437 109/1952 [>.............................] - ETA: 4:15 - loss: 328.0785 - logits_profile_predictions_loss: 321.8689 - logcount_predictions_loss: 0.4435 110/1952 [>.............................] - ETA: 4:15 - loss: 328.0538 - logits_profile_predictions_loss: 321.8457 - logcount_predictions_loss: 0.4434 111/1952 [>.............................] - ETA: 4:15 - loss: 328.0297 - logits_profile_predictions_loss: 321.8232 - logcount_predictions_loss: 0.4433 112/1952 [>.............................] - ETA: 4:15 - loss: 328.0065 - logits_profile_predictions_loss: 321.8015 - logcount_predictions_loss: 0.4432 113/1952 [>.............................] - ETA: 4:15 - loss: 327.9820 - logits_profile_predictions_loss: 321.7786 - logcount_predictions_loss: 0.4431 114/1952 [>.............................] - ETA: 4:15 - loss: 327.9565 - logits_profile_predictions_loss: 321.7546 - logcount_predictions_loss: 0.4430 115/1952 [>.............................] - ETA: 4:14 - loss: 327.9317 - logits_profile_predictions_loss: 321.7315 - logcount_predictions_loss: 0.4429 116/1952 [>.............................] - ETA: 4:14 - loss: 327.9098 - logits_profile_predictions_loss: 321.7112 - logcount_predictions_loss: 0.4428 117/1952 [>.............................] - ETA: 4:14 - loss: 327.8891 - logits_profile_predictions_loss: 321.6920 - logcount_predictions_loss: 0.4426 118/1952 [>.............................] - ETA: 4:14 - loss: 327.8649 - logits_profile_predictions_loss: 321.6694 - logcount_predictions_loss: 0.4425 119/1952 [>.............................] - ETA: 4:14 - loss: 327.8414 - logits_profile_predictions_loss: 321.6474 - logcount_predictions_loss: 0.4424 120/1952 [>.............................] - ETA: 4:14 - loss: 327.8145 - logits_profile_predictions_loss: 321.6218 - logcount_predictions_loss: 0.4423 121/1952 [>.............................] - ETA: 4:14 - loss: 327.7898 - logits_profile_predictions_loss: 321.5984 - logcount_predictions_loss: 0.4422 122/1952 [>.............................] - ETA: 4:13 - loss: 327.7683 - logits_profile_predictions_loss: 321.5781 - logcount_predictions_loss: 0.4422 123/1952 [>.............................] - ETA: 4:13 - loss: 327.7493 - logits_profile_predictions_loss: 321.5604 - logcount_predictions_loss: 0.4421 124/1952 [>.............................] - ETA: 4:13 - loss: 327.7302 - logits_profile_predictions_loss: 321.5423 - logcount_predictions_loss: 0.4420 125/1952 [>.............................] - ETA: 4:13 - loss: 327.7118 - logits_profile_predictions_loss: 321.5247 - logcount_predictions_loss: 0.4419 126/1952 [>.............................] - ETA: 4:13 - loss: 327.6940 - logits_profile_predictions_loss: 321.5078 - logcount_predictions_loss: 0.4419 127/1952 [>.............................] - ETA: 4:13 - loss: 327.6740 - logits_profile_predictions_loss: 321.4886 - logcount_predictions_loss: 0.4418 128/1952 [>.............................] - ETA: 4:13 - loss: 327.6570 - logits_profile_predictions_loss: 321.4723 - logcount_predictions_loss: 0.4418 129/1952 [>.............................] - ETA: 4:12 - loss: 327.6414 - logits_profile_predictions_loss: 321.4571 - logcount_predictions_loss: 0.4417 130/1952 [>.............................] - ETA: 4:12 - loss: 327.6246 - logits_profile_predictions_loss: 321.4408 - logcount_predictions_loss: 0.4417 131/1952 [=>............................] - ETA: 4:12 - loss: 327.6099 - logits_profile_predictions_loss: 321.4265 - logcount_predictions_loss: 0.4417 132/1952 [=>............................] - ETA: 4:12 - loss: 327.5952 - logits_profile_predictions_loss: 321.4121 - logcount_predictions_loss: 0.4416 133/1952 [=>............................] - ETA: 4:12 - loss: 327.5799 - logits_profile_predictions_loss: 321.3971 - logcount_predictions_loss: 0.4416 134/1952 [=>............................] - ETA: 4:12 - loss: 327.5634 - logits_profile_predictions_loss: 321.3810 - logcount_predictions_loss: 0.4416 135/1952 [=>............................] - ETA: 4:12 - loss: 327.5477 - logits_profile_predictions_loss: 321.3655 - logcount_predictions_loss: 0.4416 136/1952 [=>............................] - ETA: 4:11 - loss: 327.5336 - logits_profile_predictions_loss: 321.3517 - logcount_predictions_loss: 0.4416 137/1952 [=>............................] - ETA: 4:11 - loss: 327.5222 - logits_profile_predictions_loss: 321.3406 - logcount_predictions_loss: 0.4415 138/1952 [=>............................] - ETA: 4:11 - loss: 327.5141 - logits_profile_predictions_loss: 321.3329 - logcount_predictions_loss: 0.4415 139/1952 [=>............................] - ETA: 4:11 - loss: 327.5078 - logits_profile_predictions_loss: 321.3271 - logcount_predictions_loss: 0.4415 140/1952 [=>............................] - ETA: 4:11 - loss: 327.5002 - logits_profile_predictions_loss: 321.3201 - logcount_predictions_loss: 0.4414 141/1952 [=>............................] - ETA: 4:11 - loss: 327.4935 - logits_profile_predictions_loss: 321.3140 - logcount_predictions_loss: 0.4414 142/1952 [=>............................] - ETA: 4:11 - loss: 327.4884 - logits_profile_predictions_loss: 321.3093 - logcount_predictions_loss: 0.4414 143/1952 [=>............................] - ETA: 4:11 - loss: 327.4833 - logits_profile_predictions_loss: 321.3048 - logcount_predictions_loss: 0.4413 144/1952 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[===>..........................] - ETA: 3:49 - loss: 327.7483 - logits_profile_predictions_loss: 321.6155 - logcount_predictions_loss: 0.4381 301/1952 [===>..........................] - ETA: 3:49 - loss: 327.7514 - logits_profile_predictions_loss: 321.6186 - logcount_predictions_loss: 0.4381 302/1952 [===>..........................] - ETA: 3:49 - loss: 327.7546 - logits_profile_predictions_loss: 321.6219 - logcount_predictions_loss: 0.4381 303/1952 [===>..........................] - ETA: 3:48 - loss: 327.7580 - logits_profile_predictions_loss: 321.6253 - logcount_predictions_loss: 0.4381 304/1952 [===>..........................] - ETA: 3:48 - loss: 327.7609 - logits_profile_predictions_loss: 321.6281 - logcount_predictions_loss: 0.4381 305/1952 [===>..........................] - ETA: 3:48 - loss: 327.7643 - logits_profile_predictions_loss: 321.6316 - logcount_predictions_loss: 0.4380 306/1952 [===>..........................] - ETA: 3:48 - loss: 327.7676 - 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[====>.........................] - ETA: 3:45 - loss: 327.8264 - logits_profile_predictions_loss: 321.6941 - logcount_predictions_loss: 0.4380 327/1952 [====>.........................] - ETA: 3:45 - loss: 327.8295 - logits_profile_predictions_loss: 321.6972 - logcount_predictions_loss: 0.4380 328/1952 [====>.........................] - ETA: 3:45 - loss: 327.8325 - logits_profile_predictions_loss: 321.7002 - logcount_predictions_loss: 0.4380 329/1952 [====>.........................] - ETA: 3:45 - loss: 327.8353 - logits_profile_predictions_loss: 321.7030 - logcount_predictions_loss: 0.4380 330/1952 [====>.........................] - ETA: 3:45 - loss: 327.8380 - logits_profile_predictions_loss: 321.7058 - logcount_predictions_loss: 0.4380 331/1952 [====>.........................] - ETA: 3:45 - loss: 327.8408 - logits_profile_predictions_loss: 321.7087 - logcount_predictions_loss: 0.4380 332/1952 [====>.........................] - ETA: 3:44 - loss: 327.8434 - 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[====>.........................] - ETA: 3:43 - loss: 327.8593 - logits_profile_predictions_loss: 321.7277 - logcount_predictions_loss: 0.4380 340/1952 [====>.........................] - ETA: 3:43 - loss: 327.8607 - logits_profile_predictions_loss: 321.7292 - logcount_predictions_loss: 0.4380 341/1952 [====>.........................] - ETA: 3:43 - loss: 327.8619 - logits_profile_predictions_loss: 321.7306 - logcount_predictions_loss: 0.4380 342/1952 [====>.........................] - ETA: 3:43 - loss: 327.8629 - logits_profile_predictions_loss: 321.7317 - logcount_predictions_loss: 0.4379 343/1952 [====>.........................] - ETA: 3:43 - loss: 327.8637 - logits_profile_predictions_loss: 321.7325 - logcount_predictions_loss: 0.4379 344/1952 [====>.........................] - ETA: 3:43 - loss: 327.8649 - logits_profile_predictions_loss: 321.7337 - logcount_predictions_loss: 0.4379 345/1952 [====>.........................] - ETA: 3:43 - loss: 327.8658 - 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[====>.........................] - ETA: 3:42 - loss: 327.8727 - logits_profile_predictions_loss: 321.7421 - logcount_predictions_loss: 0.4379 353/1952 [====>.........................] - ETA: 3:41 - loss: 327.8737 - logits_profile_predictions_loss: 321.7432 - logcount_predictions_loss: 0.4379 354/1952 [====>.........................] - ETA: 3:41 - loss: 327.8747 - logits_profile_predictions_loss: 321.7443 - logcount_predictions_loss: 0.4379 355/1952 [====>.........................] - ETA: 3:41 - loss: 327.8755 - logits_profile_predictions_loss: 321.7452 - logcount_predictions_loss: 0.4379 356/1952 [====>.........................] - ETA: 3:41 - loss: 327.8765 - logits_profile_predictions_loss: 321.7463 - logcount_predictions_loss: 0.4379 357/1952 [====>.........................] - ETA: 3:41 - loss: 327.8775 - logits_profile_predictions_loss: 321.7474 - logcount_predictions_loss: 0.4379 358/1952 [====>.........................] - ETA: 3:41 - loss: 327.8786 - 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[====>.........................] - ETA: 3:40 - loss: 327.8877 - logits_profile_predictions_loss: 321.7585 - logcount_predictions_loss: 0.4378 366/1952 [====>.........................] - ETA: 3:40 - loss: 327.8895 - logits_profile_predictions_loss: 321.7604 - logcount_predictions_loss: 0.4378 367/1952 [====>.........................] - ETA: 3:40 - loss: 327.8917 - logits_profile_predictions_loss: 321.7626 - logcount_predictions_loss: 0.4378 368/1952 [====>.........................] - ETA: 3:39 - loss: 327.8942 - logits_profile_predictions_loss: 321.7651 - logcount_predictions_loss: 0.4378 369/1952 [====>.........................] - ETA: 3:39 - loss: 327.8966 - logits_profile_predictions_loss: 321.7677 - logcount_predictions_loss: 0.4378 370/1952 [====>.........................] - ETA: 3:39 - loss: 327.8989 - logits_profile_predictions_loss: 321.7700 - logcount_predictions_loss: 0.4378 371/1952 [====>.........................] - ETA: 3:39 - loss: 327.9013 - 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[====>.........................] - ETA: 3:38 - loss: 327.9198 - logits_profile_predictions_loss: 321.7912 - logcount_predictions_loss: 0.4377 379/1952 [====>.........................] - ETA: 3:38 - loss: 327.9223 - logits_profile_predictions_loss: 321.7938 - logcount_predictions_loss: 0.4377 380/1952 [====>.........................] - ETA: 3:38 - loss: 327.9249 - logits_profile_predictions_loss: 321.7964 - logcount_predictions_loss: 0.4377 381/1952 [====>.........................] - ETA: 3:38 - loss: 327.9274 - logits_profile_predictions_loss: 321.7989 - logcount_predictions_loss: 0.4377 382/1952 [====>.........................] - ETA: 3:37 - loss: 327.9299 - logits_profile_predictions_loss: 321.8014 - logcount_predictions_loss: 0.4377 383/1952 [====>.........................] - ETA: 3:37 - loss: 327.9323 - logits_profile_predictions_loss: 321.8038 - logcount_predictions_loss: 0.4377 384/1952 [====>.........................] - ETA: 3:37 - loss: 327.9345 - 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[=====>........................] - ETA: 3:36 - loss: 327.9490 - logits_profile_predictions_loss: 321.8205 - logcount_predictions_loss: 0.4378 392/1952 [=====>........................] - ETA: 3:36 - loss: 327.9508 - logits_profile_predictions_loss: 321.8223 - logcount_predictions_loss: 0.4378 393/1952 [=====>........................] - ETA: 3:36 - loss: 327.9525 - logits_profile_predictions_loss: 321.8240 - logcount_predictions_loss: 0.4378 394/1952 [=====>........................] - ETA: 3:36 - loss: 327.9543 - logits_profile_predictions_loss: 321.8257 - logcount_predictions_loss: 0.4378 395/1952 [=====>........................] - ETA: 3:36 - loss: 327.9560 - logits_profile_predictions_loss: 321.8275 - logcount_predictions_loss: 0.4378 396/1952 [=====>........................] - ETA: 3:35 - loss: 327.9579 - logits_profile_predictions_loss: 321.8293 - logcount_predictions_loss: 0.4378 397/1952 [=====>........................] - ETA: 3:35 - loss: 327.9598 - 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[=====>........................] - ETA: 3:34 - loss: 327.9728 - logits_profile_predictions_loss: 321.8443 - logcount_predictions_loss: 0.4378 405/1952 [=====>........................] - ETA: 3:34 - loss: 327.9743 - logits_profile_predictions_loss: 321.8457 - logcount_predictions_loss: 0.4378 406/1952 [=====>........................] - ETA: 3:34 - loss: 327.9757 - logits_profile_predictions_loss: 321.8471 - logcount_predictions_loss: 0.4378 407/1952 [=====>........................] - ETA: 3:34 - loss: 327.9770 - logits_profile_predictions_loss: 321.8485 - logcount_predictions_loss: 0.4378 408/1952 [=====>........................] - ETA: 3:34 - loss: 327.9785 - logits_profile_predictions_loss: 321.8499 - logcount_predictions_loss: 0.4378 409/1952 [=====>........................] - ETA: 3:34 - loss: 327.9801 - logits_profile_predictions_loss: 321.8515 - logcount_predictions_loss: 0.4378 410/1952 [=====>........................] - ETA: 3:34 - loss: 327.9818 - 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[=====>........................] - ETA: 3:33 - loss: 327.9947 - logits_profile_predictions_loss: 321.8657 - logcount_predictions_loss: 0.4378 418/1952 [=====>........................] - ETA: 3:32 - loss: 327.9966 - logits_profile_predictions_loss: 321.8676 - logcount_predictions_loss: 0.4378 419/1952 [=====>........................] - ETA: 3:32 - loss: 327.9987 - logits_profile_predictions_loss: 321.8695 - logcount_predictions_loss: 0.4378 420/1952 [=====>........................] - ETA: 3:32 - loss: 328.0007 - logits_profile_predictions_loss: 321.8714 - logcount_predictions_loss: 0.4378 421/1952 [=====>........................] - ETA: 3:32 - loss: 328.0025 - logits_profile_predictions_loss: 321.8732 - logcount_predictions_loss: 0.4378 422/1952 [=====>........................] - ETA: 3:32 - loss: 328.0043 - logits_profile_predictions_loss: 321.8749 - logcount_predictions_loss: 0.4378 423/1952 [=====>........................] - ETA: 3:32 - loss: 328.0060 - 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[============================>.] - ETA: 4s - loss: 328.3589 - logits_profile_predictions_loss: 322.1325 - logcount_predictions_loss: 0.4447 1920/1952 [============================>.] - ETA: 4s - loss: 328.3590 - logits_profile_predictions_loss: 322.1325 - logcount_predictions_loss: 0.4448 1921/1952 [============================>.] - ETA: 4s - loss: 328.3591 - logits_profile_predictions_loss: 322.1326 - logcount_predictions_loss: 0.4448 1922/1952 [============================>.] - ETA: 4s - loss: 328.3592 - logits_profile_predictions_loss: 322.1327 - logcount_predictions_loss: 0.4448 1923/1952 [============================>.] - ETA: 4s - loss: 328.3593 - logits_profile_predictions_loss: 322.1328 - logcount_predictions_loss: 0.4448 1924/1952 [============================>.] - ETA: 3s - loss: 328.3594 - logits_profile_predictions_loss: 322.1329 - logcount_predictions_loss: 0.4448 1925/1952 [============================>.] - ETA: 3s - loss: 328.3596 - logits_profile_predictions_loss: 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[==============================] - ETA: 0s - loss: 328.3634 - logits_profile_predictions_loss: 322.1360 - logcount_predictions_loss: 0.4448 1952/1952 [==============================] - 282s 144ms/step - loss: 328.3636 - logits_profile_predictions_loss: 322.1362 - logcount_predictions_loss: 0.4448 - val_loss: 357.7737 - val_logits_profile_predictions_loss: 348.9796 - val_logcount_predictions_loss: 0.6281 Epoch 00011: val_loss did not improve from 356.70731 Epoch 12/50 1/1952 [..............................] - ETA: 5:21 - loss: 307.4849 - logits_profile_predictions_loss: 301.2284 - logcount_predictions_loss: 0.4469 2/1952 [..............................] - ETA: 4:57 - loss: 305.1385 - logits_profile_predictions_loss: 298.9609 - logcount_predictions_loss: 0.4413 3/1952 [..............................] - ETA: 4:43 - loss: 305.4304 - logits_profile_predictions_loss: 299.3018 - logcount_predictions_loss: 0.4378 4/1952 [..............................] - ETA: 4:38 - loss: 305.7578 - logits_profile_predictions_loss: 299.6634 - logcount_predictions_loss: 0.4353 5/1952 [..............................] - ETA: 4:36 - loss: 305.8915 - logits_profile_predictions_loss: 299.9040 - logcount_predictions_loss: 0.4277 6/1952 [..............................] - ETA: 4:34 - loss: 305.6174 - logits_profile_predictions_loss: 299.7189 - logcount_predictions_loss: 0.4213 7/1952 [..............................] - ETA: 4:33 - loss: 305.1943 - logits_profile_predictions_loss: 299.3662 - logcount_predictions_loss: 0.4163 8/1952 [..............................] - ETA: 4:32 - loss: 304.7779 - logits_profile_predictions_loss: 299.0000 - logcount_predictions_loss: 0.4127 9/1952 [..............................] - ETA: 4:32 - loss: 304.5076 - logits_profile_predictions_loss: 298.7729 - logcount_predictions_loss: 0.4096 10/1952 [..............................] - ETA: 4:31 - loss: 304.2774 - logits_profile_predictions_loss: 298.5585 - logcount_predictions_loss: 0.4085 11/1952 [..............................] - ETA: 4:31 - loss: 304.6409 - logits_profile_predictions_loss: 298.9395 - logcount_predictions_loss: 0.4072 12/1952 [..............................] - ETA: 4:30 - loss: 305.0390 - logits_profile_predictions_loss: 299.3321 - logcount_predictions_loss: 0.4076 13/1952 [..............................] - ETA: 4:30 - loss: 305.4758 - logits_profile_predictions_loss: 299.7556 - logcount_predictions_loss: 0.4086 14/1952 [..............................] - ETA: 4:30 - loss: 305.6836 - logits_profile_predictions_loss: 299.9482 - logcount_predictions_loss: 0.4097 15/1952 [..............................] - ETA: 4:29 - loss: 305.8463 - logits_profile_predictions_loss: 300.0883 - logcount_predictions_loss: 0.4113 16/1952 [..............................] - ETA: 4:29 - loss: 306.0100 - logits_profile_predictions_loss: 300.2335 - logcount_predictions_loss: 0.4126 17/1952 [..............................] - ETA: 4:29 - loss: 306.2325 - logits_profile_predictions_loss: 300.4409 - logcount_predictions_loss: 0.4137 18/1952 [..............................] - ETA: 4:29 - loss: 306.3807 - logits_profile_predictions_loss: 300.5774 - logcount_predictions_loss: 0.4145 19/1952 [..............................] - ETA: 4:28 - loss: 306.5771 - logits_profile_predictions_loss: 300.7620 - logcount_predictions_loss: 0.4154 20/1952 [..............................] - ETA: 4:28 - loss: 306.8197 - logits_profile_predictions_loss: 300.9983 - logcount_predictions_loss: 0.4158 21/1952 [..............................] - ETA: 4:28 - loss: 307.0657 - logits_profile_predictions_loss: 301.2398 - logcount_predictions_loss: 0.4161 22/1952 [..............................] - ETA: 4:28 - loss: 307.2854 - logits_profile_predictions_loss: 301.4592 - logcount_predictions_loss: 0.4162 23/1952 [..............................] - ETA: 4:28 - loss: 307.5394 - logits_profile_predictions_loss: 301.7112 - logcount_predictions_loss: 0.4163 24/1952 [..............................] - ETA: 4:27 - 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31/1952 [..............................] - ETA: 4:26 - loss: 308.9384 - logits_profile_predictions_loss: 303.1403 - logcount_predictions_loss: 0.4141 32/1952 [..............................] - ETA: 4:26 - loss: 309.0919 - logits_profile_predictions_loss: 303.2982 - logcount_predictions_loss: 0.4138 33/1952 [..............................] - ETA: 4:26 - loss: 309.2598 - logits_profile_predictions_loss: 303.4698 - logcount_predictions_loss: 0.4136 34/1952 [..............................] - ETA: 4:26 - loss: 309.4059 - logits_profile_predictions_loss: 303.6203 - logcount_predictions_loss: 0.4133 35/1952 [..............................] - ETA: 4:26 - loss: 309.5379 - logits_profile_predictions_loss: 303.7564 - logcount_predictions_loss: 0.4130 36/1952 [..............................] - ETA: 4:25 - loss: 309.6817 - logits_profile_predictions_loss: 303.9043 - logcount_predictions_loss: 0.4127 37/1952 [..............................] - ETA: 4:25 - loss: 309.8566 - 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[..............................] - ETA: 4:24 - loss: 311.0924 - logits_profile_predictions_loss: 305.3414 - logcount_predictions_loss: 0.4108 45/1952 [..............................] - ETA: 4:24 - loss: 311.2453 - logits_profile_predictions_loss: 305.4974 - logcount_predictions_loss: 0.4106 46/1952 [..............................] - ETA: 4:24 - loss: 311.3966 - logits_profile_predictions_loss: 305.6518 - logcount_predictions_loss: 0.4103 47/1952 [..............................] - ETA: 4:24 - loss: 311.5501 - logits_profile_predictions_loss: 305.8088 - logcount_predictions_loss: 0.4101 48/1952 [..............................] - ETA: 4:24 - loss: 311.7081 - logits_profile_predictions_loss: 305.9699 - logcount_predictions_loss: 0.4099 49/1952 [..............................] - ETA: 4:23 - loss: 311.8568 - logits_profile_predictions_loss: 306.1206 - logcount_predictions_loss: 0.4097 50/1952 [..............................] - ETA: 4:23 - loss: 312.0149 - logits_profile_predictions_loss: 306.2805 - logcount_predictions_loss: 0.4096 51/1952 [..............................] - ETA: 4:23 - loss: 312.1676 - logits_profile_predictions_loss: 306.4347 - logcount_predictions_loss: 0.4095 52/1952 [..............................] - ETA: 4:23 - loss: 312.3253 - logits_profile_predictions_loss: 306.5932 - logcount_predictions_loss: 0.4094 53/1952 [..............................] - ETA: 4:23 - loss: 312.4876 - logits_profile_predictions_loss: 306.7561 - logcount_predictions_loss: 0.4094 54/1952 [..............................] - ETA: 4:23 - loss: 312.6518 - logits_profile_predictions_loss: 306.9210 - logcount_predictions_loss: 0.4093 55/1952 [..............................] - ETA: 4:22 - loss: 312.8146 - logits_profile_predictions_loss: 307.0835 - logcount_predictions_loss: 0.4094 56/1952 [..............................] - ETA: 4:22 - loss: 312.9653 - logits_profile_predictions_loss: 307.2334 - logcount_predictions_loss: 0.4094 57/1952 [..............................] - ETA: 4:22 - 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[============================>.] - ETA: 1s - loss: 325.9901 - logits_profile_predictions_loss: 320.0338 - logcount_predictions_loss: 0.4254 1945/1952 [============================>.] - ETA: 0s - loss: 325.9905 - logits_profile_predictions_loss: 320.0342 - logcount_predictions_loss: 0.4254 1946/1952 [============================>.] - ETA: 0s - loss: 325.9910 - logits_profile_predictions_loss: 320.0347 - logcount_predictions_loss: 0.4254 1947/1952 [============================>.] - ETA: 0s - loss: 325.9915 - logits_profile_predictions_loss: 320.0352 - logcount_predictions_loss: 0.4254 1948/1952 [============================>.] - ETA: 0s - loss: 325.9920 - logits_profile_predictions_loss: 320.0357 - logcount_predictions_loss: 0.4254 1949/1952 [============================>.] - ETA: 0s - loss: 325.9925 - logits_profile_predictions_loss: 320.0362 - logcount_predictions_loss: 0.4254 1950/1952 [============================>.] - ETA: 0s - loss: 325.9930 - logits_profile_predictions_loss: 320.0367 - logcount_predictions_loss: 0.4254 1951/1952 [============================>.] - ETA: 0s - loss: 325.9935 - logits_profile_predictions_loss: 320.0372 - logcount_predictions_loss: 0.4254 1952/1952 [==============================] - ETA: 0s - loss: 325.9939 - logits_profile_predictions_loss: 320.0377 - logcount_predictions_loss: 0.4254 1952/1952 [==============================] - 282s 144ms/step - loss: 325.9944 - logits_profile_predictions_loss: 320.0382 - logcount_predictions_loss: 0.4254 - val_loss: 357.4650 - val_logits_profile_predictions_loss: 349.0026 - val_logcount_predictions_loss: 0.6045 Epoch 00012: val_loss did not improve from 356.70731 Epoch 13/50 1/1952 [..............................] - ETA: 5:23 - loss: 337.5107 - logits_profile_predictions_loss: 333.3729 - logcount_predictions_loss: 0.2956 2/1952 [..............................] - ETA: 4:32 - loss: 336.8740 - logits_profile_predictions_loss: 332.8012 - logcount_predictions_loss: 0.2909 3/1952 [..............................] - ETA: 4:30 - loss: 338.9653 - logits_profile_predictions_loss: 334.8236 - logcount_predictions_loss: 0.2958 4/1952 [..............................] - ETA: 4:30 - loss: 339.7260 - logits_profile_predictions_loss: 335.5510 - logcount_predictions_loss: 0.2982 5/1952 [..............................] - ETA: 4:30 - loss: 338.3905 - logits_profile_predictions_loss: 334.1432 - logcount_predictions_loss: 0.3034 6/1952 [..............................] - ETA: 4:29 - loss: 336.7117 - logits_profile_predictions_loss: 332.3630 - logcount_predictions_loss: 0.3106 7/1952 [..............................] - ETA: 4:29 - loss: 335.9194 - logits_profile_predictions_loss: 331.4509 - logcount_predictions_loss: 0.3192 8/1952 [..............................] - ETA: 4:29 - loss: 335.2204 - logits_profile_predictions_loss: 330.6443 - logcount_predictions_loss: 0.3269 9/1952 [..............................] - ETA: 4:29 - loss: 334.7525 - logits_profile_predictions_loss: 330.1065 - logcount_predictions_loss: 0.3319 10/1952 [..............................] - ETA: 4:29 - loss: 334.2833 - logits_profile_predictions_loss: 329.5795 - logcount_predictions_loss: 0.3360 11/1952 [..............................] - ETA: 4:28 - loss: 333.6127 - logits_profile_predictions_loss: 328.8704 - logcount_predictions_loss: 0.3387 12/1952 [..............................] - ETA: 4:28 - loss: 333.1912 - logits_profile_predictions_loss: 328.4269 - logcount_predictions_loss: 0.3403 13/1952 [..............................] - ETA: 4:28 - loss: 332.6535 - logits_profile_predictions_loss: 327.8787 - logcount_predictions_loss: 0.3411 14/1952 [..............................] - ETA: 4:28 - loss: 332.2808 - logits_profile_predictions_loss: 327.5000 - logcount_predictions_loss: 0.3415 15/1952 [..............................] - ETA: 4:28 - loss: 331.8213 - logits_profile_predictions_loss: 327.0296 - logcount_predictions_loss: 0.3423 16/1952 [..............................] - ETA: 4:28 - loss: 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[..............................] - ETA: 4:27 - loss: 329.4102 - logits_profile_predictions_loss: 324.5925 - logcount_predictions_loss: 0.3441 24/1952 [..............................] - ETA: 4:26 - loss: 329.1772 - logits_profile_predictions_loss: 324.3541 - logcount_predictions_loss: 0.3445 25/1952 [..............................] - ETA: 4:26 - loss: 328.9330 - logits_profile_predictions_loss: 324.1035 - logcount_predictions_loss: 0.3450 26/1952 [..............................] - ETA: 4:26 - loss: 328.7013 - logits_profile_predictions_loss: 323.8655 - logcount_predictions_loss: 0.3454 27/1952 [..............................] - ETA: 4:26 - loss: 328.4753 - logits_profile_predictions_loss: 323.6313 - logcount_predictions_loss: 0.3460 28/1952 [..............................] - ETA: 4:26 - loss: 328.2441 - logits_profile_predictions_loss: 323.3930 - logcount_predictions_loss: 0.3465 29/1952 [..............................] - ETA: 4:26 - loss: 328.0229 - logits_profile_predictions_loss: 323.1647 - logcount_predictions_loss: 0.3470 30/1952 [..............................] - ETA: 4:26 - loss: 327.7494 - logits_profile_predictions_loss: 322.8820 - logcount_predictions_loss: 0.3477 31/1952 [..............................] - ETA: 4:26 - loss: 327.4847 - logits_profile_predictions_loss: 322.6089 - logcount_predictions_loss: 0.3483 32/1952 [..............................] - ETA: 4:25 - loss: 327.2255 - logits_profile_predictions_loss: 322.3422 - logcount_predictions_loss: 0.3488 33/1952 [..............................] - ETA: 4:25 - loss: 326.9846 - logits_profile_predictions_loss: 322.0941 - logcount_predictions_loss: 0.3493 34/1952 [..............................] - ETA: 4:25 - loss: 326.7520 - logits_profile_predictions_loss: 321.8549 - logcount_predictions_loss: 0.3498 35/1952 [..............................] - ETA: 4:25 - loss: 326.5212 - logits_profile_predictions_loss: 321.6179 - logcount_predictions_loss: 0.3502 36/1952 [..............................] - ETA: 4:25 - loss: 326.3039 - logits_profile_predictions_loss: 321.3956 - logcount_predictions_loss: 0.3506 37/1952 [..............................] - ETA: 4:25 - loss: 326.0754 - logits_profile_predictions_loss: 321.1620 - logcount_predictions_loss: 0.3510 38/1952 [..............................] - ETA: 4:25 - loss: 325.9042 - logits_profile_predictions_loss: 320.9851 - logcount_predictions_loss: 0.3514 39/1952 [..............................] - ETA: 4:24 - loss: 325.7333 - logits_profile_predictions_loss: 320.8080 - logcount_predictions_loss: 0.3518 40/1952 [..............................] - ETA: 4:24 - loss: 325.5860 - logits_profile_predictions_loss: 320.6549 - logcount_predictions_loss: 0.3522 41/1952 [..............................] - ETA: 4:24 - loss: 325.4373 - logits_profile_predictions_loss: 320.5009 - logcount_predictions_loss: 0.3526 42/1952 [..............................] - ETA: 4:24 - loss: 325.3046 - logits_profile_predictions_loss: 320.3624 - logcount_predictions_loss: 0.3530 43/1952 [..............................] - ETA: 4:24 - loss: 325.1726 - logits_profile_predictions_loss: 320.2247 - logcount_predictions_loss: 0.3534 44/1952 [..............................] - ETA: 4:24 - loss: 325.0642 - logits_profile_predictions_loss: 320.1109 - logcount_predictions_loss: 0.3538 45/1952 [..............................] - ETA: 4:23 - loss: 324.9672 - logits_profile_predictions_loss: 320.0087 - logcount_predictions_loss: 0.3542 46/1952 [..............................] - ETA: 4:23 - loss: 324.8904 - logits_profile_predictions_loss: 319.9271 - logcount_predictions_loss: 0.3545 47/1952 [..............................] - ETA: 4:23 - loss: 324.8260 - logits_profile_predictions_loss: 319.8586 - logcount_predictions_loss: 0.3548 48/1952 [..............................] - ETA: 4:23 - loss: 324.7685 - logits_profile_predictions_loss: 319.7970 - logcount_predictions_loss: 0.3551 49/1952 [..............................] - ETA: 4:23 - loss: 324.7163 - 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[..............................] - ETA: 4:22 - loss: 324.4732 - logits_profile_predictions_loss: 319.4790 - logcount_predictions_loss: 0.3567 57/1952 [..............................] - ETA: 4:22 - loss: 324.4461 - logits_profile_predictions_loss: 319.4499 - logcount_predictions_loss: 0.3569 58/1952 [..............................] - ETA: 4:22 - loss: 324.4396 - logits_profile_predictions_loss: 319.4414 - logcount_predictions_loss: 0.3570 59/1952 [..............................] - ETA: 4:22 - loss: 324.4450 - logits_profile_predictions_loss: 319.4451 - logcount_predictions_loss: 0.3571 60/1952 [..............................] - ETA: 4:21 - loss: 324.4491 - logits_profile_predictions_loss: 319.4474 - logcount_predictions_loss: 0.3573 61/1952 [..............................] - ETA: 4:21 - loss: 324.4462 - logits_profile_predictions_loss: 319.4430 - logcount_predictions_loss: 0.3574 62/1952 [..............................] - ETA: 4:21 - loss: 324.4505 - logits_profile_predictions_loss: 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[>.............................] - ETA: 4:17 - loss: 324.3172 - logits_profile_predictions_loss: 319.3078 - logcount_predictions_loss: 0.3578 90/1952 [>.............................] - ETA: 4:17 - loss: 324.3145 - logits_profile_predictions_loss: 319.3054 - logcount_predictions_loss: 0.3578 91/1952 [>.............................] - ETA: 4:17 - loss: 324.3100 - logits_profile_predictions_loss: 319.3013 - logcount_predictions_loss: 0.3578 92/1952 [>.............................] - ETA: 4:17 - loss: 324.3036 - logits_profile_predictions_loss: 319.2951 - logcount_predictions_loss: 0.3578 93/1952 [>.............................] - ETA: 4:17 - loss: 324.2958 - logits_profile_predictions_loss: 319.2873 - logcount_predictions_loss: 0.3578 94/1952 [>.............................] - ETA: 4:17 - loss: 324.2895 - logits_profile_predictions_loss: 319.2810 - logcount_predictions_loss: 0.3578 95/1952 [>.............................] - ETA: 4:17 - loss: 324.2844 - logits_profile_predictions_loss: 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- loss: 324.2313 - logits_profile_predictions_loss: 319.2240 - logcount_predictions_loss: 0.3577 103/1952 [>.............................] - ETA: 4:15 - loss: 324.2202 - logits_profile_predictions_loss: 319.2128 - logcount_predictions_loss: 0.3577 104/1952 [>.............................] - ETA: 4:15 - loss: 324.2126 - logits_profile_predictions_loss: 319.2051 - logcount_predictions_loss: 0.3577 105/1952 [>.............................] - ETA: 4:15 - loss: 324.2047 - logits_profile_predictions_loss: 319.1973 - logcount_predictions_loss: 0.3577 106/1952 [>.............................] - ETA: 4:15 - loss: 324.1954 - logits_profile_predictions_loss: 319.1879 - logcount_predictions_loss: 0.3577 107/1952 [>.............................] - ETA: 4:15 - loss: 324.1836 - logits_profile_predictions_loss: 319.1761 - logcount_predictions_loss: 0.3577 108/1952 [>.............................] - ETA: 4:15 - loss: 324.1737 - logits_profile_predictions_loss: 319.1663 - logcount_predictions_loss: 0.3577 109/1952 [>.............................] - ETA: 4:15 - loss: 324.1648 - logits_profile_predictions_loss: 319.1574 - logcount_predictions_loss: 0.3577 110/1952 [>.............................] - ETA: 4:14 - loss: 324.1559 - logits_profile_predictions_loss: 319.1485 - logcount_predictions_loss: 0.3577 111/1952 [>.............................] - ETA: 4:14 - loss: 324.1484 - logits_profile_predictions_loss: 319.1410 - logcount_predictions_loss: 0.3577 112/1952 [>.............................] - ETA: 4:14 - loss: 324.1421 - logits_profile_predictions_loss: 319.1347 - logcount_predictions_loss: 0.3577 113/1952 [>.............................] - ETA: 4:14 - loss: 324.1370 - logits_profile_predictions_loss: 319.1295 - logcount_predictions_loss: 0.3577 114/1952 [>.............................] - ETA: 4:14 - loss: 324.1277 - logits_profile_predictions_loss: 319.1200 - logcount_predictions_loss: 0.3577 115/1952 [>.............................] - ETA: 4:14 - loss: 324.1214 - 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[=====>........................] - ETA: 3:35 - loss: 324.1099 - logits_profile_predictions_loss: 319.1055 - logcount_predictions_loss: 0.3575 396/1952 [=====>........................] - ETA: 3:35 - loss: 324.1106 - logits_profile_predictions_loss: 319.1063 - logcount_predictions_loss: 0.3575 397/1952 [=====>........................] - ETA: 3:35 - loss: 324.1113 - logits_profile_predictions_loss: 319.1071 - logcount_predictions_loss: 0.3574 398/1952 [=====>........................] - ETA: 3:35 - loss: 324.1118 - logits_profile_predictions_loss: 319.1077 - logcount_predictions_loss: 0.3574 399/1952 [=====>........................] - ETA: 3:35 - loss: 324.1121 - logits_profile_predictions_loss: 319.1082 - logcount_predictions_loss: 0.3574 400/1952 [=====>........................] - ETA: 3:34 - loss: 324.1125 - logits_profile_predictions_loss: 319.1087 - logcount_predictions_loss: 0.3574 401/1952 [=====>........................] - ETA: 3:34 - loss: 324.1129 - 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[============================>.] - ETA: 1s - loss: 323.3841 - logits_profile_predictions_loss: 318.4711 - logcount_predictions_loss: 0.3509 1944/1952 [============================>.] - ETA: 1s - loss: 323.3836 - logits_profile_predictions_loss: 318.4707 - logcount_predictions_loss: 0.3509 1945/1952 [============================>.] - ETA: 0s - loss: 323.3831 - logits_profile_predictions_loss: 318.4702 - logcount_predictions_loss: 0.3509 1946/1952 [============================>.] - ETA: 0s - loss: 323.3826 - logits_profile_predictions_loss: 318.4698 - logcount_predictions_loss: 0.3509 1947/1952 [============================>.] - ETA: 0s - loss: 323.3821 - logits_profile_predictions_loss: 318.4693 - logcount_predictions_loss: 0.3509 1948/1952 [============================>.] - ETA: 0s - loss: 323.3815 - logits_profile_predictions_loss: 318.4688 - logcount_predictions_loss: 0.3509 1949/1952 [============================>.] - ETA: 0s - loss: 323.3810 - logits_profile_predictions_loss: 318.4683 - logcount_predictions_loss: 0.3509 1950/1952 [============================>.] - ETA: 0s - loss: 323.3805 - logits_profile_predictions_loss: 318.4679 - logcount_predictions_loss: 0.3509 1951/1952 [============================>.] - ETA: 0s - loss: 323.3800 - logits_profile_predictions_loss: 318.4674 - logcount_predictions_loss: 0.3509 1952/1952 [==============================] - ETA: 0s - loss: 323.3795 - logits_profile_predictions_loss: 318.4670 - logcount_predictions_loss: 0.3509 1952/1952 [==============================] - 282s 144ms/step - loss: 323.3791 - logits_profile_predictions_loss: 318.4665 - logcount_predictions_loss: 0.3509 - val_loss: 356.9005 - val_logits_profile_predictions_loss: 348.9575 - val_logcount_predictions_loss: 0.5674 Epoch 00013: val_loss did not improve from 356.70731 Epoch 14/50 1/1952 [..............................] - ETA: 5:23 - loss: 315.0887 - logits_profile_predictions_loss: 311.5945 - logcount_predictions_loss: 0.2496 2/1952 [..............................] - ETA: 4:32 - loss: 310.2337 - logits_profile_predictions_loss: 306.2311 - logcount_predictions_loss: 0.2859 3/1952 [..............................] - ETA: 4:31 - loss: 308.2050 - logits_profile_predictions_loss: 304.0195 - logcount_predictions_loss: 0.2990 4/1952 [..............................] - ETA: 4:30 - loss: 309.4632 - logits_profile_predictions_loss: 305.1682 - logcount_predictions_loss: 0.3068 5/1952 [..............................] - ETA: 4:30 - loss: 309.3547 - logits_profile_predictions_loss: 304.9894 - logcount_predictions_loss: 0.3118 6/1952 [..............................] - ETA: 4:29 - loss: 309.6486 - logits_profile_predictions_loss: 305.2212 - logcount_predictions_loss: 0.3162 7/1952 [..............................] - ETA: 4:29 - loss: 310.0776 - logits_profile_predictions_loss: 305.6018 - logcount_predictions_loss: 0.3197 8/1952 [..............................] - ETA: 4:29 - loss: 309.9628 - logits_profile_predictions_loss: 305.4487 - logcount_predictions_loss: 0.3224 9/1952 [..............................] - ETA: 4:29 - loss: 310.4092 - logits_profile_predictions_loss: 305.8809 - logcount_predictions_loss: 0.3234 10/1952 [..............................] - ETA: 4:29 - loss: 310.5396 - logits_profile_predictions_loss: 306.0141 - logcount_predictions_loss: 0.3233 11/1952 [..............................] - ETA: 4:28 - loss: 310.6766 - logits_profile_predictions_loss: 306.1658 - logcount_predictions_loss: 0.3222 12/1952 [..............................] - ETA: 4:28 - loss: 310.9839 - logits_profile_predictions_loss: 306.4890 - logcount_predictions_loss: 0.3211 13/1952 [..............................] - ETA: 4:28 - loss: 311.2960 - logits_profile_predictions_loss: 306.7885 - logcount_predictions_loss: 0.3220 14/1952 [..............................] - ETA: 4:28 - loss: 311.7155 - logits_profile_predictions_loss: 307.2053 - logcount_predictions_loss: 0.3222 15/1952 [..............................] - ETA: 4:28 - loss: 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[..............................] - ETA: 4:27 - loss: 313.3373 - logits_profile_predictions_loss: 308.8442 - logcount_predictions_loss: 0.3209 23/1952 [..............................] - ETA: 4:27 - loss: 313.3609 - logits_profile_predictions_loss: 308.8734 - logcount_predictions_loss: 0.3205 24/1952 [..............................] - ETA: 4:27 - loss: 313.3910 - logits_profile_predictions_loss: 308.9103 - logcount_predictions_loss: 0.3200 25/1952 [..............................] - ETA: 4:26 - loss: 313.3874 - logits_profile_predictions_loss: 308.9111 - logcount_predictions_loss: 0.3197 26/1952 [..............................] - ETA: 4:26 - loss: 313.4357 - logits_profile_predictions_loss: 308.9642 - logcount_predictions_loss: 0.3194 27/1952 [..............................] - ETA: 4:26 - loss: 313.5132 - logits_profile_predictions_loss: 309.0431 - logcount_predictions_loss: 0.3193 28/1952 [..............................] - ETA: 4:26 - loss: 313.5582 - logits_profile_predictions_loss: 309.0884 - logcount_predictions_loss: 0.3193 29/1952 [..............................] - ETA: 4:26 - loss: 313.6174 - logits_profile_predictions_loss: 309.1490 - logcount_predictions_loss: 0.3192 30/1952 [..............................] - ETA: 4:26 - loss: 313.6715 - logits_profile_predictions_loss: 309.2059 - logcount_predictions_loss: 0.3190 31/1952 [..............................] - ETA: 4:26 - loss: 313.7198 - logits_profile_predictions_loss: 309.2560 - logcount_predictions_loss: 0.3188 32/1952 [..............................] - ETA: 4:25 - loss: 313.7660 - logits_profile_predictions_loss: 309.3027 - logcount_predictions_loss: 0.3188 33/1952 [..............................] - ETA: 4:25 - loss: 313.8323 - logits_profile_predictions_loss: 309.3704 - logcount_predictions_loss: 0.3187 34/1952 [..............................] - ETA: 4:25 - loss: 313.9119 - logits_profile_predictions_loss: 309.4519 - logcount_predictions_loss: 0.3186 35/1952 [..............................] - ETA: 4:25 - 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315.3398 - logcount_predictions_loss: 0.3101 1929/1952 [============================>.] - ETA: 3s - loss: 319.6817 - logits_profile_predictions_loss: 315.3401 - logcount_predictions_loss: 0.3101 1930/1952 [============================>.] - ETA: 3s - loss: 319.6820 - logits_profile_predictions_loss: 315.3404 - logcount_predictions_loss: 0.3101 1931/1952 [============================>.] - ETA: 3s - loss: 319.6823 - logits_profile_predictions_loss: 315.3407 - logcount_predictions_loss: 0.3101 1932/1952 [============================>.] - ETA: 3s - loss: 319.6826 - logits_profile_predictions_loss: 315.3410 - logcount_predictions_loss: 0.3101 1933/1952 [============================>.] - ETA: 3s - loss: 319.6829 - logits_profile_predictions_loss: 315.3414 - logcount_predictions_loss: 0.3101 1934/1952 [============================>.] - ETA: 2s - loss: 319.6832 - logits_profile_predictions_loss: 315.3417 - logcount_predictions_loss: 0.3101 1935/1952 [============================>.] - ETA: 2s - loss: 319.6835 - logits_profile_predictions_loss: 315.3420 - logcount_predictions_loss: 0.3101 1936/1952 [============================>.] - ETA: 2s - loss: 319.6839 - logits_profile_predictions_loss: 315.3424 - logcount_predictions_loss: 0.3101 1937/1952 [============================>.] - ETA: 2s - loss: 319.6841 - logits_profile_predictions_loss: 315.3427 - logcount_predictions_loss: 0.3101 1938/1952 [============================>.] - ETA: 2s - loss: 319.6844 - logits_profile_predictions_loss: 315.3430 - logcount_predictions_loss: 0.3101 1939/1952 [============================>.] - ETA: 2s - loss: 319.6847 - logits_profile_predictions_loss: 315.3433 - logcount_predictions_loss: 0.3101 1940/1952 [============================>.] - ETA: 1s - loss: 319.6850 - logits_profile_predictions_loss: 315.3436 - logcount_predictions_loss: 0.3101 1941/1952 [============================>.] - ETA: 1s - loss: 319.6853 - logits_profile_predictions_loss: 315.3439 - logcount_predictions_loss: 0.3101 1942/1952 [============================>.] - ETA: 1s - loss: 319.6856 - logits_profile_predictions_loss: 315.3443 - logcount_predictions_loss: 0.3101 1943/1952 [============================>.] - ETA: 1s - loss: 319.6859 - logits_profile_predictions_loss: 315.3446 - logcount_predictions_loss: 0.3101 1944/1952 [============================>.] - ETA: 1s - loss: 319.6862 - logits_profile_predictions_loss: 315.3449 - logcount_predictions_loss: 0.3101 1945/1952 [============================>.] - ETA: 1s - loss: 319.6865 - logits_profile_predictions_loss: 315.3452 - logcount_predictions_loss: 0.3101 1946/1952 [============================>.] - ETA: 0s - loss: 319.6868 - logits_profile_predictions_loss: 315.3455 - logcount_predictions_loss: 0.3101 1947/1952 [============================>.] - ETA: 0s - loss: 319.6871 - logits_profile_predictions_loss: 315.3458 - logcount_predictions_loss: 0.3101 1948/1952 [============================>.] - ETA: 0s - loss: 319.6874 - logits_profile_predictions_loss: 315.3461 - logcount_predictions_loss: 0.3101 1949/1952 [============================>.] - ETA: 0s - loss: 319.6877 - logits_profile_predictions_loss: 315.3464 - logcount_predictions_loss: 0.3101 1950/1952 [============================>.] - ETA: 0s - loss: 319.6880 - logits_profile_predictions_loss: 315.3467 - logcount_predictions_loss: 0.3101 1951/1952 [============================>.] - ETA: 0s - loss: 319.6882 - logits_profile_predictions_loss: 315.3471 - logcount_predictions_loss: 0.3101 1952/1952 [==============================] - ETA: 0s - loss: 319.6885 - logits_profile_predictions_loss: 315.3474 - logcount_predictions_loss: 0.3101 1952/1952 [==============================] - 325s 167ms/step - loss: 319.6888 - logits_profile_predictions_loss: 315.3477 - logcount_predictions_loss: 0.3101 - val_loss: 357.7184 - val_logits_profile_predictions_loss: 349.4757 - val_logcount_predictions_loss: 0.5888 Epoch 00014: val_loss did not improve from 356.70731 Restoring model weights from the end of the best epoch. Epoch 00014: early stopping save model save model without bias 2022-09-21_20-50-19: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_20-52-30: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_20-54-32: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_20-55-54: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints 2022-09-21_20-55-54: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: tn5_1 GCACAGTACAGAGCTG 1/28 [>.............................] - ETA: 3:20 3/28 [==>...........................] - ETA: 7s  4/28 [===>..........................] - ETA: 10s 5/28 [====>.........................] - ETA: 10s 6/28 [=====>........................] - ETA: 11s 7/28 [======>.......................] - ETA: 10s 8/28 [=======>......................] - ETA: 10s 9/28 [========>.....................] - ETA: 10s 10/28 [=========>....................] - ETA: 9s  11/28 [==========>...................] - ETA: 9s 12/28 [===========>..................] - ETA: 9s 13/28 [============>.................] - ETA: 8s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 7s 16/28 [================>.............] - ETA: 6s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 5s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 2s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 27s 734ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step Saving marginal footprints 2022-09-21_20-59-14: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints 2022-09-21_20-59-14: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: tn5_1 GCACAGTACAGAGCTG 1/28 [>.............................] - ETA: 1:08 3/28 [==>...........................] - ETA: 0s  5/28 [====>.........................] - ETA: 0s 7/28 [======>.......................] - ETA: 0s 8/28 [=======>......................] - ETA: 0s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 16/28 [================>.............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 4s 64ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 1s 51ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 1s 50ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 50ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 50ms/step Saving marginal footprints