diff --git "a/fold_1/logs.models.fold_1.ENCSR709PZI/logfile.modelling.fold_1.ENCSR709PZI.stdout_v1.txt" "b/fold_1/logs.models.fold_1.ENCSR709PZI/logfile.modelling.fold_1.ENCSR709PZI.stdout_v1.txt" new file mode 100644--- /dev/null +++ "b/fold_1/logs.models.fold_1.ENCSR709PZI/logfile.modelling.fold_1.ENCSR709PZI.stdout_v1.txt" @@ -0,0 +1,440 @@ +2022-10-16_22-00-53: 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/DNASE//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ + --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR709PZI//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR709PZI//negatives_data/negatives_with_summit.bed \ + --outlier_threshold=0.99 \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.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/ENCSR880CUB/fold_1/bias.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1/ +evaluating hyperparameters on the following chromosomes ['chr1', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr10', 'chr11', 'chr13', 'chr14', 'chr15', 'chr18', 'chr19', 'chr20', 'chr21', 'chr22', 'chrX', 'chrY', 'chr12', 'chr17'] +Number of peaks input: 158606 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 158606 +Number of peaks input: 41394 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 41394 +Number of non peaks input: 159809 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 159809 +Number of non peaks input: 40190 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 40190 +Number of peaks after removing outliers: 156861 +Number of nonpeaks after removing outliers: 140731 +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 + 1/4398 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/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/DNASE//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.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': '17.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json', 'negative_sampling_ratio': '0.1'} +got the model +loading peaks... +got split:train for bed regions:(139030, 10) +loading nonpeaks... +got split:train for bed regions:(124940, 10) +loading peaks... +got split:valid for bed regions:(17831, 10) +loading nonpeaks... +got split:valid for bed regions:(15791, 10) +Epoch 1/50 + 1/2390 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logits_profile_predictions_loss: 685.9044 - logcount_predictions_loss: 1.0178 380/2390 [===>..........................] - ETA: 5:08 - loss: 703.1704 - logits_profile_predictions_loss: 685.8834 - logcount_predictions_loss: 1.0169 381/2390 [===>..........................] - ETA: 5:08 - loss: 703.1344 - logits_profile_predictions_loss: 685.8627 - logcount_predictions_loss: 1.0160 382/2390 [===>..........................] - ETA: 5:07 - loss: 703.0975 - logits_profile_predictions_loss: 685.8412 - logcount_predictions_loss: 1.0151 383/2390 [===>..........................] - ETA: 5:07 - loss: 703.0610 - logits_profile_predictions_loss: 685.8199 - logcount_predictions_loss: 1.0142 384/2390 [===>..........................] - ETA: 5:07 - loss: 703.0245 - logits_profile_predictions_loss: 685.7986 - logcount_predictions_loss: 1.0133 385/2390 [===>..........................] - ETA: 5:07 - loss: 702.9881 - logits_profile_predictions_loss: 685.7773 - logcount_predictions_loss: 1.0124 386/2390 [===>..........................] - ETA: 5:07 - loss: 702.9514 - logits_profile_predictions_loss: 685.7556 - logcount_predictions_loss: 1.0115 387/2390 [===>..........................] - ETA: 5:07 - loss: 702.9147 - logits_profile_predictions_loss: 685.7340 - logcount_predictions_loss: 1.0106 388/2390 [===>..........................] - ETA: 5:06 - loss: 702.8777 - logits_profile_predictions_loss: 685.7120 - logcount_predictions_loss: 1.0098 389/2390 [===>..........................] - ETA: 5:06 - loss: 702.8406 - logits_profile_predictions_loss: 685.6897 - logcount_predictions_loss: 1.0089 390/2390 [===>..........................] - ETA: 5:06 - loss: 702.8034 - logits_profile_predictions_loss: 685.6674 - logcount_predictions_loss: 1.0080 391/2390 [===>..........................] - ETA: 5:06 - loss: 702.7663 - logits_profile_predictions_loss: 685.6452 - logcount_predictions_loss: 1.0071 392/2390 [===>..........................] - ETA: 5:06 - loss: 702.7294 - logits_profile_predictions_loss: 685.6230 - logcount_predictions_loss: 1.0063 393/2390 [===>..........................] - ETA: 5:06 - loss: 702.6922 - logits_profile_predictions_loss: 685.6005 - logcount_predictions_loss: 1.0054 394/2390 [===>..........................] - ETA: 5:06 - loss: 702.6554 - logits_profile_predictions_loss: 685.5783 - logcount_predictions_loss: 1.0045 395/2390 [===>..........................] - ETA: 5:05 - loss: 702.6188 - logits_profile_predictions_loss: 685.5563 - logcount_predictions_loss: 1.0037 396/2390 [===>..........................] - ETA: 5:05 - loss: 702.5825 - logits_profile_predictions_loss: 685.5346 - logcount_predictions_loss: 1.0028 397/2390 [===>..........................] - ETA: 5:05 - loss: 702.5459 - logits_profile_predictions_loss: 685.5125 - logcount_predictions_loss: 1.0020 398/2390 [===>..........................] - ETA: 5:05 - loss: 702.5092 - logits_profile_predictions_loss: 685.4902 - logcount_predictions_loss: 1.0011 399/2390 [====>.........................] - ETA: 5:05 - loss: 702.4725 - logits_profile_predictions_loss: 685.4678 - logcount_predictions_loss: 1.0003 400/2390 [====>.........................] - ETA: 5:05 - loss: 702.4359 - logits_profile_predictions_loss: 685.4455 - logcount_predictions_loss: 0.9994 401/2390 [====>.........................] - ETA: 5:05 - loss: 702.3994 - logits_profile_predictions_loss: 685.4232 - logcount_predictions_loss: 0.9986 402/2390 [====>.........................] - ETA: 5:04 - loss: 702.3626 - logits_profile_predictions_loss: 685.4005 - logcount_predictions_loss: 0.9978 403/2390 [====>.........................] - ETA: 5:04 - loss: 702.3256 - logits_profile_predictions_loss: 685.3777 - logcount_predictions_loss: 0.9969 404/2390 [====>.........................] - ETA: 5:04 - loss: 702.2885 - logits_profile_predictions_loss: 685.3546 - logcount_predictions_loss: 0.9961 405/2390 [====>.........................] - ETA: 5:04 - loss: 702.2512 - logits_profile_predictions_loss: 685.3313 - logcount_predictions_loss: 0.9953 406/2390 [====>.........................] - ETA: 5:04 - loss: 702.2150 - logits_profile_predictions_loss: 685.3090 - logcount_predictions_loss: 0.9945 407/2390 [====>.........................] - ETA: 5:04 - loss: 702.1790 - logits_profile_predictions_loss: 685.2868 - logcount_predictions_loss: 0.9937 408/2390 [====>.........................] - ETA: 5:03 - loss: 702.1431 - logits_profile_predictions_loss: 685.2647 - logcount_predictions_loss: 0.9929 409/2390 [====>.........................] - ETA: 5:03 - loss: 702.1078 - logits_profile_predictions_loss: 685.2432 - logcount_predictions_loss: 0.9920 410/2390 [====>.........................] - ETA: 5:03 - loss: 702.0726 - logits_profile_predictions_loss: 685.2216 - logcount_predictions_loss: 0.9912 411/2390 [====>.........................] - ETA: 5:03 - loss: 702.0371 - logits_profile_predictions_loss: 685.1998 - logcount_predictions_loss: 0.9904 412/2390 [====>.........................] - ETA: 5:03 - loss: 702.0015 - logits_profile_predictions_loss: 685.1777 - logcount_predictions_loss: 0.9896 413/2390 [====>.........................] - ETA: 5:03 - loss: 701.9659 - logits_profile_predictions_loss: 685.1556 - logcount_predictions_loss: 0.9888 414/2390 [====>.........................] - ETA: 5:03 - loss: 701.9303 - logits_profile_predictions_loss: 685.1335 - logcount_predictions_loss: 0.9881 415/2390 [====>.........................] - ETA: 5:02 - loss: 701.8955 - logits_profile_predictions_loss: 685.1121 - logcount_predictions_loss: 0.9873 416/2390 [====>.........................] - ETA: 5:02 - loss: 701.8604 - logits_profile_predictions_loss: 685.0903 - logcount_predictions_loss: 0.9865 417/2390 [====>.........................] - ETA: 5:02 - loss: 701.8256 - logits_profile_predictions_loss: 685.0688 - logcount_predictions_loss: 0.9857 418/2390 [====>.........................] - ETA: 5:02 - loss: 701.7906 - logits_profile_predictions_loss: 685.0471 - logcount_predictions_loss: 0.9849 419/2390 [====>.........................] - ETA: 5:02 - loss: 701.7554 - logits_profile_predictions_loss: 685.0251 - logcount_predictions_loss: 0.9841 420/2390 [====>.........................] - ETA: 5:02 - loss: 701.7209 - logits_profile_predictions_loss: 685.0038 - logcount_predictions_loss: 0.9834 421/2390 [====>.........................] - ETA: 5:01 - loss: 701.6863 - logits_profile_predictions_loss: 684.9822 - logcount_predictions_loss: 0.9826 422/2390 [====>.........................] - ETA: 5:01 - loss: 701.6521 - logits_profile_predictions_loss: 684.9611 - logcount_predictions_loss: 0.9818 423/2390 [====>.........................] - ETA: 5:01 - loss: 701.6188 - logits_profile_predictions_loss: 684.9408 - logcount_predictions_loss: 0.9811 424/2390 [====>.........................] - ETA: 5:01 - loss: 701.5860 - logits_profile_predictions_loss: 684.9210 - logcount_predictions_loss: 0.9803 425/2390 [====>.........................] - ETA: 5:01 - loss: 701.5529 - logits_profile_predictions_loss: 684.9008 - logcount_predictions_loss: 0.9795 426/2390 [====>.........................] - ETA: 5:01 - loss: 701.5195 - logits_profile_predictions_loss: 684.8803 - logcount_predictions_loss: 0.9788 427/2390 [====>.........................] - ETA: 5:01 - loss: 701.4858 - logits_profile_predictions_loss: 684.8594 - logcount_predictions_loss: 0.9780 428/2390 [====>.........................] - ETA: 5:00 - loss: 701.4530 - logits_profile_predictions_loss: 684.8394 - logcount_predictions_loss: 0.9773 429/2390 [====>.........................] - ETA: 5:00 - loss: 701.4198 - logits_profile_predictions_loss: 684.8189 - logcount_predictions_loss: 0.9765 430/2390 [====>.........................] - ETA: 5:00 - loss: 701.3868 - logits_profile_predictions_loss: 684.7986 - logcount_predictions_loss: 0.9758 431/2390 [====>.........................] - ETA: 5:00 - loss: 701.3546 - logits_profile_predictions_loss: 684.7790 - logcount_predictions_loss: 0.9750 432/2390 [====>.........................] - ETA: 5:00 - loss: 701.3223 - logits_profile_predictions_loss: 684.7593 - logcount_predictions_loss: 0.9743 433/2390 [====>.........................] - ETA: 5:00 - loss: 701.2909 - logits_profile_predictions_loss: 684.7404 - logcount_predictions_loss: 0.9736 434/2390 [====>.........................] - ETA: 4:59 - loss: 701.2590 - logits_profile_predictions_loss: 684.7209 - logcount_predictions_loss: 0.9728 435/2390 [====>.........................] - ETA: 4:59 - loss: 701.2276 - logits_profile_predictions_loss: 684.7019 - logcount_predictions_loss: 0.9721 436/2390 [====>.........................] - ETA: 4:59 - loss: 701.1963 - logits_profile_predictions_loss: 684.6829 - logcount_predictions_loss: 0.9714 437/2390 [====>.........................] - ETA: 4:59 - loss: 701.1651 - logits_profile_predictions_loss: 684.6641 - logcount_predictions_loss: 0.9707 438/2390 [====>.........................] - ETA: 4:59 - loss: 701.1335 - logits_profile_predictions_loss: 684.6447 - logcount_predictions_loss: 0.9699 439/2390 [====>.........................] - ETA: 4:59 - loss: 701.1018 - logits_profile_predictions_loss: 684.6252 - logcount_predictions_loss: 0.9692 440/2390 [====>.........................] - ETA: 4:59 - loss: 701.0703 - logits_profile_predictions_loss: 684.6060 - logcount_predictions_loss: 0.9685 441/2390 [====>.........................] - ETA: 4:58 - loss: 701.0387 - logits_profile_predictions_loss: 684.5865 - logcount_predictions_loss: 0.9678 442/2390 [====>.........................] - ETA: 4:58 - loss: 701.0064 - logits_profile_predictions_loss: 684.5663 - logcount_predictions_loss: 0.9671 443/2390 [====>.........................] - ETA: 4:58 - loss: 700.9739 - logits_profile_predictions_loss: 684.5459 - logcount_predictions_loss: 0.9664 444/2390 [====>.........................] - ETA: 4:58 - loss: 700.9417 - logits_profile_predictions_loss: 684.5258 - logcount_predictions_loss: 0.9656 445/2390 [====>.........................] - ETA: 4:58 - loss: 700.9101 - logits_profile_predictions_loss: 684.5061 - logcount_predictions_loss: 0.9649 446/2390 [====>.........................] - ETA: 4:58 - loss: 700.8786 - logits_profile_predictions_loss: 684.4866 - logcount_predictions_loss: 0.9642 447/2390 [====>.........................] - ETA: 4:58 - loss: 700.8474 - logits_profile_predictions_loss: 684.4672 - logcount_predictions_loss: 0.9635 448/2390 [====>.........................] - ETA: 4:57 - loss: 700.8164 - logits_profile_predictions_loss: 684.4481 - logcount_predictions_loss: 0.9628 449/2390 [====>.........................] - ETA: 4:57 - loss: 700.7854 - logits_profile_predictions_loss: 684.4290 - logcount_predictions_loss: 0.9621 450/2390 [====>.........................] - ETA: 4:57 - loss: 700.7551 - logits_profile_predictions_loss: 684.4104 - logcount_predictions_loss: 0.9615 451/2390 [====>.........................] - ETA: 4:57 - loss: 700.7250 - logits_profile_predictions_loss: 684.3920 - logcount_predictions_loss: 0.9608 452/2390 [====>.........................] - ETA: 4:57 - loss: 700.6946 - logits_profile_predictions_loss: 684.3732 - logcount_predictions_loss: 0.9601 453/2390 [====>.........................] - ETA: 4:57 - loss: 700.6639 - logits_profile_predictions_loss: 684.3542 - logcount_predictions_loss: 0.9594 454/2390 [====>.........................] - ETA: 4:56 - loss: 700.6331 - logits_profile_predictions_loss: 684.3351 - logcount_predictions_loss: 0.9587 455/2390 [====>.........................] - ETA: 4:56 - loss: 700.6024 - logits_profile_predictions_loss: 684.3159 - logcount_predictions_loss: 0.9580 456/2390 [====>.........................] - ETA: 4:56 - loss: 700.5725 - logits_profile_predictions_loss: 684.2976 - logcount_predictions_loss: 0.9573 457/2390 [====>.........................] - ETA: 4:56 - loss: 700.5430 - logits_profile_predictions_loss: 684.2796 - logcount_predictions_loss: 0.9567 458/2390 [====>.........................] - ETA: 4:56 - loss: 700.5137 - logits_profile_predictions_loss: 684.2617 - logcount_predictions_loss: 0.9560 459/2390 [====>.........................] - ETA: 4:56 - loss: 700.4841 - logits_profile_predictions_loss: 684.2436 - logcount_predictions_loss: 0.9553 460/2390 [====>.........................] - ETA: 4:56 - loss: 700.4546 - logits_profile_predictions_loss: 684.2254 - logcount_predictions_loss: 0.9547 461/2390 [====>.........................] - ETA: 4:55 - loss: 700.4248 - logits_profile_predictions_loss: 684.2070 - logcount_predictions_loss: 0.9540 462/2390 [====>.........................] - ETA: 4:55 - loss: 700.3949 - logits_profile_predictions_loss: 684.1884 - logcount_predictions_loss: 0.9533 463/2390 [====>.........................] - ETA: 4:55 - loss: 700.3649 - logits_profile_predictions_loss: 684.1697 - logcount_predictions_loss: 0.9527 464/2390 [====>.........................] - ETA: 4:55 - loss: 700.3349 - logits_profile_predictions_loss: 684.1510 - logcount_predictions_loss: 0.9520 465/2390 [====>.........................] - ETA: 4:55 - loss: 700.3052 - logits_profile_predictions_loss: 684.1325 - logcount_predictions_loss: 0.9513 466/2390 [====>.........................] - ETA: 4:55 - loss: 700.2759 - logits_profile_predictions_loss: 684.1144 - logcount_predictions_loss: 0.9507 467/2390 [====>.........................] - ETA: 4:54 - loss: 700.2469 - logits_profile_predictions_loss: 684.0966 - logcount_predictions_loss: 0.9500 468/2390 [====>.........................] - ETA: 4:54 - loss: 700.2176 - logits_profile_predictions_loss: 684.0784 - logcount_predictions_loss: 0.9494 469/2390 [====>.........................] - ETA: 4:54 - loss: 700.1880 - logits_profile_predictions_loss: 684.0599 - logcount_predictions_loss: 0.9487 470/2390 [====>.........................] - ETA: 4:54 - loss: 700.1582 - logits_profile_predictions_loss: 684.0411 - logcount_predictions_loss: 0.9481 471/2390 [====>.........................] - ETA: 4:54 - loss: 700.1285 - logits_profile_predictions_loss: 684.0225 - logcount_predictions_loss: 0.9474 472/2390 [====>.........................] - ETA: 4:54 - loss: 700.0986 - logits_profile_predictions_loss: 684.0036 - logcount_predictions_loss: 0.9468 473/2390 [====>.........................] - ETA: 4:54 - loss: 700.0690 - logits_profile_predictions_loss: 683.9849 - logcount_predictions_loss: 0.9461 474/2390 [====>.........................] - ETA: 4:53 - loss: 700.0398 - logits_profile_predictions_loss: 683.9667 - logcount_predictions_loss: 0.9455 475/2390 [====>.........................] - ETA: 4:53 - loss: 700.0110 - logits_profile_predictions_loss: 683.9488 - logcount_predictions_loss: 0.9448 476/2390 [====>.........................] - ETA: 4:53 - loss: 699.9821 - logits_profile_predictions_loss: 683.9308 - logcount_predictions_loss: 0.9442 477/2390 [====>.........................] - ETA: 4:53 - loss: 699.9531 - logits_profile_predictions_loss: 683.9126 - logcount_predictions_loss: 0.9436 478/2390 [=====>........................] - ETA: 4:53 - loss: 699.9241 - logits_profile_predictions_loss: 683.8945 - logcount_predictions_loss: 0.9429 479/2390 [=====>........................] - ETA: 4:53 - loss: 699.8951 - logits_profile_predictions_loss: 683.8763 - logcount_predictions_loss: 0.9423 480/2390 [=====>........................] - ETA: 4:52 - loss: 699.8661 - logits_profile_predictions_loss: 683.8580 - logcount_predictions_loss: 0.9417 481/2390 [=====>........................] - ETA: 4:52 - loss: 699.8371 - logits_profile_predictions_loss: 683.8397 - logcount_predictions_loss: 0.9410 482/2390 [=====>........................] - ETA: 4:52 - loss: 699.8075 - logits_profile_predictions_loss: 683.8209 - logcount_predictions_loss: 0.9404 483/2390 [=====>........................] - ETA: 4:52 - loss: 699.7783 - logits_profile_predictions_loss: 683.8024 - logcount_predictions_loss: 0.9398 484/2390 [=====>........................] - ETA: 4:52 - loss: 699.7494 - logits_profile_predictions_loss: 683.7841 - logcount_predictions_loss: 0.9391 485/2390 [=====>........................] - ETA: 4:52 - loss: 699.7206 - logits_profile_predictions_loss: 683.7660 - logcount_predictions_loss: 0.9385 486/2390 [=====>........................] - ETA: 4:52 - loss: 699.6915 - logits_profile_predictions_loss: 683.7475 - logcount_predictions_loss: 0.9379 487/2390 [=====>........................] - ETA: 4:51 - loss: 699.6626 - logits_profile_predictions_loss: 683.7292 - logcount_predictions_loss: 0.9373 488/2390 [=====>........................] - ETA: 4:51 - loss: 699.6338 - logits_profile_predictions_loss: 683.7109 - logcount_predictions_loss: 0.9366 489/2390 [=====>........................] - ETA: 4:51 - loss: 699.6050 - logits_profile_predictions_loss: 683.6925 - logcount_predictions_loss: 0.9360 490/2390 [=====>........................] - ETA: 4:51 - loss: 699.5764 - logits_profile_predictions_loss: 683.6743 - logcount_predictions_loss: 0.9354 491/2390 [=====>........................] - ETA: 4:51 - loss: 699.5478 - logits_profile_predictions_loss: 683.6561 - logcount_predictions_loss: 0.9348 492/2390 [=====>........................] - ETA: 4:51 - loss: 699.5198 - logits_profile_predictions_loss: 683.6385 - logcount_predictions_loss: 0.9342 493/2390 [=====>........................] - ETA: 4:50 - loss: 699.4918 - logits_profile_predictions_loss: 683.6208 - logcount_predictions_loss: 0.9336 494/2390 [=====>........................] - ETA: 4:50 - loss: 699.4641 - logits_profile_predictions_loss: 683.6034 - logcount_predictions_loss: 0.9330 495/2390 [=====>........................] - ETA: 4:50 - loss: 699.4368 - logits_profile_predictions_loss: 683.5864 - logcount_predictions_loss: 0.9324 496/2390 [=====>........................] - ETA: 4:50 - loss: 699.4100 - logits_profile_predictions_loss: 683.5698 - logcount_predictions_loss: 0.9318 497/2390 [=====>........................] - ETA: 4:50 - loss: 699.3830 - logits_profile_predictions_loss: 683.5531 - logcount_predictions_loss: 0.9312 498/2390 [=====>........................] - ETA: 4:50 - loss: 699.3563 - logits_profile_predictions_loss: 683.5366 - logcount_predictions_loss: 0.9306 499/2390 [=====>........................] - ETA: 4:50 - loss: 699.3296 - logits_profile_predictions_loss: 683.5201 - logcount_predictions_loss: 0.9300 500/2390 [=====>........................] - ETA: 4:49 - loss: 699.3029 - logits_profile_predictions_loss: 683.5034 - logcount_predictions_loss: 0.9294 501/2390 [=====>........................] - ETA: 4:49 - loss: 699.2759 - logits_profile_predictions_loss: 683.4866 - logcount_predictions_loss: 0.9288 502/2390 [=====>........................] - ETA: 4:49 - loss: 699.2493 - logits_profile_predictions_loss: 683.4700 - logcount_predictions_loss: 0.9282 503/2390 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logits_profile_predictions_loss: 630.6629 - logcount_predictions_loss: 0.3211 193/2390 [=>............................] - ETA: 5:36 - loss: 636.1024 - logits_profile_predictions_loss: 630.6441 - logcount_predictions_loss: 0.3211 194/2390 [=>............................] - ETA: 5:36 - loss: 636.0821 - logits_profile_predictions_loss: 630.6243 - logcount_predictions_loss: 0.3211 195/2390 [=>............................] - ETA: 5:36 - loss: 636.0631 - logits_profile_predictions_loss: 630.6058 - logcount_predictions_loss: 0.3210 196/2390 [=>............................] - ETA: 5:36 - loss: 636.0450 - logits_profile_predictions_loss: 630.5882 - logcount_predictions_loss: 0.3210 197/2390 [=>............................] - ETA: 5:35 - loss: 636.0290 - logits_profile_predictions_loss: 630.5727 - logcount_predictions_loss: 0.3210 198/2390 [=>............................] - ETA: 5:35 - loss: 636.0130 - logits_profile_predictions_loss: 630.5573 - logcount_predictions_loss: 0.3209 199/2390 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logits_profile_predictions_loss: 628.3920 - logcount_predictions_loss: 0.3074 2390/2390 [==============================] - 388s 162ms/step - loss: 633.6176 - logits_profile_predictions_loss: 628.3920 - logcount_predictions_loss: 0.3074 - val_loss: 725.6568 - val_logits_profile_predictions_loss: 721.2228 - val_logcount_predictions_loss: 0.2608 + +Epoch 00002: val_loss improved from 730.05817 to 725.65680, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 +Epoch 3/50 + 1/2390 [..............................] - ETA: 7:22 - loss: 606.1406 - logits_profile_predictions_loss: 601.0035 - logcount_predictions_loss: 0.3022 2/2390 [..............................] - ETA: 6:36 - loss: 593.0670 - logits_profile_predictions_loss: 588.5464 - logcount_predictions_loss: 0.2659 3/2390 [..............................] - ETA: 6:20 - loss: 607.6692 - logits_profile_predictions_loss: 603.5633 - logcount_predictions_loss: 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[..............................] - ETA: 6:04 - loss: 614.3722 - logits_profile_predictions_loss: 609.9858 - logcount_predictions_loss: 0.2580 18/2390 [..............................] - ETA: 6:04 - loss: 613.9038 - logits_profile_predictions_loss: 609.5117 - logcount_predictions_loss: 0.2584 19/2390 [..............................] - ETA: 6:03 - loss: 613.6587 - logits_profile_predictions_loss: 609.2668 - logcount_predictions_loss: 0.2583 20/2390 [..............................] - ETA: 6:03 - loss: 613.3505 - logits_profile_predictions_loss: 608.9602 - logcount_predictions_loss: 0.2583 21/2390 [..............................] - ETA: 6:03 - loss: 613.1360 - logits_profile_predictions_loss: 608.7478 - logcount_predictions_loss: 0.2581 22/2390 [..............................] - ETA: 6:03 - loss: 613.0280 - logits_profile_predictions_loss: 608.6422 - logcount_predictions_loss: 0.2580 23/2390 [..............................] - ETA: 6:02 - loss: 613.0840 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 616.1333 - logits_profile_predictions_loss: 611.8113 - logcount_predictions_loss: 0.2542 51/2390 [..............................] - ETA: 5:58 - loss: 616.2097 - logits_profile_predictions_loss: 611.8897 - logcount_predictions_loss: 0.2541 52/2390 [..............................] - ETA: 5:58 - loss: 616.3079 - logits_profile_predictions_loss: 611.9904 - logcount_predictions_loss: 0.2540 53/2390 [..............................] - ETA: 5:58 - loss: 616.3974 - logits_profile_predictions_loss: 612.0822 - logcount_predictions_loss: 0.2538 54/2390 [..............................] - ETA: 5:58 - loss: 616.4910 - logits_profile_predictions_loss: 612.1780 - logcount_predictions_loss: 0.2537 55/2390 [..............................] - ETA: 5:58 - loss: 616.5851 - logits_profile_predictions_loss: 612.2739 - logcount_predictions_loss: 0.2536 56/2390 [..............................] - ETA: 5:58 - loss: 616.6755 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 4:53 - loss: 625.9941 - logits_profile_predictions_loss: 621.4247 - logcount_predictions_loss: 0.2688 476/2390 [====>.........................] - ETA: 4:53 - loss: 625.9881 - logits_profile_predictions_loss: 621.4188 - logcount_predictions_loss: 0.2688 477/2390 [====>.........................] - ETA: 4:52 - loss: 625.9818 - logits_profile_predictions_loss: 621.4128 - logcount_predictions_loss: 0.2688 478/2390 [=====>........................] - ETA: 4:52 - loss: 625.9758 - logits_profile_predictions_loss: 621.4070 - logcount_predictions_loss: 0.2688 479/2390 [=====>........................] - ETA: 4:52 - loss: 625.9707 - logits_profile_predictions_loss: 621.4020 - logcount_predictions_loss: 0.2687 480/2390 [=====>........................] - ETA: 4:52 - loss: 625.9652 - logits_profile_predictions_loss: 621.3968 - logcount_predictions_loss: 0.2687 481/2390 [=====>........................] - ETA: 4:52 - loss: 625.9599 - 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[===>..........................] - ETA: 5:15 - loss: 622.6061 - logits_profile_predictions_loss: 618.3559 - logcount_predictions_loss: 0.2500 328/2390 [===>..........................] - ETA: 5:15 - loss: 622.6110 - logits_profile_predictions_loss: 618.3608 - logcount_predictions_loss: 0.2500 329/2390 [===>..........................] - ETA: 5:15 - loss: 622.6155 - logits_profile_predictions_loss: 618.3652 - logcount_predictions_loss: 0.2500 330/2390 [===>..........................] - ETA: 5:15 - loss: 622.6192 - logits_profile_predictions_loss: 618.3689 - logcount_predictions_loss: 0.2500 331/2390 [===>..........................] - ETA: 5:14 - loss: 622.6235 - logits_profile_predictions_loss: 618.3732 - logcount_predictions_loss: 0.2500 332/2390 [===>..........................] - ETA: 5:14 - loss: 622.6287 - logits_profile_predictions_loss: 618.3783 - logcount_predictions_loss: 0.2500 333/2390 [===>..........................] - ETA: 5:14 - loss: 622.6339 - logits_profile_predictions_loss: 618.3835 - logcount_predictions_loss: 0.2500 334/2390 [===>..........................] - ETA: 5:14 - loss: 622.6399 - logits_profile_predictions_loss: 618.3895 - logcount_predictions_loss: 0.2500 335/2390 [===>..........................] - ETA: 5:14 - loss: 622.6458 - logits_profile_predictions_loss: 618.3954 - logcount_predictions_loss: 0.2500 336/2390 [===>..........................] - ETA: 5:14 - loss: 622.6520 - logits_profile_predictions_loss: 618.4015 - logcount_predictions_loss: 0.2500 337/2390 [===>..........................] - ETA: 5:13 - loss: 622.6583 - logits_profile_predictions_loss: 618.4078 - logcount_predictions_loss: 0.2500 338/2390 [===>..........................] - ETA: 5:13 - loss: 622.6650 - logits_profile_predictions_loss: 618.4145 - logcount_predictions_loss: 0.2500 339/2390 [===>..........................] - ETA: 5:13 - loss: 622.6723 - logits_profile_predictions_loss: 618.4218 - logcount_predictions_loss: 0.2500 340/2390 [===>..........................] - ETA: 5:13 - loss: 622.6787 - logits_profile_predictions_loss: 618.4281 - logcount_predictions_loss: 0.2500 341/2390 [===>..........................] - ETA: 5:13 - loss: 622.6841 - logits_profile_predictions_loss: 618.4335 - logcount_predictions_loss: 0.2500 342/2390 [===>..........................] - ETA: 5:13 - loss: 622.6898 - logits_profile_predictions_loss: 618.4391 - logcount_predictions_loss: 0.2500 343/2390 [===>..........................] - ETA: 5:13 - loss: 622.6954 - logits_profile_predictions_loss: 618.4446 - logcount_predictions_loss: 0.2500 344/2390 [===>..........................] - ETA: 5:12 - loss: 622.7018 - logits_profile_predictions_loss: 618.4509 - logcount_predictions_loss: 0.2500 345/2390 [===>..........................] - ETA: 5:12 - loss: 622.7080 - logits_profile_predictions_loss: 618.4571 - logcount_predictions_loss: 0.2501 346/2390 [===>..........................] - ETA: 5:12 - loss: 622.7142 - logits_profile_predictions_loss: 618.4632 - logcount_predictions_loss: 0.2501 347/2390 [===>..........................] - ETA: 5:12 - loss: 622.7203 - logits_profile_predictions_loss: 618.4692 - logcount_predictions_loss: 0.2501 348/2390 [===>..........................] - ETA: 5:12 - loss: 622.7260 - logits_profile_predictions_loss: 618.4748 - logcount_predictions_loss: 0.2501 349/2390 [===>..........................] - ETA: 5:12 - loss: 622.7313 - logits_profile_predictions_loss: 618.4801 - logcount_predictions_loss: 0.2501 350/2390 [===>..........................] - ETA: 5:11 - loss: 622.7371 - logits_profile_predictions_loss: 618.4858 - logcount_predictions_loss: 0.2501 351/2390 [===>..........................] - ETA: 5:11 - loss: 622.7427 - logits_profile_predictions_loss: 618.4914 - logcount_predictions_loss: 0.2501 352/2390 [===>..........................] - ETA: 5:11 - loss: 622.7481 - logits_profile_predictions_loss: 618.4967 - logcount_predictions_loss: 0.2501 353/2390 [===>..........................] - ETA: 5:11 - loss: 622.7532 - logits_profile_predictions_loss: 618.5018 - logcount_predictions_loss: 0.2501 354/2390 [===>..........................] - ETA: 5:11 - loss: 622.7584 - logits_profile_predictions_loss: 618.5070 - logcount_predictions_loss: 0.2501 355/2390 [===>..........................] - ETA: 5:11 - loss: 622.7629 - logits_profile_predictions_loss: 618.5114 - logcount_predictions_loss: 0.2501 356/2390 [===>..........................] - ETA: 5:11 - loss: 622.7673 - logits_profile_predictions_loss: 618.5158 - logcount_predictions_loss: 0.2501 357/2390 [===>..........................] - ETA: 5:10 - loss: 622.7719 - logits_profile_predictions_loss: 618.5203 - logcount_predictions_loss: 0.2501 358/2390 [===>..........................] - ETA: 5:10 - loss: 622.7761 - logits_profile_predictions_loss: 618.5245 - logcount_predictions_loss: 0.2501 359/2390 [===>..........................] - ETA: 5:10 - loss: 622.7810 - logits_profile_predictions_loss: 618.5294 - logcount_predictions_loss: 0.2501 360/2390 [===>..........................] - ETA: 5:10 - loss: 622.7857 - logits_profile_predictions_loss: 618.5340 - logcount_predictions_loss: 0.2501 361/2390 [===>..........................] - ETA: 5:10 - loss: 622.7904 - logits_profile_predictions_loss: 618.5387 - logcount_predictions_loss: 0.2501 362/2390 [===>..........................] - ETA: 5:10 - loss: 622.7948 - logits_profile_predictions_loss: 618.5430 - logcount_predictions_loss: 0.2501 363/2390 [===>..........................] - ETA: 5:10 - loss: 622.7991 - logits_profile_predictions_loss: 618.5472 - logcount_predictions_loss: 0.2501 364/2390 [===>..........................] - ETA: 5:09 - loss: 622.8038 - logits_profile_predictions_loss: 618.5519 - logcount_predictions_loss: 0.2501 365/2390 [===>..........................] - ETA: 5:09 - loss: 622.8079 - logits_profile_predictions_loss: 618.5559 - logcount_predictions_loss: 0.2501 366/2390 [===>..........................] - ETA: 5:09 - loss: 622.8124 - logits_profile_predictions_loss: 618.5603 - logcount_predictions_loss: 0.2501 367/2390 [===>..........................] - ETA: 5:09 - loss: 622.8161 - logits_profile_predictions_loss: 618.5639 - logcount_predictions_loss: 0.2501 368/2390 [===>..........................] - ETA: 5:09 - loss: 622.8201 - logits_profile_predictions_loss: 618.5678 - logcount_predictions_loss: 0.2501 369/2390 [===>..........................] - ETA: 5:09 - loss: 622.8239 - logits_profile_predictions_loss: 618.5715 - logcount_predictions_loss: 0.2501 370/2390 [===>..........................] - ETA: 5:08 - loss: 622.8278 - logits_profile_predictions_loss: 618.5754 - logcount_predictions_loss: 0.2501 371/2390 [===>..........................] - ETA: 5:08 - loss: 622.8313 - logits_profile_predictions_loss: 618.5788 - logcount_predictions_loss: 0.2501 372/2390 [===>..........................] - ETA: 5:08 - loss: 622.8348 - 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[====>.........................] - ETA: 5:03 - loss: 622.9366 - logits_profile_predictions_loss: 618.6828 - logcount_predictions_loss: 0.2502 406/2390 [====>.........................] - ETA: 5:03 - loss: 622.9393 - logits_profile_predictions_loss: 618.6853 - logcount_predictions_loss: 0.2502 407/2390 [====>.........................] - ETA: 5:03 - loss: 622.9415 - logits_profile_predictions_loss: 618.6875 - logcount_predictions_loss: 0.2502 408/2390 [====>.........................] - ETA: 5:03 - loss: 622.9434 - logits_profile_predictions_loss: 618.6894 - logcount_predictions_loss: 0.2502 409/2390 [====>.........................] - ETA: 5:02 - loss: 622.9455 - logits_profile_predictions_loss: 618.6915 - logcount_predictions_loss: 0.2502 410/2390 [====>.........................] - ETA: 5:02 - loss: 622.9481 - logits_profile_predictions_loss: 618.6940 - logcount_predictions_loss: 0.2502 411/2390 [====>.........................] - ETA: 5:02 - loss: 622.9505 - logits_profile_predictions_loss: 618.6964 - logcount_predictions_loss: 0.2502 412/2390 [====>.........................] - ETA: 5:02 - loss: 622.9524 - logits_profile_predictions_loss: 618.6983 - logcount_predictions_loss: 0.2502 413/2390 [====>.........................] - ETA: 5:02 - loss: 622.9549 - logits_profile_predictions_loss: 618.7007 - logcount_predictions_loss: 0.2502 414/2390 [====>.........................] - ETA: 5:02 - loss: 622.9566 - logits_profile_predictions_loss: 618.7023 - logcount_predictions_loss: 0.2502 415/2390 [====>.........................] - ETA: 5:02 - loss: 622.9580 - logits_profile_predictions_loss: 618.7037 - logcount_predictions_loss: 0.2503 416/2390 [====>.........................] - ETA: 5:01 - loss: 622.9589 - logits_profile_predictions_loss: 618.7046 - logcount_predictions_loss: 0.2503 417/2390 [====>.........................] - ETA: 5:01 - loss: 622.9597 - logits_profile_predictions_loss: 618.7053 - logcount_predictions_loss: 0.2503 418/2390 [====>.........................] - ETA: 5:01 - loss: 622.9602 - logits_profile_predictions_loss: 618.7057 - logcount_predictions_loss: 0.2503 419/2390 [====>.........................] - ETA: 5:01 - loss: 622.9605 - logits_profile_predictions_loss: 618.7060 - logcount_predictions_loss: 0.2503 420/2390 [====>.........................] - ETA: 5:01 - loss: 622.9614 - logits_profile_predictions_loss: 618.7069 - logcount_predictions_loss: 0.2503 421/2390 [====>.........................] - ETA: 5:01 - loss: 622.9626 - logits_profile_predictions_loss: 618.7081 - logcount_predictions_loss: 0.2503 422/2390 [====>.........................] - ETA: 5:00 - loss: 622.9637 - logits_profile_predictions_loss: 618.7092 - logcount_predictions_loss: 0.2503 423/2390 [====>.........................] - ETA: 5:00 - loss: 622.9645 - logits_profile_predictions_loss: 618.7100 - logcount_predictions_loss: 0.2503 424/2390 [====>.........................] - ETA: 5:00 - loss: 622.9657 - 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[====>.........................] - ETA: 4:59 - loss: 622.9747 - logits_profile_predictions_loss: 618.7200 - logcount_predictions_loss: 0.2503 432/2390 [====>.........................] - ETA: 4:59 - loss: 622.9759 - logits_profile_predictions_loss: 618.7213 - logcount_predictions_loss: 0.2503 433/2390 [====>.........................] - ETA: 4:59 - loss: 622.9775 - logits_profile_predictions_loss: 618.7228 - logcount_predictions_loss: 0.2503 434/2390 [====>.........................] - ETA: 4:59 - loss: 622.9793 - logits_profile_predictions_loss: 618.7246 - logcount_predictions_loss: 0.2503 435/2390 [====>.........................] - ETA: 4:59 - loss: 622.9808 - logits_profile_predictions_loss: 618.7261 - logcount_predictions_loss: 0.2503 436/2390 [====>.........................] - ETA: 4:58 - loss: 622.9824 - logits_profile_predictions_loss: 618.7277 - logcount_predictions_loss: 0.2503 437/2390 [====>.........................] - ETA: 4:58 - loss: 622.9838 - logits_profile_predictions_loss: 618.7292 - logcount_predictions_loss: 0.2503 438/2390 [====>.........................] - ETA: 4:58 - loss: 622.9861 - logits_profile_predictions_loss: 618.7315 - logcount_predictions_loss: 0.2503 439/2390 [====>.........................] - ETA: 4:58 - loss: 622.9884 - logits_profile_predictions_loss: 618.7337 - logcount_predictions_loss: 0.2503 440/2390 [====>.........................] - ETA: 4:58 - loss: 622.9908 - logits_profile_predictions_loss: 618.7361 - logcount_predictions_loss: 0.2503 441/2390 [====>.........................] - ETA: 4:58 - loss: 622.9933 - logits_profile_predictions_loss: 618.7386 - logcount_predictions_loss: 0.2503 442/2390 [====>.........................] - ETA: 4:58 - loss: 622.9955 - logits_profile_predictions_loss: 618.7408 - logcount_predictions_loss: 0.2503 443/2390 [====>.........................] - ETA: 4:57 - loss: 622.9974 - logits_profile_predictions_loss: 618.7426 - logcount_predictions_loss: 0.2503 444/2390 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[..............................] - ETA: 6:05 - loss: 604.6179 - logits_profile_predictions_loss: 600.6922 - logcount_predictions_loss: 0.2309 17/2390 [..............................] - ETA: 6:05 - loss: 604.6426 - logits_profile_predictions_loss: 600.7294 - logcount_predictions_loss: 0.2302 18/2390 [..............................] - ETA: 6:05 - loss: 604.5741 - logits_profile_predictions_loss: 600.6736 - logcount_predictions_loss: 0.2294 19/2390 [..............................] - ETA: 6:05 - loss: 604.4243 - logits_profile_predictions_loss: 600.5323 - logcount_predictions_loss: 0.2289 20/2390 [..............................] - ETA: 6:05 - loss: 604.3405 - logits_profile_predictions_loss: 600.4537 - logcount_predictions_loss: 0.2286 21/2390 [..............................] - ETA: 6:04 - loss: 604.3502 - logits_profile_predictions_loss: 600.4652 - logcount_predictions_loss: 0.2285 22/2390 [..............................] - ETA: 6:04 - loss: 604.3875 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 608.3696 - logits_profile_predictions_loss: 604.5499 - logcount_predictions_loss: 0.2247 50/2390 [..............................] - ETA: 5:59 - loss: 608.4784 - logits_profile_predictions_loss: 604.6598 - logcount_predictions_loss: 0.2246 51/2390 [..............................] - ETA: 5:59 - loss: 608.6313 - logits_profile_predictions_loss: 604.8130 - logcount_predictions_loss: 0.2246 52/2390 [..............................] - ETA: 5:58 - loss: 608.8049 - logits_profile_predictions_loss: 604.9867 - logcount_predictions_loss: 0.2246 53/2390 [..............................] - ETA: 5:58 - loss: 608.9714 - logits_profile_predictions_loss: 605.1535 - logcount_predictions_loss: 0.2246 54/2390 [..............................] - ETA: 5:58 - loss: 609.1189 - logits_profile_predictions_loss: 605.3018 - logcount_predictions_loss: 0.2245 55/2390 [..............................] - ETA: 5:58 - loss: 609.2524 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:53 - loss: 611.9590 - logits_profile_predictions_loss: 608.1468 - logcount_predictions_loss: 0.2242 83/2390 [>.............................] - ETA: 5:53 - loss: 612.0529 - logits_profile_predictions_loss: 608.2412 - logcount_predictions_loss: 0.2242 84/2390 [>.............................] - ETA: 5:53 - loss: 612.1424 - logits_profile_predictions_loss: 608.3312 - logcount_predictions_loss: 0.2242 85/2390 [>.............................] - ETA: 5:53 - loss: 612.2361 - logits_profile_predictions_loss: 608.4251 - logcount_predictions_loss: 0.2242 86/2390 [>.............................] - ETA: 5:53 - loss: 612.3317 - logits_profile_predictions_loss: 608.5210 - logcount_predictions_loss: 0.2242 87/2390 [>.............................] - ETA: 5:53 - loss: 612.4303 - logits_profile_predictions_loss: 608.6195 - logcount_predictions_loss: 0.2242 88/2390 [>.............................] - ETA: 5:52 - loss: 612.5235 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:16 - loss: 618.3131 - logits_profile_predictions_loss: 614.3644 - logcount_predictions_loss: 0.2323 324/2390 [===>..........................] - ETA: 5:16 - loss: 618.3200 - logits_profile_predictions_loss: 614.3711 - logcount_predictions_loss: 0.2323 325/2390 [===>..........................] - ETA: 5:16 - loss: 618.3271 - logits_profile_predictions_loss: 614.3779 - logcount_predictions_loss: 0.2323 326/2390 [===>..........................] - ETA: 5:16 - loss: 618.3335 - logits_profile_predictions_loss: 614.3841 - logcount_predictions_loss: 0.2323 327/2390 [===>..........................] - ETA: 5:16 - loss: 618.3396 - logits_profile_predictions_loss: 614.3900 - logcount_predictions_loss: 0.2323 328/2390 [===>..........................] - ETA: 5:15 - loss: 618.3454 - logits_profile_predictions_loss: 614.3955 - logcount_predictions_loss: 0.2323 329/2390 [===>..........................] - ETA: 5:15 - loss: 618.3511 - 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[===>..........................] - ETA: 5:14 - loss: 618.3912 - logits_profile_predictions_loss: 614.4396 - logcount_predictions_loss: 0.2324 337/2390 [===>..........................] - ETA: 5:14 - loss: 618.3965 - logits_profile_predictions_loss: 614.4447 - logcount_predictions_loss: 0.2324 338/2390 [===>..........................] - ETA: 5:14 - loss: 618.4019 - logits_profile_predictions_loss: 614.4499 - logcount_predictions_loss: 0.2325 339/2390 [===>..........................] - ETA: 5:14 - loss: 618.4075 - logits_profile_predictions_loss: 614.4553 - logcount_predictions_loss: 0.2325 340/2390 [===>..........................] - ETA: 5:14 - loss: 618.4131 - logits_profile_predictions_loss: 614.4607 - logcount_predictions_loss: 0.2325 341/2390 [===>..........................] - ETA: 5:13 - loss: 618.4191 - logits_profile_predictions_loss: 614.4665 - logcount_predictions_loss: 0.2325 342/2390 [===>..........................] - ETA: 5:13 - loss: 618.4248 - 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[===>..........................] - ETA: 5:12 - loss: 618.4761 - logits_profile_predictions_loss: 614.5218 - logcount_predictions_loss: 0.2326 350/2390 [===>..........................] - ETA: 5:12 - loss: 618.4842 - logits_profile_predictions_loss: 614.5297 - logcount_predictions_loss: 0.2326 351/2390 [===>..........................] - ETA: 5:12 - loss: 618.4921 - logits_profile_predictions_loss: 614.5374 - logcount_predictions_loss: 0.2326 352/2390 [===>..........................] - ETA: 5:12 - loss: 618.5005 - logits_profile_predictions_loss: 614.5455 - logcount_predictions_loss: 0.2326 353/2390 [===>..........................] - ETA: 5:12 - loss: 618.5086 - logits_profile_predictions_loss: 614.5533 - logcount_predictions_loss: 0.2327 354/2390 [===>..........................] - ETA: 5:11 - loss: 618.5168 - logits_profile_predictions_loss: 614.5613 - logcount_predictions_loss: 0.2327 355/2390 [===>..........................] - ETA: 5:11 - loss: 618.5246 - 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[===>..........................] - ETA: 5:10 - loss: 618.5729 - logits_profile_predictions_loss: 614.6157 - logcount_predictions_loss: 0.2328 363/2390 [===>..........................] - ETA: 5:10 - loss: 618.5784 - logits_profile_predictions_loss: 614.6209 - logcount_predictions_loss: 0.2328 364/2390 [===>..........................] - ETA: 5:10 - loss: 618.5841 - logits_profile_predictions_loss: 614.6264 - logcount_predictions_loss: 0.2328 365/2390 [===>..........................] - ETA: 5:10 - loss: 618.5896 - logits_profile_predictions_loss: 614.6316 - logcount_predictions_loss: 0.2328 366/2390 [===>..........................] - ETA: 5:10 - loss: 618.5944 - logits_profile_predictions_loss: 614.6362 - logcount_predictions_loss: 0.2328 367/2390 [===>..........................] - ETA: 5:09 - loss: 618.5989 - logits_profile_predictions_loss: 614.6405 - logcount_predictions_loss: 0.2328 368/2390 [===>..........................] - ETA: 5:09 - loss: 618.6041 - logits_profile_predictions_loss: 614.6455 - logcount_predictions_loss: 0.2328 369/2390 [===>..........................] - ETA: 5:09 - loss: 618.6090 - logits_profile_predictions_loss: 614.6502 - logcount_predictions_loss: 0.2329 370/2390 [===>..........................] - ETA: 5:09 - loss: 618.6133 - logits_profile_predictions_loss: 614.6542 - logcount_predictions_loss: 0.2329 371/2390 [===>..........................] - ETA: 5:09 - loss: 618.6175 - logits_profile_predictions_loss: 614.6582 - logcount_predictions_loss: 0.2329 372/2390 [===>..........................] - ETA: 5:09 - loss: 618.6215 - logits_profile_predictions_loss: 614.6619 - logcount_predictions_loss: 0.2329 373/2390 [===>..........................] - ETA: 5:09 - loss: 618.6248 - logits_profile_predictions_loss: 614.6650 - logcount_predictions_loss: 0.2329 374/2390 [===>..........................] - ETA: 5:08 - loss: 618.6282 - logits_profile_predictions_loss: 614.6680 - logcount_predictions_loss: 0.2329 375/2390 [===>..........................] - ETA: 5:08 - loss: 618.6317 - logits_profile_predictions_loss: 614.6713 - logcount_predictions_loss: 0.2330 376/2390 [===>..........................] - ETA: 5:08 - loss: 618.6353 - logits_profile_predictions_loss: 614.6747 - logcount_predictions_loss: 0.2330 377/2390 [===>..........................] - ETA: 5:08 - loss: 618.6393 - logits_profile_predictions_loss: 614.6785 - logcount_predictions_loss: 0.2330 378/2390 [===>..........................] - ETA: 5:08 - loss: 618.6430 - logits_profile_predictions_loss: 614.6819 - logcount_predictions_loss: 0.2330 379/2390 [===>..........................] - ETA: 5:08 - loss: 618.6461 - logits_profile_predictions_loss: 614.6848 - logcount_predictions_loss: 0.2330 380/2390 [===>..........................] - ETA: 5:08 - loss: 618.6489 - logits_profile_predictions_loss: 614.6874 - logcount_predictions_loss: 0.2330 381/2390 [===>..........................] - ETA: 5:07 - loss: 618.6520 - 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[===>..........................] - ETA: 5:06 - loss: 618.6762 - logits_profile_predictions_loss: 614.7129 - logcount_predictions_loss: 0.2331 389/2390 [===>..........................] - ETA: 5:06 - loss: 618.6795 - logits_profile_predictions_loss: 614.7159 - logcount_predictions_loss: 0.2331 390/2390 [===>..........................] - ETA: 5:06 - loss: 618.6828 - logits_profile_predictions_loss: 614.7190 - logcount_predictions_loss: 0.2332 391/2390 [===>..........................] - ETA: 5:06 - loss: 618.6860 - logits_profile_predictions_loss: 614.7220 - logcount_predictions_loss: 0.2332 392/2390 [===>..........................] - ETA: 5:06 - loss: 618.6890 - logits_profile_predictions_loss: 614.7248 - logcount_predictions_loss: 0.2332 393/2390 [===>..........................] - ETA: 5:05 - loss: 618.6921 - logits_profile_predictions_loss: 614.7276 - logcount_predictions_loss: 0.2332 394/2390 [===>..........................] - ETA: 5:05 - loss: 618.6952 - logits_profile_predictions_loss: 614.7305 - logcount_predictions_loss: 0.2332 395/2390 [===>..........................] - ETA: 5:05 - loss: 618.6987 - logits_profile_predictions_loss: 614.7339 - logcount_predictions_loss: 0.2332 396/2390 [===>..........................] - ETA: 5:05 - loss: 618.7020 - logits_profile_predictions_loss: 614.7370 - logcount_predictions_loss: 0.2332 397/2390 [===>..........................] - ETA: 5:05 - loss: 618.7052 - logits_profile_predictions_loss: 614.7399 - logcount_predictions_loss: 0.2332 398/2390 [===>..........................] - ETA: 5:05 - loss: 618.7085 - logits_profile_predictions_loss: 614.7430 - logcount_predictions_loss: 0.2333 399/2390 [====>.........................] - ETA: 5:05 - loss: 618.7114 - logits_profile_predictions_loss: 614.7457 - logcount_predictions_loss: 0.2333 400/2390 [====>.........................] - ETA: 5:04 - loss: 618.7145 - logits_profile_predictions_loss: 614.7486 - logcount_predictions_loss: 0.2333 401/2390 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[============================>.] - ETA: 4s - loss: 620.2693 - logits_profile_predictions_loss: 616.2307 - logcount_predictions_loss: 0.2376 2359/2390 [============================>.] - ETA: 4s - loss: 620.2694 - logits_profile_predictions_loss: 616.2308 - logcount_predictions_loss: 0.2375 2360/2390 [============================>.] - ETA: 4s - loss: 620.2694 - logits_profile_predictions_loss: 616.2309 - logcount_predictions_loss: 0.2375 2361/2390 [============================>.] - ETA: 4s - loss: 620.2695 - logits_profile_predictions_loss: 616.2310 - logcount_predictions_loss: 0.2375 2362/2390 [============================>.] - ETA: 4s - loss: 620.2696 - logits_profile_predictions_loss: 616.2311 - logcount_predictions_loss: 0.2375 2363/2390 [============================>.] - ETA: 4s - loss: 620.2697 - logits_profile_predictions_loss: 616.2312 - logcount_predictions_loss: 0.2375 2364/2390 [============================>.] - ETA: 3s - loss: 620.2698 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 616.2336 - logcount_predictions_loss: 0.2375 2385/2390 [============================>.] - ETA: 0s - loss: 620.2719 - logits_profile_predictions_loss: 616.2337 - logcount_predictions_loss: 0.2375 2386/2390 [============================>.] - ETA: 0s - loss: 620.2720 - logits_profile_predictions_loss: 616.2339 - logcount_predictions_loss: 0.2375 2387/2390 [============================>.] - ETA: 0s - loss: 620.2721 - logits_profile_predictions_loss: 616.2340 - logcount_predictions_loss: 0.2375 2388/2390 [============================>.] - ETA: 0s - loss: 620.2723 - logits_profile_predictions_loss: 616.2341 - logcount_predictions_loss: 0.2375 2389/2390 [============================>.] - ETA: 0s - loss: 620.2724 - logits_profile_predictions_loss: 616.2343 - logcount_predictions_loss: 0.2375 2390/2390 [==============================] - ETA: 0s - loss: 620.2725 - logits_profile_predictions_loss: 616.2344 - logcount_predictions_loss: 0.2375 2390/2390 [==============================] - 388s 162ms/step - loss: 620.2726 - logits_profile_predictions_loss: 616.2346 - logcount_predictions_loss: 0.2375 - val_loss: 719.3026 - val_logits_profile_predictions_loss: 715.7589 - val_logcount_predictions_loss: 0.2084 + +Epoch 00006: val_loss did not improve from 717.06738 +Epoch 7/50 + 1/2390 [..............................] - ETA: 7:28 - loss: 632.0319 - logits_profile_predictions_loss: 630.0541 - logcount_predictions_loss: 0.1163 2/2390 [..............................] - ETA: 6:37 - loss: 626.9474 - logits_profile_predictions_loss: 624.7999 - logcount_predictions_loss: 0.1263 3/2390 [..............................] - ETA: 6:22 - loss: 623.7490 - logits_profile_predictions_loss: 621.4181 - logcount_predictions_loss: 0.1371 4/2390 [..............................] - ETA: 6:16 - loss: 621.4193 - logits_profile_predictions_loss: 618.9575 - logcount_predictions_loss: 0.1448 5/2390 [..............................] - ETA: 6:13 - loss: 620.5369 - logits_profile_predictions_loss: 617.9502 - logcount_predictions_loss: 0.1522 6/2390 [..............................] - ETA: 6:11 - loss: 619.5050 - logits_profile_predictions_loss: 616.7559 - logcount_predictions_loss: 0.1617 7/2390 [..............................] - ETA: 6:10 - loss: 618.1761 - logits_profile_predictions_loss: 615.3052 - logcount_predictions_loss: 0.1689 8/2390 [..............................] - ETA: 6:09 - loss: 617.2088 - logits_profile_predictions_loss: 614.2503 - logcount_predictions_loss: 0.1740 9/2390 [..............................] - ETA: 6:07 - loss: 616.7904 - logits_profile_predictions_loss: 613.7577 - logcount_predictions_loss: 0.1784 10/2390 [..............................] - ETA: 6:07 - loss: 616.5134 - logits_profile_predictions_loss: 613.4098 - logcount_predictions_loss: 0.1826 11/2390 [..............................] - ETA: 6:06 - loss: 616.2520 - logits_profile_predictions_loss: 613.0987 - logcount_predictions_loss: 0.1855 12/2390 [..............................] - ETA: 6:06 - loss: 616.2457 - logits_profile_predictions_loss: 613.0511 - logcount_predictions_loss: 0.1879 13/2390 [..............................] - ETA: 6:06 - loss: 616.3408 - logits_profile_predictions_loss: 613.1163 - logcount_predictions_loss: 0.1897 14/2390 [..............................] - ETA: 6:05 - loss: 616.3226 - logits_profile_predictions_loss: 613.0759 - logcount_predictions_loss: 0.1910 15/2390 [..............................] - ETA: 6:05 - loss: 616.2057 - logits_profile_predictions_loss: 612.9368 - logcount_predictions_loss: 0.1923 16/2390 [..............................] - ETA: 6:05 - loss: 616.0142 - logits_profile_predictions_loss: 612.7259 - logcount_predictions_loss: 0.1934 17/2390 [..............................] - ETA: 6:04 - loss: 615.7641 - logits_profile_predictions_loss: 612.4472 - logcount_predictions_loss: 0.1951 18/2390 [..............................] - ETA: 6:04 - loss: 615.6742 - logits_profile_predictions_loss: 612.3303 - logcount_predictions_loss: 0.1967 19/2390 [..............................] - ETA: 6:04 - loss: 615.5466 - logits_profile_predictions_loss: 612.1733 - logcount_predictions_loss: 0.1984 20/2390 [..............................] - ETA: 6:04 - loss: 615.3219 - logits_profile_predictions_loss: 611.9264 - logcount_predictions_loss: 0.1997 21/2390 [..............................] - ETA: 6:03 - loss: 615.1611 - logits_profile_predictions_loss: 611.7474 - logcount_predictions_loss: 0.2008 22/2390 [..............................] - ETA: 6:03 - loss: 615.0694 - logits_profile_predictions_loss: 611.6398 - logcount_predictions_loss: 0.2017 23/2390 [..............................] - ETA: 6:03 - loss: 615.0393 - logits_profile_predictions_loss: 611.5978 - logcount_predictions_loss: 0.2024 24/2390 [..............................] - ETA: 6:03 - loss: 614.9988 - logits_profile_predictions_loss: 611.5463 - logcount_predictions_loss: 0.2031 25/2390 [..............................] - ETA: 6:02 - loss: 614.9764 - logits_profile_predictions_loss: 611.5143 - logcount_predictions_loss: 0.2037 26/2390 [..............................] - ETA: 6:02 - loss: 614.8931 - logits_profile_predictions_loss: 611.4243 - logcount_predictions_loss: 0.2040 27/2390 [..............................] - ETA: 6:02 - loss: 614.7669 - logits_profile_predictions_loss: 611.2902 - logcount_predictions_loss: 0.2045 28/2390 [..............................] - ETA: 6:02 - loss: 614.5730 - logits_profile_predictions_loss: 611.0894 - logcount_predictions_loss: 0.2049 29/2390 [..............................] - ETA: 6:02 - loss: 614.3889 - logits_profile_predictions_loss: 610.8985 - logcount_predictions_loss: 0.2053 30/2390 [..............................] - ETA: 6:01 - loss: 614.1960 - logits_profile_predictions_loss: 610.6964 - logcount_predictions_loss: 0.2059 31/2390 [..............................] - ETA: 6:01 - loss: 614.1302 - logits_profile_predictions_loss: 610.6220 - logcount_predictions_loss: 0.2064 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logits_profile_predictions_loss: 610.7755 - logcount_predictions_loss: 0.2082 39/2390 [..............................] - ETA: 6:00 - loss: 614.2736 - logits_profile_predictions_loss: 610.7327 - logcount_predictions_loss: 0.2083 40/2390 [..............................] - ETA: 6:00 - loss: 614.2397 - logits_profile_predictions_loss: 610.6962 - logcount_predictions_loss: 0.2084 41/2390 [..............................] - ETA: 6:00 - loss: 614.2096 - logits_profile_predictions_loss: 610.6643 - logcount_predictions_loss: 0.2085 42/2390 [..............................] - ETA: 5:59 - loss: 614.1763 - logits_profile_predictions_loss: 610.6289 - logcount_predictions_loss: 0.2087 43/2390 [..............................] - ETA: 5:59 - loss: 614.1263 - logits_profile_predictions_loss: 610.5765 - logcount_predictions_loss: 0.2088 44/2390 [..............................] - ETA: 5:59 - loss: 614.0541 - logits_profile_predictions_loss: 610.5022 - logcount_predictions_loss: 0.2089 45/2390 [..............................] - ETA: 5:59 - loss: 614.0190 - logits_profile_predictions_loss: 610.4648 - logcount_predictions_loss: 0.2091 46/2390 [..............................] - ETA: 5:59 - loss: 614.0002 - logits_profile_predictions_loss: 610.4436 - logcount_predictions_loss: 0.2092 47/2390 [..............................] - ETA: 5:59 - loss: 614.0005 - logits_profile_predictions_loss: 610.4424 - logcount_predictions_loss: 0.2093 48/2390 [..............................] - ETA: 5:58 - loss: 614.0166 - logits_profile_predictions_loss: 610.4567 - logcount_predictions_loss: 0.2094 49/2390 [..............................] - ETA: 5:58 - loss: 614.0229 - logits_profile_predictions_loss: 610.4615 - logcount_predictions_loss: 0.2095 50/2390 [..............................] - ETA: 5:58 - loss: 614.0408 - logits_profile_predictions_loss: 610.4775 - logcount_predictions_loss: 0.2096 51/2390 [..............................] - ETA: 5:58 - loss: 614.0406 - logits_profile_predictions_loss: 610.4755 - logcount_predictions_loss: 0.2097 52/2390 [..............................] - ETA: 5:58 - loss: 614.0444 - logits_profile_predictions_loss: 610.4768 - logcount_predictions_loss: 0.2099 53/2390 [..............................] - ETA: 5:58 - loss: 614.0301 - logits_profile_predictions_loss: 610.4597 - logcount_predictions_loss: 0.2100 54/2390 [..............................] - ETA: 5:58 - loss: 614.0077 - logits_profile_predictions_loss: 610.4348 - logcount_predictions_loss: 0.2102 55/2390 [..............................] - ETA: 5:58 - loss: 613.9957 - logits_profile_predictions_loss: 610.4205 - logcount_predictions_loss: 0.2103 56/2390 [..............................] - ETA: 5:58 - loss: 614.0089 - logits_profile_predictions_loss: 610.4319 - logcount_predictions_loss: 0.2104 57/2390 [..............................] - ETA: 5:57 - loss: 614.0016 - logits_profile_predictions_loss: 610.4230 - logcount_predictions_loss: 0.2105 58/2390 [..............................] - ETA: 5:57 - loss: 613.9799 - logits_profile_predictions_loss: 610.3992 - logcount_predictions_loss: 0.2106 59/2390 [..............................] - ETA: 5:57 - loss: 613.9596 - logits_profile_predictions_loss: 610.3769 - logcount_predictions_loss: 0.2107 60/2390 [..............................] - ETA: 5:57 - loss: 613.9366 - logits_profile_predictions_loss: 610.3517 - logcount_predictions_loss: 0.2109 61/2390 [..............................] - ETA: 5:57 - loss: 613.9037 - logits_profile_predictions_loss: 610.3167 - logcount_predictions_loss: 0.2110 62/2390 [..............................] - ETA: 5:57 - loss: 613.8807 - logits_profile_predictions_loss: 610.2917 - logcount_predictions_loss: 0.2111 63/2390 [..............................] - ETA: 5:56 - loss: 613.8638 - logits_profile_predictions_loss: 610.2730 - logcount_predictions_loss: 0.2112 64/2390 [..............................] - ETA: 5:56 - loss: 613.8543 - logits_profile_predictions_loss: 610.2617 - logcount_predictions_loss: 0.2113 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logits_profile_predictions_loss: 610.1718 - logcount_predictions_loss: 0.2120 72/2390 [..............................] - ETA: 5:55 - loss: 613.7756 - logits_profile_predictions_loss: 610.1695 - logcount_predictions_loss: 0.2121 73/2390 [..............................] - ETA: 5:55 - loss: 613.7823 - logits_profile_predictions_loss: 610.1739 - logcount_predictions_loss: 0.2123 74/2390 [..............................] - ETA: 5:54 - loss: 613.7904 - logits_profile_predictions_loss: 610.1795 - logcount_predictions_loss: 0.2124 75/2390 [..............................] - ETA: 5:54 - loss: 613.8008 - logits_profile_predictions_loss: 610.1876 - logcount_predictions_loss: 0.2125 76/2390 [..............................] - ETA: 5:54 - loss: 613.8075 - logits_profile_predictions_loss: 610.1921 - logcount_predictions_loss: 0.2127 77/2390 [..............................] - ETA: 5:54 - loss: 613.8136 - logits_profile_predictions_loss: 610.1961 - logcount_predictions_loss: 0.2128 78/2390 [..............................] - ETA: 5:54 - loss: 613.8180 - logits_profile_predictions_loss: 610.1980 - logcount_predictions_loss: 0.2129 79/2390 [..............................] - ETA: 5:54 - loss: 613.8302 - logits_profile_predictions_loss: 610.2078 - logcount_predictions_loss: 0.2131 80/2390 [>.............................] - ETA: 5:54 - loss: 613.8460 - logits_profile_predictions_loss: 610.2213 - logcount_predictions_loss: 0.2132 81/2390 [>.............................] - ETA: 5:53 - loss: 613.8507 - logits_profile_predictions_loss: 610.2236 - logcount_predictions_loss: 0.2134 82/2390 [>.............................] - ETA: 5:53 - loss: 613.8571 - logits_profile_predictions_loss: 610.2279 - logcount_predictions_loss: 0.2135 83/2390 [>.............................] - ETA: 5:53 - loss: 613.8548 - logits_profile_predictions_loss: 610.2235 - logcount_predictions_loss: 0.2136 84/2390 [>.............................] - ETA: 5:53 - loss: 613.8617 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:57 - loss: 619.8197 - logits_profile_predictions_loss: 616.0537 - logcount_predictions_loss: 0.2215 54/2390 [..............................] - ETA: 5:57 - loss: 619.8815 - logits_profile_predictions_loss: 616.1146 - logcount_predictions_loss: 0.2216 55/2390 [..............................] - ETA: 5:57 - loss: 619.9266 - logits_profile_predictions_loss: 616.1594 - logcount_predictions_loss: 0.2216 56/2390 [..............................] - ETA: 5:56 - loss: 619.9707 - logits_profile_predictions_loss: 616.2029 - logcount_predictions_loss: 0.2216 57/2390 [..............................] - ETA: 5:56 - loss: 620.0025 - logits_profile_predictions_loss: 616.2344 - logcount_predictions_loss: 0.2217 58/2390 [..............................] - ETA: 5:56 - loss: 620.0161 - logits_profile_predictions_loss: 616.2473 - logcount_predictions_loss: 0.2217 59/2390 [..............................] - ETA: 5:56 - loss: 620.0297 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:03 - loss: 608.5744 - logits_profile_predictions_loss: 604.6070 - logcount_predictions_loss: 0.2334 20/2390 [..............................] - ETA: 6:03 - loss: 608.4300 - logits_profile_predictions_loss: 604.4770 - logcount_predictions_loss: 0.2325 21/2390 [..............................] - ETA: 6:02 - loss: 608.4058 - logits_profile_predictions_loss: 604.4656 - logcount_predictions_loss: 0.2318 22/2390 [..............................] - ETA: 6:02 - loss: 608.4352 - logits_profile_predictions_loss: 604.5072 - logcount_predictions_loss: 0.2311 23/2390 [..............................] - ETA: 6:02 - loss: 608.3019 - logits_profile_predictions_loss: 604.3857 - logcount_predictions_loss: 0.2304 24/2390 [..............................] - ETA: 6:02 - loss: 608.0877 - logits_profile_predictions_loss: 604.1822 - logcount_predictions_loss: 0.2297 25/2390 [..............................] - ETA: 6:02 - loss: 608.0434 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:57 - loss: 607.0729 - logits_profile_predictions_loss: 603.3532 - logcount_predictions_loss: 0.2188 53/2390 [..............................] - ETA: 5:58 - loss: 607.1007 - logits_profile_predictions_loss: 603.3813 - logcount_predictions_loss: 0.2188 54/2390 [..............................] - ETA: 5:58 - loss: 607.1226 - logits_profile_predictions_loss: 603.4035 - logcount_predictions_loss: 0.2188 55/2390 [..............................] - ETA: 5:57 - loss: 607.1677 - logits_profile_predictions_loss: 603.4495 - logcount_predictions_loss: 0.2187 56/2390 [..............................] - ETA: 5:57 - loss: 607.2299 - logits_profile_predictions_loss: 603.5122 - logcount_predictions_loss: 0.2187 57/2390 [..............................] - ETA: 5:57 - loss: 607.3081 - logits_profile_predictions_loss: 603.5912 - logcount_predictions_loss: 0.2186 58/2390 [..............................] - ETA: 5:57 - loss: 607.3633 - logits_profile_predictions_loss: 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loss: 607.5986 - logits_profile_predictions_loss: 603.8899 - logcount_predictions_loss: 0.2182 66/2390 [..............................] - ETA: 5:56 - loss: 607.6657 - logits_profile_predictions_loss: 603.9583 - logcount_predictions_loss: 0.2181 67/2390 [..............................] - ETA: 5:56 - loss: 607.7191 - logits_profile_predictions_loss: 604.0128 - logcount_predictions_loss: 0.2180 68/2390 [..............................] - ETA: 5:55 - loss: 607.7942 - logits_profile_predictions_loss: 604.0894 - logcount_predictions_loss: 0.2179 69/2390 [..............................] - ETA: 5:55 - loss: 607.8724 - logits_profile_predictions_loss: 604.1692 - logcount_predictions_loss: 0.2178 70/2390 [..............................] - ETA: 5:55 - loss: 607.9348 - logits_profile_predictions_loss: 604.2334 - logcount_predictions_loss: 0.2177 71/2390 [..............................] - ETA: 5:55 - loss: 608.0003 - logits_profile_predictions_loss: 604.3009 - logcount_predictions_loss: 0.2176 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logits_profile_predictions_loss: 604.5026 - logcount_predictions_loss: 0.2169 79/2390 [..............................] - ETA: 5:54 - loss: 608.1836 - logits_profile_predictions_loss: 604.4981 - logcount_predictions_loss: 0.2168 80/2390 [>.............................] - ETA: 5:53 - loss: 608.1755 - logits_profile_predictions_loss: 604.4915 - logcount_predictions_loss: 0.2167 81/2390 [>.............................] - ETA: 5:53 - loss: 608.1684 - logits_profile_predictions_loss: 604.4858 - logcount_predictions_loss: 0.2166 82/2390 [>.............................] - ETA: 5:53 - loss: 608.1639 - logits_profile_predictions_loss: 604.4828 - logcount_predictions_loss: 0.2165 83/2390 [>.............................] - ETA: 5:53 - loss: 608.1710 - logits_profile_predictions_loss: 604.4914 - logcount_predictions_loss: 0.2164 84/2390 [>.............................] - ETA: 5:53 - loss: 608.1798 - logits_profile_predictions_loss: 604.5016 - logcount_predictions_loss: 0.2164 85/2390 [>.............................] - ETA: 5:53 - loss: 608.1862 - logits_profile_predictions_loss: 604.5094 - logcount_predictions_loss: 0.2163 86/2390 [>.............................] - ETA: 5:53 - loss: 608.1854 - logits_profile_predictions_loss: 604.5102 - logcount_predictions_loss: 0.2162 87/2390 [>.............................] - ETA: 5:52 - loss: 608.1813 - logits_profile_predictions_loss: 604.5075 - logcount_predictions_loss: 0.2161 88/2390 [>.............................] - ETA: 5:52 - loss: 608.1719 - logits_profile_predictions_loss: 604.4997 - logcount_predictions_loss: 0.2160 89/2390 [>.............................] - ETA: 5:52 - loss: 608.1560 - logits_profile_predictions_loss: 604.4855 - logcount_predictions_loss: 0.2159 90/2390 [>.............................] - ETA: 5:52 - loss: 608.1416 - logits_profile_predictions_loss: 604.4728 - logcount_predictions_loss: 0.2158 91/2390 [>.............................] - ETA: 5:52 - loss: 608.1380 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 603.8719 - logcount_predictions_loss: 0.2124 125/2390 [>.............................] - ETA: 5:47 - loss: 607.4668 - logits_profile_predictions_loss: 603.8570 - logcount_predictions_loss: 0.2123 126/2390 [>.............................] - ETA: 5:47 - loss: 607.4523 - logits_profile_predictions_loss: 603.8440 - logcount_predictions_loss: 0.2122 127/2390 [>.............................] - ETA: 5:47 - loss: 607.4398 - logits_profile_predictions_loss: 603.8331 - logcount_predictions_loss: 0.2122 128/2390 [>.............................] - ETA: 5:47 - loss: 607.4259 - logits_profile_predictions_loss: 603.8207 - logcount_predictions_loss: 0.2121 129/2390 [>.............................] - ETA: 5:47 - loss: 607.4152 - logits_profile_predictions_loss: 603.8114 - logcount_predictions_loss: 0.2120 130/2390 [>.............................] - ETA: 5:46 - loss: 607.4063 - logits_profile_predictions_loss: 603.8039 - logcount_predictions_loss: 0.2119 131/2390 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[..............................] - ETA: 6:05 - loss: 606.0063 - logits_profile_predictions_loss: 602.8963 - logcount_predictions_loss: 0.1829 16/2390 [..............................] - ETA: 6:04 - loss: 606.5311 - logits_profile_predictions_loss: 603.4140 - logcount_predictions_loss: 0.1834 17/2390 [..............................] - ETA: 6:04 - loss: 606.8506 - logits_profile_predictions_loss: 603.7327 - logcount_predictions_loss: 0.1834 18/2390 [..............................] - ETA: 6:03 - loss: 607.0963 - logits_profile_predictions_loss: 603.9761 - logcount_predictions_loss: 0.1835 19/2390 [..............................] - ETA: 6:03 - loss: 607.1464 - logits_profile_predictions_loss: 604.0251 - logcount_predictions_loss: 0.1836 20/2390 [..............................] - ETA: 6:03 - loss: 607.3585 - logits_profile_predictions_loss: 604.2344 - logcount_predictions_loss: 0.1838 21/2390 [..............................] - ETA: 6:03 - loss: 607.4500 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:58 - loss: 610.3296 - logits_profile_predictions_loss: 607.0326 - logcount_predictions_loss: 0.1939 49/2390 [..............................] - ETA: 5:58 - loss: 610.4825 - logits_profile_predictions_loss: 607.1820 - logcount_predictions_loss: 0.1941 50/2390 [..............................] - ETA: 5:57 - loss: 610.6271 - logits_profile_predictions_loss: 607.3234 - logcount_predictions_loss: 0.1943 51/2390 [..............................] - ETA: 5:57 - loss: 610.7297 - logits_profile_predictions_loss: 607.4235 - logcount_predictions_loss: 0.1945 52/2390 [..............................] - ETA: 5:57 - loss: 610.8060 - logits_profile_predictions_loss: 607.4975 - logcount_predictions_loss: 0.1946 53/2390 [..............................] - ETA: 5:57 - loss: 610.8794 - logits_profile_predictions_loss: 607.5683 - logcount_predictions_loss: 0.1948 54/2390 [..............................] - ETA: 5:57 - loss: 610.9450 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:55 - loss: 607.6549 - logits_profile_predictions_loss: 604.0262 - logcount_predictions_loss: 0.2135 78/2390 [..............................] - ETA: 5:54 - loss: 607.6275 - logits_profile_predictions_loss: 603.9995 - logcount_predictions_loss: 0.2134 79/2390 [..............................] - ETA: 5:54 - loss: 607.5915 - logits_profile_predictions_loss: 603.9643 - logcount_predictions_loss: 0.2134 80/2390 [>.............................] - ETA: 5:54 - loss: 607.5664 - logits_profile_predictions_loss: 603.9400 - logcount_predictions_loss: 0.2133 81/2390 [>.............................] - ETA: 5:54 - loss: 607.5413 - logits_profile_predictions_loss: 603.9160 - logcount_predictions_loss: 0.2133 82/2390 [>.............................] - ETA: 5:54 - loss: 607.5192 - logits_profile_predictions_loss: 603.8949 - logcount_predictions_loss: 0.2132 83/2390 [>.............................] - ETA: 5:54 - loss: 607.4850 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:46 - loss: 607.1758 - logits_profile_predictions_loss: 603.5657 - logcount_predictions_loss: 0.2124 137/2390 [>.............................] - ETA: 5:46 - loss: 607.1703 - logits_profile_predictions_loss: 603.5608 - logcount_predictions_loss: 0.2123 138/2390 [>.............................] - ETA: 5:46 - loss: 607.1674 - logits_profile_predictions_loss: 603.5584 - logcount_predictions_loss: 0.2123 139/2390 [>.............................] - ETA: 5:45 - loss: 607.1658 - logits_profile_predictions_loss: 603.5572 - logcount_predictions_loss: 0.2123 140/2390 [>.............................] - ETA: 5:45 - loss: 607.1585 - logits_profile_predictions_loss: 603.5503 - logcount_predictions_loss: 0.2122 141/2390 [>.............................] - ETA: 5:45 - loss: 607.1507 - logits_profile_predictions_loss: 603.5430 - logcount_predictions_loss: 0.2122 142/2390 [>.............................] - ETA: 5:45 - loss: 607.1446 - 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2382/2390 [============================>.] - ETA: 1s - loss: 601.4353 - logits_profile_predictions_loss: 598.2914 - logcount_predictions_loss: 0.1849 2383/2390 [============================>.] - ETA: 1s - loss: 601.4357 - logits_profile_predictions_loss: 598.2919 - logcount_predictions_loss: 0.1849 2384/2390 [============================>.] - ETA: 0s - loss: 601.4361 - logits_profile_predictions_loss: 598.2922 - logcount_predictions_loss: 0.1849 2385/2390 [============================>.] - ETA: 0s - loss: 601.4365 - logits_profile_predictions_loss: 598.2926 - logcount_predictions_loss: 0.1849 2386/2390 [============================>.] - ETA: 0s - loss: 601.4369 - logits_profile_predictions_loss: 598.2930 - logcount_predictions_loss: 0.1849 2387/2390 [============================>.] - ETA: 0s - loss: 601.4373 - logits_profile_predictions_loss: 598.2934 - logcount_predictions_loss: 0.1849 2388/2390 [============================>.] - ETA: 0s - loss: 601.4377 - logits_profile_predictions_loss: 598.2938 - logcount_predictions_loss: 0.1849 2389/2390 [============================>.] - ETA: 0s - loss: 601.4381 - logits_profile_predictions_loss: 598.2942 - logcount_predictions_loss: 0.1849 2390/2390 [==============================] - ETA: 0s - loss: 601.4385 - logits_profile_predictions_loss: 598.2945 - logcount_predictions_loss: 0.1849 2390/2390 [==============================] - 387s 162ms/step - loss: 601.4388 - logits_profile_predictions_loss: 598.2949 - logcount_predictions_loss: 0.1849 - val_loss: 717.0510 - val_logits_profile_predictions_loss: 713.5643 - val_logcount_predictions_loss: 0.2051 + +Epoch 00014: val_loss did not improve from 714.13055 +Restoring model weights from the end of the best epoch. +Epoch 00014: early stopping +save model +save model without bias +2022-10-16_23-49-52: 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/DNASE//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(41394, 10) +loading nonpeaks... +got split:test for bed regions:(40190, 10) +0/319 +100/319 +200/319 +300/319 +2022-10-16_23-54-38: 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/DNASE//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(41394, 10) +loading nonpeaks... +got split:test for bed regions:(40190, 10) +0/319 +100/319 +200/319 +300/319 +2022-10-16_23-58-56: 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/DNASE//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(41394, 10) +loading nonpeaks... +got split:test for bed regions:(40190, 10) +0/319 +100/319 +200/319 +300/319 +2022-10-17_00-02-13: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//footprints +2022-10-17_00-02-13: 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/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//footprints/corrected \ + -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ + -mo dnase_1,dnase_2 + 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: dnase_1 +TTTACAAGTCCA + 1/36 [..............................] - ETA: 4:20 3/36 [=>............................] - ETA: 11s  4/36 [==>...........................] - ETA: 14s 5/36 [===>..........................] - ETA: 15s 6/36 [====>.........................] - ETA: 15s 7/36 [====>.........................] - ETA: 16s 8/36 [=====>........................] - ETA: 15s 9/36 [======>.......................] - ETA: 15s 10/36 [=======>......................] - ETA: 15s 11/36 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[===========================>..] - ETA: 1s 35/36 [============================>.] - ETA: 0s 36/36 [==============================] - ETA: 0s 36/36 [==============================] - 23s 664ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/36 [..............................] - ETA: 0s 2/36 [>.............................] - ETA: 22s 3/36 [=>............................] - ETA: 21s 4/36 [==>...........................] - ETA: 21s 5/36 [===>..........................] - ETA: 20s 6/36 [====>.........................] - ETA: 19s 7/36 [====>.........................] - ETA: 19s 8/36 [=====>........................] - ETA: 18s 9/36 [======>.......................] - ETA: 17s 10/36 [=======>......................] - ETA: 17s 11/36 [========>.....................] - ETA: 16s 12/36 [=========>....................] - ETA: 15s 13/36 [=========>....................] - ETA: 15s 14/36 [==========>...................] - ETA: 14s 15/36 [===========>..................] - ETA: 13s 16/36 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[==============================] - ETA: 0s 36/36 [==============================] - 23s 663ms/step + 1/36 [..............................] - ETA: 0s 2/36 [>.............................] - ETA: 22s 3/36 [=>............................] - ETA: 21s 4/36 [==>...........................] - ETA: 21s 5/36 [===>..........................] - ETA: 20s 6/36 [====>.........................] - ETA: 19s 7/36 [====>.........................] - ETA: 19s 8/36 [=====>........................] - ETA: 18s 9/36 [======>.......................] - ETA: 17s 10/36 [=======>......................] - ETA: 17s 11/36 [========>.....................] - ETA: 16s 12/36 [=========>....................] - ETA: 15s 13/36 [=========>....................] - ETA: 15s 14/36 [==========>...................] - ETA: 14s 15/36 [===========>..................] - ETA: 13s 16/36 [============>.................] - ETA: 13s 17/36 [=============>................] - ETA: 12s 18/36 [==============>...............] - ETA: 11s 19/36 [==============>...............] - ETA: 11s 20/36 [===============>..............] - ETA: 10s 21/36 [================>.............] - ETA: 9s  22/36 [=================>............] - ETA: 9s 23/36 [==================>...........] - ETA: 8s 24/36 [===================>..........] - ETA: 7s 25/36 [===================>..........] - ETA: 7s 26/36 [====================>.........] - ETA: 6s 27/36 [=====================>........] - ETA: 5s 28/36 [======================>.......] - ETA: 5s 29/36 [=======================>......] - ETA: 4s 30/36 [========================>.....] - ETA: 3s 31/36 [========================>.....] - ETA: 3s 32/36 [=========================>....] - ETA: 2s 33/36 [==========================>...] - ETA: 1s 34/36 [===========================>..] - ETA: 1s 35/36 [============================>.] - ETA: 0s 36/36 [==============================] - ETA: 0s 36/36 [==============================] - 23s 663ms/step +Saving marginal footprints +2022-10-17_00-04-21: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//footprints +2022-10-17_00-04-21: 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/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_1//footprints/bias \ + -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ + -mo dnase_1,dnase_2 + 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: dnase_1 +TTTACAAGTCCA + 1/36 [..............................] - ETA: 2:15 3/36 [=>............................] - ETA: 1s  4/36 [==>...........................] - ETA: 1s 5/36 [===>..........................] - ETA: 1s 6/36 [====>.........................] - ETA: 1s 7/36 [====>.........................] - ETA: 1s 8/36 [=====>........................] - ETA: 1s 9/36 [======>.......................] - ETA: 1s 10/36 [=======>......................] - ETA: 1s 11/36 [========>.....................] - ETA: 1s 12/36 [=========>....................] - ETA: 1s 13/36 [=========>....................] - ETA: 1s 14/36 [==========>...................] - ETA: 1s 15/36 [===========>..................] - ETA: 1s 16/36 [============>.................] - ETA: 1s 17/36 [=============>................] - ETA: 1s 18/36 [==============>...............] - ETA: 0s 19/36 [==============>...............] - ETA: 0s 20/36 [===============>..............] - ETA: 0s 21/36 [================>.............] - ETA: 0s 22/36 [=================>............] - ETA: 0s 23/36 [==================>...........] - ETA: 0s 24/36 [===================>..........] - ETA: 0s 25/36 [===================>..........] - ETA: 0s 26/36 [====================>.........] - ETA: 0s 27/36 [=====================>........] - ETA: 0s 28/36 [======================>.......] - ETA: 0s 29/36 [=======================>......] - ETA: 0s 30/36 [========================>.....] - ETA: 0s 31/36 [========================>.....] - ETA: 0s 32/36 [=========================>....] - ETA: 0s 33/36 [==========================>...] - ETA: 0s 34/36 [===========================>..] - ETA: 0s 35/36 [============================>.] - ETA: 0s 36/36 [==============================] - ETA: 0s 36/36 [==============================] - 6s 62ms/step + 1/36 [..............................] - ETA: 0s 2/36 [>.............................] - ETA: 1s 3/36 [=>............................] - ETA: 1s 4/36 [==>...........................] - ETA: 1s 5/36 [===>..........................] - ETA: 1s 6/36 [====>.........................] - ETA: 1s 7/36 [====>.........................] - ETA: 1s 8/36 [=====>........................] - ETA: 1s 9/36 [======>.......................] - ETA: 1s 10/36 [=======>......................] - ETA: 1s 11/36 [========>.....................] - ETA: 1s 12/36 [=========>....................] - ETA: 1s 13/36 [=========>....................] - ETA: 1s 14/36 [==========>...................] - ETA: 1s 15/36 [===========>..................] - ETA: 1s 16/36 [============>.................] - ETA: 1s 17/36 [=============>................] - ETA: 1s 18/36 [==============>...............] - ETA: 1s 19/36 [==============>...............] - ETA: 0s 20/36 [===============>..............] - ETA: 0s 21/36 [================>.............] - ETA: 0s 22/36 [=================>............] - ETA: 0s 23/36 [==================>...........] - ETA: 0s 24/36 [===================>..........] - ETA: 0s 25/36 [===================>..........] - ETA: 0s 26/36 [====================>.........] - ETA: 0s 27/36 [=====================>........] - ETA: 0s 28/36 [======================>.......] - ETA: 0s 29/36 [=======================>......] - ETA: 0s 30/36 [========================>.....] - ETA: 0s 31/36 [========================>.....] - ETA: 0s 32/36 [=========================>....] - ETA: 0s 33/36 [==========================>...] - ETA: 0s 34/36 [===========================>..] - ETA: 0s 35/36 [============================>.] - ETA: 0s 36/36 [==============================] - ETA: 0s 36/36 [==============================] - 2s 58ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/36 [..............................] - ETA: 0s 2/36 [>.............................] - ETA: 1s 3/36 [=>............................] - ETA: 1s 4/36 [==>...........................] - ETA: 1s 5/36 [===>..........................] - ETA: 1s 6/36 [====>.........................] - ETA: 1s 7/36 [====>.........................] - ETA: 1s 8/36 [=====>........................] - ETA: 1s 9/36 [======>.......................] - ETA: 1s 10/36 [=======>......................] - ETA: 1s 11/36 [========>.....................] - ETA: 1s 12/36 [=========>....................] - ETA: 1s 13/36 [=========>....................] - ETA: 1s 14/36 [==========>...................] - ETA: 1s 15/36 [===========>..................] - ETA: 1s 16/36 [============>.................] - ETA: 1s 17/36 [=============>................] - ETA: 1s 18/36 [==============>...............] - ETA: 1s 19/36 [==============>...............] - ETA: 0s 20/36 [===============>..............] - ETA: 0s 21/36 [================>.............] - ETA: 0s 22/36 [=================>............] - ETA: 0s 23/36 [==================>...........] - ETA: 0s 24/36 [===================>..........] - ETA: 0s 25/36 [===================>..........] - ETA: 0s 26/36 [====================>.........] - ETA: 0s 27/36 [=====================>........] - ETA: 0s 28/36 [======================>.......] - ETA: 0s 29/36 [=======================>......] - ETA: 0s 30/36 [========================>.....] - ETA: 0s 31/36 [========================>.....] - ETA: 0s 32/36 [=========================>....] - ETA: 0s 33/36 [==========================>...] - ETA: 0s 34/36 [===========================>..] - ETA: 0s 35/36 [============================>.] - ETA: 0s 36/36 [==============================] - ETA: 0s 36/36 [==============================] - 2s 57ms/step + 1/36 [..............................] - ETA: 0s 2/36 [>.............................] - ETA: 1s 3/36 [=>............................] - ETA: 1s 4/36 [==>...........................] - ETA: 1s 5/36 [===>..........................] - ETA: 1s 6/36 [====>.........................] - ETA: 1s 7/36 [====>.........................] - ETA: 1s 8/36 [=====>........................] - ETA: 1s 9/36 [======>.......................] - ETA: 1s 10/36 [=======>......................] - ETA: 1s 11/36 [========>.....................] - ETA: 1s 12/36 [=========>....................] - ETA: 1s 13/36 [=========>....................] - ETA: 1s 14/36 [==========>...................] - ETA: 1s 15/36 [===========>..................] - ETA: 1s 16/36 [============>.................] - ETA: 1s 17/36 [=============>................] - ETA: 1s 18/36 [==============>...............] - ETA: 1s 19/36 [==============>...............] - ETA: 0s 20/36 [===============>..............] - ETA: 0s 21/36 [================>.............] - ETA: 0s 22/36 [=================>............] - ETA: 0s 23/36 [==================>...........] - ETA: 0s 24/36 [===================>..........] - ETA: 0s 25/36 [===================>..........] - ETA: 0s 26/36 [====================>.........] - ETA: 0s 27/36 [=====================>........] - ETA: 0s 28/36 [======================>.......] - ETA: 0s 29/36 [=======================>......] - ETA: 0s 30/36 [========================>.....] - ETA: 0s 31/36 [========================>.....] - ETA: 0s 32/36 [=========================>....] - ETA: 0s 33/36 [==========================>...] - ETA: 0s 34/36 [===========================>..] - ETA: 0s 35/36 [============================>.] - ETA: 0s 36/36 [==============================] - ETA: 0s 36/36 [==============================] - 2s 57ms/step +Saving marginal footprints