ATAC-seq ATAC_PE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json Wed Sep 21 19:35:36 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-SXM... On | 00000000:4B:00.0 Off | 0 | | N/A 36C P0 65W / 400W | 0MiB / 81920MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-09-21_19-35-36: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 125392 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 125392 Number of peaks input: 27900 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 27900 Number of non peaks input: 126970 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 126970 Number of non peaks input: 26321 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 26321 Number of peaks after removing outliers: 124010 Number of nonpeaks after removing outliers: 111667 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 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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/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '14.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(113570, 10) loading nonpeaks... got split:train for bed regions:(101026, 10) loading peaks... got split:valid for bed regions:(10440, 10) loading nonpeaks... got split:valid for bed regions:(10641, 10) Epoch 1/50 1/1952 [..............................] - ETA: 3:12:20 - loss: 485.0904 - logits_profile_predictions_loss: 417.3328 - logcount_predictions_loss: 4.8398 2/1952 [..............................] - ETA: 4:30 - loss: 5313.1136 - logits_profile_predictions_loss: 423.0089 - logcount_predictions_loss: 349.2932 3/1952 [..............................] - ETA: 4:30 - loss: 5847.3460 - logits_profile_predictions_loss: 422.5251 - logcount_predictions_loss: 387.4872 4/1952 [..............................] - ETA: 4:30 - loss: 5713.3692 - logits_profile_predictions_loss: 422.5259 - logcount_predictions_loss: 377.9174 5/1952 [..............................] - ETA: 4:30 - loss: 5434.1537 - logits_profile_predictions_loss: 417.4847 - logcount_predictions_loss: 358.3335 6/1952 [..............................] - ETA: 4:29 - loss: 5140.2278 - logits_profile_predictions_loss: 413.5706 - logcount_predictions_loss: 337.6184 7/1952 [..............................] - ETA: 4:29 - loss: 4863.6123 - logits_profile_predictions_loss: 409.8075 - logcount_predictions_loss: 318.1289 8/1952 [..............................] - ETA: 4:29 - loss: 4612.7765 - logits_profile_predictions_loss: 406.6936 - logcount_predictions_loss: 300.4345 9/1952 [..............................] - ETA: 4:29 - loss: 4387.2147 - logits_profile_predictions_loss: 403.6447 - logcount_predictions_loss: 284.5407 10/1952 [..............................] - ETA: 4:29 - loss: 4185.3640 - logits_profile_predictions_loss: 401.1948 - logcount_predictions_loss: 270.2978 11/1952 [..............................] - ETA: 4:29 - loss: 4004.3349 - logits_profile_predictions_loss: 399.2064 - logcount_predictions_loss: 257.5092 12/1952 [..............................] - ETA: 4:28 - loss: 3841.3362 - logits_profile_predictions_loss: 397.5601 - logcount_predictions_loss: 245.9840 13/1952 [..............................] - ETA: 4:28 - loss: 3693.7046 - logits_profile_predictions_loss: 395.9758 - logcount_predictions_loss: 235.5521 14/1952 [..............................] - ETA: 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1900/1952 [============================>.] - ETA: 7s - loss: 456.0982 - logits_profile_predictions_loss: 363.4494 - logcount_predictions_loss: 6.6178 1901/1952 [============================>.] - ETA: 7s - loss: 456.0585 - logits_profile_predictions_loss: 363.4456 - logcount_predictions_loss: 6.6152 1902/1952 [============================>.] - ETA: 6s - loss: 456.0188 - logits_profile_predictions_loss: 363.4419 - logcount_predictions_loss: 6.6126 1903/1952 [============================>.] - ETA: 6s - loss: 455.9792 - logits_profile_predictions_loss: 363.4381 - logcount_predictions_loss: 6.6101 1904/1952 [============================>.] - ETA: 6s - loss: 455.9396 - logits_profile_predictions_loss: 363.4343 - logcount_predictions_loss: 6.6075 1905/1952 [============================>.] - ETA: 6s - loss: 455.9000 - logits_profile_predictions_loss: 363.4306 - logcount_predictions_loss: 6.6050 1906/1952 [============================>.] - ETA: 6s - loss: 455.8605 - 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[============================>.] - ETA: 5s - loss: 455.5849 - logits_profile_predictions_loss: 363.4007 - logcount_predictions_loss: 6.5846 1914/1952 [============================>.] - ETA: 5s - loss: 455.5457 - logits_profile_predictions_loss: 363.3970 - logcount_predictions_loss: 6.5820 1915/1952 [============================>.] - ETA: 5s - loss: 455.5064 - logits_profile_predictions_loss: 363.3933 - logcount_predictions_loss: 6.5795 1916/1952 [============================>.] - ETA: 5s - loss: 455.4673 - logits_profile_predictions_loss: 363.3895 - logcount_predictions_loss: 6.5770 1917/1952 [============================>.] - ETA: 4s - loss: 455.4281 - logits_profile_predictions_loss: 363.3858 - logcount_predictions_loss: 6.5744 1918/1952 [============================>.] - ETA: 4s - loss: 455.3891 - logits_profile_predictions_loss: 363.3821 - logcount_predictions_loss: 6.5719 1919/1952 [============================>.] - ETA: 4s - loss: 455.3500 - logits_profile_predictions_loss: 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1933/1952 [============================>.] - ETA: 2s - loss: 454.8058 - logits_profile_predictions_loss: 363.3255 - logcount_predictions_loss: 6.5343 1934/1952 [============================>.] - ETA: 2s - loss: 454.7671 - logits_profile_predictions_loss: 363.3217 - logcount_predictions_loss: 6.5318 1935/1952 [============================>.] - ETA: 2s - loss: 454.7285 - logits_profile_predictions_loss: 363.3179 - logcount_predictions_loss: 6.5293 1936/1952 [============================>.] - ETA: 2s - loss: 454.6900 - logits_profile_predictions_loss: 363.3142 - logcount_predictions_loss: 6.5268 1937/1952 [============================>.] - ETA: 2s - loss: 454.6515 - logits_profile_predictions_loss: 363.3104 - logcount_predictions_loss: 6.5244 1938/1952 [============================>.] - ETA: 1s - loss: 454.6130 - logits_profile_predictions_loss: 363.3066 - logcount_predictions_loss: 6.5219 1939/1952 [============================>.] - ETA: 1s - loss: 454.5745 - 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[============================>.] - ETA: 0s - loss: 454.3062 - logits_profile_predictions_loss: 363.2765 - logcount_predictions_loss: 6.5021 1947/1952 [============================>.] - ETA: 0s - loss: 454.2681 - logits_profile_predictions_loss: 363.2727 - logcount_predictions_loss: 6.4997 1948/1952 [============================>.] - ETA: 0s - loss: 454.2299 - logits_profile_predictions_loss: 363.2690 - logcount_predictions_loss: 6.4972 1949/1952 [============================>.] - ETA: 0s - loss: 454.1918 - logits_profile_predictions_loss: 363.2652 - logcount_predictions_loss: 6.4948 1950/1952 [============================>.] - ETA: 0s - loss: 454.1537 - logits_profile_predictions_loss: 363.2615 - logcount_predictions_loss: 6.4923 1951/1952 [============================>.] - ETA: 0s - loss: 454.1157 - logits_profile_predictions_loss: 363.2578 - logcount_predictions_loss: 6.4898 1952/1952 [==============================] - ETA: 0s - loss: 454.0777 - logits_profile_predictions_loss: 363.2540 - logcount_predictions_loss: 6.4874 1952/1952 [==============================] - 291s 146ms/step - loss: 454.0397 - logits_profile_predictions_loss: 363.2503 - logcount_predictions_loss: 6.4850 - val_loss: 372.0269 - val_logits_profile_predictions_loss: 361.1584 - val_logcount_predictions_loss: 0.7763 Epoch 00001: val_loss improved from inf to 372.02695, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 2/50 1/1952 [..............................] - ETA: 5:15 - loss: 337.1769 - logits_profile_predictions_loss: 328.0153 - logcount_predictions_loss: 0.6544 2/1952 [..............................] - ETA: 4:31 - loss: 342.6213 - logits_profile_predictions_loss: 333.4596 - logcount_predictions_loss: 0.6544 3/1952 [..............................] - ETA: 4:31 - loss: 348.9008 - logits_profile_predictions_loss: 339.3836 - logcount_predictions_loss: 0.6798 4/1952 [..............................] - ETA: 4:30 - loss: 353.6144 - logits_profile_predictions_loss: 343.8810 - logcount_predictions_loss: 0.6952 5/1952 [..............................] - ETA: 4:30 - loss: 358.8544 - logits_profile_predictions_loss: 348.9215 - logcount_predictions_loss: 0.7095 6/1952 [..............................] - ETA: 4:30 - loss: 362.1641 - logits_profile_predictions_loss: 352.1442 - logcount_predictions_loss: 0.7157 7/1952 [..............................] - ETA: 4:29 - loss: 364.2700 - logits_profile_predictions_loss: 354.1557 - logcount_predictions_loss: 0.7225 8/1952 [..............................] - ETA: 4:29 - loss: 365.4600 - logits_profile_predictions_loss: 355.2938 - logcount_predictions_loss: 0.7262 9/1952 [..............................] - ETA: 4:29 - loss: 366.4337 - logits_profile_predictions_loss: 356.2600 - logcount_predictions_loss: 0.7267 10/1952 [..............................] - ETA: 4:29 - loss: 366.9318 - logits_profile_predictions_loss: 356.7606 - logcount_predictions_loss: 0.7265 11/1952 [..............................] - ETA: 4:29 - loss: 367.1886 - logits_profile_predictions_loss: 357.0248 - logcount_predictions_loss: 0.7260 12/1952 [..............................] - ETA: 4:29 - loss: 367.2006 - logits_profile_predictions_loss: 357.0432 - logcount_predictions_loss: 0.7255 13/1952 [..............................] - ETA: 4:28 - loss: 367.1217 - logits_profile_predictions_loss: 356.9587 - logcount_predictions_loss: 0.7259 14/1952 [..............................] - ETA: 4:28 - loss: 367.1945 - logits_profile_predictions_loss: 357.0206 - logcount_predictions_loss: 0.7267 15/1952 [..............................] - ETA: 4:28 - loss: 367.2426 - logits_profile_predictions_loss: 357.0634 - logcount_predictions_loss: 0.7271 16/1952 [..............................] - ETA: 4:28 - loss: 367.3340 - logits_profile_predictions_loss: 357.1488 - logcount_predictions_loss: 0.7275 17/1952 [..............................] - ETA: 4:28 - loss: 367.4208 - 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[..............................] - ETA: 4:27 - loss: 367.3498 - logits_profile_predictions_loss: 357.0467 - logcount_predictions_loss: 0.7359 25/1952 [..............................] - ETA: 4:26 - loss: 367.2472 - logits_profile_predictions_loss: 356.9290 - logcount_predictions_loss: 0.7370 26/1952 [..............................] - ETA: 4:26 - loss: 367.1270 - logits_profile_predictions_loss: 356.7995 - logcount_predictions_loss: 0.7377 27/1952 [..............................] - ETA: 4:26 - loss: 366.9717 - logits_profile_predictions_loss: 356.6305 - logcount_predictions_loss: 0.7387 28/1952 [..............................] - ETA: 4:26 - loss: 366.8574 - logits_profile_predictions_loss: 356.5056 - logcount_predictions_loss: 0.7394 29/1952 [..............................] - ETA: 4:26 - loss: 366.7907 - logits_profile_predictions_loss: 356.4275 - logcount_predictions_loss: 0.7402 30/1952 [..............................] - ETA: 4:26 - loss: 366.7437 - logits_profile_predictions_loss: 356.3747 - logcount_predictions_loss: 0.7406 31/1952 [..............................] - ETA: 4:26 - loss: 366.6939 - logits_profile_predictions_loss: 356.3174 - logcount_predictions_loss: 0.7412 32/1952 [..............................] - ETA: 4:26 - loss: 366.5940 - logits_profile_predictions_loss: 356.2129 - logcount_predictions_loss: 0.7415 33/1952 [..............................] - ETA: 4:25 - loss: 366.4924 - logits_profile_predictions_loss: 356.1079 - logcount_predictions_loss: 0.7417 34/1952 [..............................] - ETA: 4:25 - loss: 366.4053 - logits_profile_predictions_loss: 356.0164 - logcount_predictions_loss: 0.7421 35/1952 [..............................] - ETA: 4:25 - loss: 366.3248 - logits_profile_predictions_loss: 355.9319 - logcount_predictions_loss: 0.7423 36/1952 [..............................] - ETA: 4:25 - loss: 366.2018 - logits_profile_predictions_loss: 355.8042 - logcount_predictions_loss: 0.7427 37/1952 [..............................] - ETA: 4:25 - 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44/1952 [..............................] - ETA: 4:24 - loss: 365.3667 - logits_profile_predictions_loss: 354.9579 - logcount_predictions_loss: 0.7435 45/1952 [..............................] - ETA: 4:24 - loss: 365.2883 - logits_profile_predictions_loss: 354.8799 - logcount_predictions_loss: 0.7435 46/1952 [..............................] - ETA: 4:24 - loss: 365.2174 - logits_profile_predictions_loss: 354.8084 - logcount_predictions_loss: 0.7435 47/1952 [..............................] - ETA: 4:23 - loss: 365.1363 - logits_profile_predictions_loss: 354.7257 - logcount_predictions_loss: 0.7436 48/1952 [..............................] - ETA: 4:23 - loss: 365.0763 - logits_profile_predictions_loss: 354.6633 - logcount_predictions_loss: 0.7438 49/1952 [..............................] - ETA: 4:23 - loss: 365.0206 - logits_profile_predictions_loss: 354.6022 - logcount_predictions_loss: 0.7442 50/1952 [..............................] - ETA: 4:23 - loss: 364.9809 - 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[============================>.] - ETA: 1s - loss: 353.7597 - logits_profile_predictions_loss: 343.2943 - logcount_predictions_loss: 0.7475 1945/1952 [============================>.] - ETA: 0s - loss: 353.7581 - logits_profile_predictions_loss: 343.2928 - logcount_predictions_loss: 0.7475 1946/1952 [============================>.] - ETA: 0s - loss: 353.7564 - logits_profile_predictions_loss: 343.2914 - logcount_predictions_loss: 0.7475 1947/1952 [============================>.] - ETA: 0s - loss: 353.7548 - logits_profile_predictions_loss: 343.2899 - logcount_predictions_loss: 0.7475 1948/1952 [============================>.] - ETA: 0s - loss: 353.7531 - logits_profile_predictions_loss: 343.2885 - logcount_predictions_loss: 0.7475 1949/1952 [============================>.] - ETA: 0s - loss: 353.7515 - logits_profile_predictions_loss: 343.2870 - logcount_predictions_loss: 0.7475 1950/1952 [============================>.] - ETA: 0s - loss: 353.7499 - logits_profile_predictions_loss: 343.2855 - logcount_predictions_loss: 0.7474 1951/1952 [============================>.] - ETA: 0s - loss: 353.7482 - logits_profile_predictions_loss: 343.2841 - logcount_predictions_loss: 0.7474 1952/1952 [==============================] - ETA: 0s - loss: 353.7466 - logits_profile_predictions_loss: 343.2827 - logcount_predictions_loss: 0.7474 1952/1952 [==============================] - 282s 144ms/step - loss: 353.7450 - logits_profile_predictions_loss: 343.2812 - logcount_predictions_loss: 0.7474 - val_loss: 364.5201 - val_logits_profile_predictions_loss: 354.8611 - val_logcount_predictions_loss: 0.6899 Epoch 00002: val_loss improved from 372.02695 to 364.52008, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/1952 [..............................] - ETA: 5:13 - loss: 359.1329 - logits_profile_predictions_loss: 350.8327 - logcount_predictions_loss: 0.5929 2/1952 [..............................] - 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9/1952 [..............................] - ETA: 4:29 - loss: 345.7798 - logits_profile_predictions_loss: 336.8457 - logcount_predictions_loss: 0.6381 10/1952 [..............................] - ETA: 4:28 - loss: 345.6752 - logits_profile_predictions_loss: 336.6624 - logcount_predictions_loss: 0.6438 11/1952 [..............................] - ETA: 4:28 - loss: 345.7618 - logits_profile_predictions_loss: 336.6747 - logcount_predictions_loss: 0.6491 12/1952 [..............................] - ETA: 4:28 - loss: 346.2859 - logits_profile_predictions_loss: 337.1546 - logcount_predictions_loss: 0.6522 13/1952 [..............................] - ETA: 4:28 - loss: 346.7065 - logits_profile_predictions_loss: 337.5346 - logcount_predictions_loss: 0.6551 14/1952 [..............................] - ETA: 4:28 - loss: 346.8431 - logits_profile_predictions_loss: 337.6422 - logcount_predictions_loss: 0.6572 15/1952 [..............................] - ETA: 4:28 - loss: 346.7460 - 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[..............................] - ETA: 4:27 - loss: 346.3863 - logits_profile_predictions_loss: 336.9465 - logcount_predictions_loss: 0.6743 23/1952 [..............................] - ETA: 4:27 - loss: 346.5026 - logits_profile_predictions_loss: 337.0388 - logcount_predictions_loss: 0.6760 24/1952 [..............................] - ETA: 4:26 - loss: 346.5196 - logits_profile_predictions_loss: 337.0354 - logcount_predictions_loss: 0.6774 25/1952 [..............................] - ETA: 4:26 - loss: 346.5345 - logits_profile_predictions_loss: 337.0335 - logcount_predictions_loss: 0.6786 26/1952 [..............................] - ETA: 4:26 - loss: 346.5316 - logits_profile_predictions_loss: 337.0157 - logcount_predictions_loss: 0.6797 27/1952 [..............................] - ETA: 4:26 - loss: 346.5529 - logits_profile_predictions_loss: 337.0244 - logcount_predictions_loss: 0.6806 28/1952 [..............................] - ETA: 4:26 - loss: 346.5107 - logits_profile_predictions_loss: 336.9715 - logcount_predictions_loss: 0.6814 29/1952 [..............................] - ETA: 4:26 - loss: 346.4601 - logits_profile_predictions_loss: 336.9093 - logcount_predictions_loss: 0.6822 30/1952 [..............................] - ETA: 4:26 - loss: 346.4245 - logits_profile_predictions_loss: 336.8627 - logcount_predictions_loss: 0.6830 31/1952 [..............................] - ETA: 4:26 - loss: 346.3816 - logits_profile_predictions_loss: 336.8083 - logcount_predictions_loss: 0.6838 32/1952 [..............................] - ETA: 4:25 - loss: 346.3314 - logits_profile_predictions_loss: 336.7456 - logcount_predictions_loss: 0.6847 33/1952 [..............................] - ETA: 4:25 - loss: 346.3080 - logits_profile_predictions_loss: 336.7094 - logcount_predictions_loss: 0.6856 34/1952 [..............................] - ETA: 4:25 - loss: 346.2861 - logits_profile_predictions_loss: 336.6752 - logcount_predictions_loss: 0.6865 35/1952 [..............................] - ETA: 4:25 - 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[..............................] - ETA: 4:22 - loss: 346.5606 - logits_profile_predictions_loss: 336.8181 - logcount_predictions_loss: 0.6959 56/1952 [..............................] - ETA: 4:22 - loss: 346.5965 - logits_profile_predictions_loss: 336.8516 - logcount_predictions_loss: 0.6961 57/1952 [..............................] - ETA: 4:22 - loss: 346.6391 - logits_profile_predictions_loss: 336.8914 - logcount_predictions_loss: 0.6963 58/1952 [..............................] - ETA: 4:22 - loss: 346.6762 - logits_profile_predictions_loss: 336.9268 - logcount_predictions_loss: 0.6964 59/1952 [..............................] - ETA: 4:22 - loss: 346.7009 - logits_profile_predictions_loss: 336.9502 - logcount_predictions_loss: 0.6965 60/1952 [..............................] - ETA: 4:22 - loss: 346.7121 - logits_profile_predictions_loss: 336.9599 - logcount_predictions_loss: 0.6966 61/1952 [..............................] - ETA: 4:21 - loss: 346.7205 - logits_profile_predictions_loss: 336.9674 - logcount_predictions_loss: 0.6966 62/1952 [..............................] - ETA: 4:21 - loss: 346.7289 - logits_profile_predictions_loss: 336.9743 - logcount_predictions_loss: 0.6968 63/1952 [..............................] - ETA: 4:21 - loss: 346.7341 - logits_profile_predictions_loss: 336.9777 - logcount_predictions_loss: 0.6969 64/1952 [..............................] - ETA: 4:21 - loss: 346.7442 - logits_profile_predictions_loss: 336.9862 - logcount_predictions_loss: 0.6970 65/1952 [..............................] - ETA: 4:21 - loss: 346.7420 - logits_profile_predictions_loss: 336.9825 - logcount_predictions_loss: 0.6971 66/1952 [>.............................] - ETA: 4:21 - loss: 346.7417 - logits_profile_predictions_loss: 336.9810 - logcount_predictions_loss: 0.6972 67/1952 [>.............................] - ETA: 4:21 - loss: 346.7319 - logits_profile_predictions_loss: 336.9695 - logcount_predictions_loss: 0.6973 68/1952 [>.............................] - ETA: 4:21 - 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[>.............................] - ETA: 4:18 - loss: 346.4620 - logits_profile_predictions_loss: 336.6889 - logcount_predictions_loss: 0.6981 89/1952 [>.............................] - ETA: 4:18 - loss: 346.4490 - logits_profile_predictions_loss: 336.6772 - logcount_predictions_loss: 0.6980 90/1952 [>.............................] - ETA: 4:17 - loss: 346.4361 - logits_profile_predictions_loss: 336.6657 - logcount_predictions_loss: 0.6979 91/1952 [>.............................] - ETA: 4:17 - loss: 346.4209 - logits_profile_predictions_loss: 336.6516 - logcount_predictions_loss: 0.6978 92/1952 [>.............................] - ETA: 4:17 - loss: 346.4064 - logits_profile_predictions_loss: 336.6384 - logcount_predictions_loss: 0.6977 93/1952 [>.............................] - ETA: 4:17 - loss: 346.3929 - logits_profile_predictions_loss: 336.6264 - logcount_predictions_loss: 0.6976 94/1952 [>.............................] - ETA: 4:17 - loss: 346.3809 - logits_profile_predictions_loss: 336.6153 - logcount_predictions_loss: 0.6975 95/1952 [>.............................] - ETA: 4:17 - loss: 346.3771 - logits_profile_predictions_loss: 336.6124 - logcount_predictions_loss: 0.6975 96/1952 [>.............................] - ETA: 4:17 - loss: 346.3723 - logits_profile_predictions_loss: 336.6082 - logcount_predictions_loss: 0.6974 97/1952 [>.............................] - ETA: 4:17 - loss: 346.3666 - logits_profile_predictions_loss: 336.6033 - logcount_predictions_loss: 0.6974 98/1952 [>.............................] - ETA: 4:16 - loss: 346.3637 - logits_profile_predictions_loss: 336.6012 - logcount_predictions_loss: 0.6973 99/1952 [>.............................] - ETA: 4:16 - loss: 346.3594 - logits_profile_predictions_loss: 336.5978 - logcount_predictions_loss: 0.6973 100/1952 [>.............................] - ETA: 4:16 - loss: 346.3575 - logits_profile_predictions_loss: 336.5967 - logcount_predictions_loss: 0.6972 101/1952 [>.............................] - ETA: 4:16 - loss: 346.3576 - logits_profile_predictions_loss: 336.5979 - logcount_predictions_loss: 0.6971 102/1952 [>.............................] - ETA: 4:16 - loss: 346.3563 - logits_profile_predictions_loss: 336.5976 - logcount_predictions_loss: 0.6970 103/1952 [>.............................] - ETA: 4:16 - loss: 346.3591 - logits_profile_predictions_loss: 336.6016 - logcount_predictions_loss: 0.6970 104/1952 [>.............................] - ETA: 4:16 - loss: 346.3596 - logits_profile_predictions_loss: 336.6032 - logcount_predictions_loss: 0.6969 105/1952 [>.............................] - ETA: 4:15 - loss: 346.3618 - logits_profile_predictions_loss: 336.6066 - logcount_predictions_loss: 0.6968 106/1952 [>.............................] - ETA: 4:15 - loss: 346.3630 - logits_profile_predictions_loss: 336.6089 - logcount_predictions_loss: 0.6967 107/1952 [>.............................] - ETA: 4:15 - loss: 346.3636 - logits_profile_predictions_loss: 336.6105 - logcount_predictions_loss: 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[============================>.] - ETA: 1s - loss: 346.4493 - logits_profile_predictions_loss: 336.9127 - logcount_predictions_loss: 0.6812 1943/1952 [============================>.] - ETA: 1s - loss: 346.4487 - logits_profile_predictions_loss: 336.9122 - logcount_predictions_loss: 0.6812 1944/1952 [============================>.] - ETA: 1s - loss: 346.4481 - logits_profile_predictions_loss: 336.9116 - logcount_predictions_loss: 0.6812 1945/1952 [============================>.] - ETA: 0s - loss: 346.4475 - logits_profile_predictions_loss: 336.9112 - logcount_predictions_loss: 0.6811 1946/1952 [============================>.] - ETA: 0s - loss: 346.4469 - logits_profile_predictions_loss: 336.9107 - logcount_predictions_loss: 0.6811 1947/1952 [============================>.] - ETA: 0s - loss: 346.4463 - logits_profile_predictions_loss: 336.9102 - logcount_predictions_loss: 0.6811 1948/1952 [============================>.] - ETA: 0s - loss: 346.4457 - logits_profile_predictions_loss: 336.9096 - logcount_predictions_loss: 0.6811 1949/1952 [============================>.] - ETA: 0s - loss: 346.4451 - logits_profile_predictions_loss: 336.9091 - logcount_predictions_loss: 0.6811 1950/1952 [============================>.] - ETA: 0s - loss: 346.4445 - logits_profile_predictions_loss: 336.9086 - logcount_predictions_loss: 0.6811 1951/1952 [============================>.] - ETA: 0s - loss: 346.4439 - logits_profile_predictions_loss: 336.9081 - logcount_predictions_loss: 0.6811 1952/1952 [==============================] - ETA: 0s - loss: 346.4433 - logits_profile_predictions_loss: 336.9076 - logcount_predictions_loss: 0.6811 1952/1952 [==============================] - 282s 144ms/step - loss: 346.4426 - logits_profile_predictions_loss: 336.9071 - logcount_predictions_loss: 0.6811 - val_loss: 362.8799 - val_logits_profile_predictions_loss: 352.1854 - val_logcount_predictions_loss: 0.7639 Epoch 00003: val_loss improved from 364.52008 to 362.87991, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 4/50 1/1952 [..............................] - ETA: 5:22 - loss: 324.0093 - logits_profile_predictions_loss: 312.6588 - logcount_predictions_loss: 0.8107 2/1952 [..............................] - ETA: 4:35 - loss: 321.8774 - logits_profile_predictions_loss: 310.9080 - logcount_predictions_loss: 0.7835 3/1952 [..............................] - ETA: 4:32 - loss: 317.7501 - logits_profile_predictions_loss: 307.1722 - logcount_predictions_loss: 0.7556 4/1952 [..............................] - ETA: 4:31 - loss: 316.0306 - logits_profile_predictions_loss: 305.6300 - logcount_predictions_loss: 0.7429 5/1952 [..............................] - ETA: 4:30 - loss: 314.8726 - logits_profile_predictions_loss: 304.4563 - logcount_predictions_loss: 0.7440 6/1952 [..............................] - ETA: 4:30 - loss: 315.0472 - logits_profile_predictions_loss: 304.5269 - 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- logits_profile_predictions_loss: 311.9382 - logcount_predictions_loss: 0.7507 14/1952 [..............................] - ETA: 4:28 - loss: 323.1538 - logits_profile_predictions_loss: 312.6560 - logcount_predictions_loss: 0.7498 15/1952 [..............................] - ETA: 4:28 - loss: 323.8588 - logits_profile_predictions_loss: 313.3773 - logcount_predictions_loss: 0.7487 16/1952 [..............................] - ETA: 4:28 - loss: 324.7377 - logits_profile_predictions_loss: 314.2724 - logcount_predictions_loss: 0.7475 17/1952 [..............................] - ETA: 4:28 - loss: 325.6114 - logits_profile_predictions_loss: 315.1611 - logcount_predictions_loss: 0.7465 18/1952 [..............................] - ETA: 4:27 - loss: 326.4847 - logits_profile_predictions_loss: 316.0516 - logcount_predictions_loss: 0.7452 19/1952 [..............................] - ETA: 4:27 - loss: 327.3025 - logits_profile_predictions_loss: 316.8806 - logcount_predictions_loss: 0.7444 20/1952 [..............................] - ETA: 4:27 - loss: 328.0910 - logits_profile_predictions_loss: 317.6819 - logcount_predictions_loss: 0.7435 21/1952 [..............................] - ETA: 4:27 - loss: 328.9037 - logits_profile_predictions_loss: 318.5112 - logcount_predictions_loss: 0.7423 22/1952 [..............................] - ETA: 4:27 - loss: 329.6539 - logits_profile_predictions_loss: 319.2753 - logcount_predictions_loss: 0.7413 23/1952 [..............................] - ETA: 4:27 - loss: 330.3625 - logits_profile_predictions_loss: 320.0010 - logcount_predictions_loss: 0.7401 24/1952 [..............................] - ETA: 4:27 - loss: 331.0821 - logits_profile_predictions_loss: 320.7335 - logcount_predictions_loss: 0.7392 25/1952 [..............................] - ETA: 4:26 - loss: 331.7284 - logits_profile_predictions_loss: 321.3957 - logcount_predictions_loss: 0.7380 26/1952 [..............................] - ETA: 4:26 - loss: 332.3212 - logits_profile_predictions_loss: 322.0003 - logcount_predictions_loss: 0.7372 27/1952 [..............................] - ETA: 4:26 - loss: 332.8405 - logits_profile_predictions_loss: 322.5340 - logcount_predictions_loss: 0.7362 28/1952 [..............................] - ETA: 4:26 - loss: 333.3005 - logits_profile_predictions_loss: 323.0099 - logcount_predictions_loss: 0.7350 29/1952 [..............................] - ETA: 4:26 - loss: 333.7165 - logits_profile_predictions_loss: 323.4437 - logcount_predictions_loss: 0.7338 30/1952 [..............................] - ETA: 4:26 - loss: 334.0884 - logits_profile_predictions_loss: 323.8334 - logcount_predictions_loss: 0.7325 31/1952 [..............................] - ETA: 4:26 - loss: 334.4132 - logits_profile_predictions_loss: 324.1760 - logcount_predictions_loss: 0.7312 32/1952 [..............................] - ETA: 4:25 - loss: 334.6771 - logits_profile_predictions_loss: 324.4576 - logcount_predictions_loss: 0.7300 33/1952 [..............................] - ETA: 4:25 - 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1927/1952 [============================>.] - ETA: 3s - loss: 343.4442 - logits_profile_predictions_loss: 334.5846 - logcount_predictions_loss: 0.6328 1928/1952 [============================>.] - ETA: 3s - loss: 343.4433 - logits_profile_predictions_loss: 334.5838 - logcount_predictions_loss: 0.6328 1929/1952 [============================>.] - ETA: 3s - loss: 343.4425 - logits_profile_predictions_loss: 334.5830 - logcount_predictions_loss: 0.6328 1930/1952 [============================>.] - ETA: 3s - loss: 343.4416 - logits_profile_predictions_loss: 334.5823 - logcount_predictions_loss: 0.6328 1931/1952 [============================>.] - ETA: 2s - loss: 343.4408 - logits_profile_predictions_loss: 334.5815 - logcount_predictions_loss: 0.6328 1932/1952 [============================>.] - ETA: 2s - loss: 343.4399 - logits_profile_predictions_loss: 334.5807 - logcount_predictions_loss: 0.6328 1933/1952 [============================>.] - ETA: 2s - loss: 343.4391 - 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[============================>.] - ETA: 1s - loss: 343.4332 - logits_profile_predictions_loss: 334.5743 - logcount_predictions_loss: 0.6328 1941/1952 [============================>.] - ETA: 1s - loss: 343.4324 - logits_profile_predictions_loss: 334.5735 - logcount_predictions_loss: 0.6328 1942/1952 [============================>.] - ETA: 1s - loss: 343.4315 - logits_profile_predictions_loss: 334.5727 - logcount_predictions_loss: 0.6328 1943/1952 [============================>.] - ETA: 1s - loss: 343.4307 - logits_profile_predictions_loss: 334.5719 - logcount_predictions_loss: 0.6328 1944/1952 [============================>.] - ETA: 1s - loss: 343.4299 - logits_profile_predictions_loss: 334.5712 - logcount_predictions_loss: 0.6328 1945/1952 [============================>.] - ETA: 0s - loss: 343.4291 - logits_profile_predictions_loss: 334.5704 - logcount_predictions_loss: 0.6328 1946/1952 [============================>.] - ETA: 0s - loss: 343.4282 - logits_profile_predictions_loss: 334.5696 - logcount_predictions_loss: 0.6328 1947/1952 [============================>.] - ETA: 0s - loss: 343.4274 - logits_profile_predictions_loss: 334.5689 - logcount_predictions_loss: 0.6328 1948/1952 [============================>.] - ETA: 0s - loss: 343.4266 - logits_profile_predictions_loss: 334.5681 - logcount_predictions_loss: 0.6328 1949/1952 [============================>.] - ETA: 0s - loss: 343.4258 - logits_profile_predictions_loss: 334.5673 - logcount_predictions_loss: 0.6328 1950/1952 [============================>.] - ETA: 0s - loss: 343.4250 - logits_profile_predictions_loss: 334.5666 - logcount_predictions_loss: 0.6328 1951/1952 [============================>.] - ETA: 0s - loss: 343.4242 - logits_profile_predictions_loss: 334.5658 - logcount_predictions_loss: 0.6328 1952/1952 [==============================] - ETA: 0s - loss: 343.4234 - logits_profile_predictions_loss: 334.5651 - logcount_predictions_loss: 0.6328 1952/1952 [==============================] - 282s 144ms/step - loss: 343.4227 - logits_profile_predictions_loss: 334.5644 - logcount_predictions_loss: 0.6328 - val_loss: 361.2571 - val_logits_profile_predictions_loss: 350.2217 - val_logcount_predictions_loss: 0.7882 Epoch 00004: val_loss improved from 362.87991 to 361.25711, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 5/50 1/1952 [..............................] - ETA: 5:23 - loss: 348.3102 - logits_profile_predictions_loss: 337.6765 - logcount_predictions_loss: 0.7595 2/1952 [..............................] - ETA: 4:46 - loss: 346.9548 - logits_profile_predictions_loss: 336.0525 - logcount_predictions_loss: 0.7787 3/1952 [..............................] - ETA: 4:37 - loss: 345.4781 - logits_profile_predictions_loss: 334.8201 - logcount_predictions_loss: 0.7613 4/1952 [..............................] - ETA: 4:35 - loss: 345.1551 - logits_profile_predictions_loss: 334.7022 - logcount_predictions_loss: 0.7466 5/1952 [..............................] - ETA: 4:33 - loss: 344.3313 - logits_profile_predictions_loss: 334.0858 - logcount_predictions_loss: 0.7318 6/1952 [..............................] - ETA: 4:32 - loss: 343.9097 - logits_profile_predictions_loss: 333.8599 - logcount_predictions_loss: 0.7178 7/1952 [..............................] - ETA: 4:32 - loss: 343.7975 - logits_profile_predictions_loss: 333.8964 - logcount_predictions_loss: 0.7072 8/1952 [..............................] - ETA: 4:31 - loss: 343.6117 - logits_profile_predictions_loss: 333.8108 - logcount_predictions_loss: 0.7001 9/1952 [..............................] - ETA: 4:31 - loss: 343.6400 - logits_profile_predictions_loss: 333.9221 - logcount_predictions_loss: 0.6941 10/1952 [..............................] - ETA: 4:30 - loss: 343.6851 - logits_profile_predictions_loss: 334.0437 - logcount_predictions_loss: 0.6887 11/1952 [..............................] - ETA: 4:30 - loss: 343.5808 - logits_profile_predictions_loss: 333.9873 - logcount_predictions_loss: 0.6853 12/1952 [..............................] - ETA: 4:30 - loss: 343.6601 - logits_profile_predictions_loss: 334.1108 - logcount_predictions_loss: 0.6821 13/1952 [..............................] - ETA: 4:30 - loss: 343.6853 - logits_profile_predictions_loss: 334.1820 - logcount_predictions_loss: 0.6788 14/1952 [..............................] - ETA: 4:29 - loss: 343.7271 - logits_profile_predictions_loss: 334.2722 - logcount_predictions_loss: 0.6753 15/1952 [..............................] - ETA: 4:29 - loss: 343.8531 - logits_profile_predictions_loss: 334.4508 - logcount_predictions_loss: 0.6716 16/1952 [..............................] - ETA: 4:29 - loss: 343.8498 - logits_profile_predictions_loss: 334.5008 - logcount_predictions_loss: 0.6678 17/1952 [..............................] - ETA: 4:29 - loss: 343.8290 - logits_profile_predictions_loss: 334.5223 - logcount_predictions_loss: 0.6648 18/1952 [..............................] - ETA: 4:28 - loss: 343.7614 - logits_profile_predictions_loss: 334.4966 - logcount_predictions_loss: 0.6618 19/1952 [..............................] - ETA: 4:28 - loss: 343.7579 - logits_profile_predictions_loss: 334.5344 - logcount_predictions_loss: 0.6588 20/1952 [..............................] - ETA: 4:28 - loss: 343.7237 - logits_profile_predictions_loss: 334.5396 - logcount_predictions_loss: 0.6560 21/1952 [..............................] - ETA: 4:28 - loss: 343.6674 - logits_profile_predictions_loss: 334.5166 - logcount_predictions_loss: 0.6536 22/1952 [..............................] - ETA: 4:28 - loss: 343.6111 - logits_profile_predictions_loss: 334.4828 - logcount_predictions_loss: 0.6520 23/1952 [..............................] - ETA: 4:28 - loss: 343.5885 - logits_profile_predictions_loss: 334.4837 - logcount_predictions_loss: 0.6503 24/1952 [..............................] - ETA: 4:27 - loss: 343.4487 - logits_profile_predictions_loss: 334.3655 - logcount_predictions_loss: 0.6488 25/1952 [..............................] - ETA: 4:27 - loss: 343.3103 - logits_profile_predictions_loss: 334.2459 - logcount_predictions_loss: 0.6475 26/1952 [..............................] - ETA: 4:27 - loss: 343.1738 - logits_profile_predictions_loss: 334.1234 - logcount_predictions_loss: 0.6465 27/1952 [..............................] - ETA: 4:27 - loss: 343.0954 - logits_profile_predictions_loss: 334.0563 - logcount_predictions_loss: 0.6457 28/1952 [..............................] - ETA: 4:27 - loss: 343.0304 - logits_profile_predictions_loss: 334.0032 - logcount_predictions_loss: 0.6448 29/1952 [..............................] - ETA: 4:27 - loss: 342.9681 - logits_profile_predictions_loss: 333.9536 - logcount_predictions_loss: 0.6439 30/1952 [..............................] - ETA: 4:27 - loss: 342.8770 - logits_profile_predictions_loss: 333.8733 - logcount_predictions_loss: 0.6431 31/1952 [..............................] - ETA: 4:26 - 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38/1952 [..............................] - ETA: 4:25 - loss: 342.8579 - logits_profile_predictions_loss: 333.9014 - logcount_predictions_loss: 0.6397 39/1952 [..............................] - ETA: 4:25 - loss: 342.8829 - logits_profile_predictions_loss: 333.9306 - logcount_predictions_loss: 0.6394 40/1952 [..............................] - ETA: 4:25 - loss: 342.9101 - logits_profile_predictions_loss: 333.9624 - logcount_predictions_loss: 0.6391 41/1952 [..............................] - ETA: 4:25 - loss: 342.9474 - logits_profile_predictions_loss: 334.0034 - logcount_predictions_loss: 0.6389 42/1952 [..............................] - ETA: 4:25 - loss: 342.9800 - logits_profile_predictions_loss: 334.0395 - logcount_predictions_loss: 0.6386 43/1952 [..............................] - ETA: 4:24 - loss: 343.0011 - logits_profile_predictions_loss: 334.0638 - logcount_predictions_loss: 0.6384 44/1952 [..............................] - ETA: 4:24 - loss: 343.0093 - 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[..............................] - ETA: 4:23 - loss: 343.2414 - logits_profile_predictions_loss: 334.3015 - logcount_predictions_loss: 0.6386 52/1952 [..............................] - ETA: 4:23 - loss: 343.2499 - logits_profile_predictions_loss: 334.3085 - logcount_predictions_loss: 0.6387 53/1952 [..............................] - ETA: 4:23 - loss: 343.2511 - logits_profile_predictions_loss: 334.3095 - logcount_predictions_loss: 0.6387 54/1952 [..............................] - ETA: 4:23 - loss: 343.2265 - logits_profile_predictions_loss: 334.2854 - logcount_predictions_loss: 0.6387 55/1952 [..............................] - ETA: 4:23 - loss: 343.2032 - logits_profile_predictions_loss: 334.2631 - logcount_predictions_loss: 0.6386 56/1952 [..............................] - ETA: 4:23 - loss: 343.1794 - logits_profile_predictions_loss: 334.2412 - logcount_predictions_loss: 0.6384 57/1952 [..............................] - ETA: 4:22 - loss: 343.1696 - logits_profile_predictions_loss: 334.2328 - logcount_predictions_loss: 0.6383 58/1952 [..............................] - ETA: 4:22 - loss: 343.1572 - logits_profile_predictions_loss: 334.2223 - logcount_predictions_loss: 0.6382 59/1952 [..............................] - ETA: 4:22 - loss: 343.1466 - logits_profile_predictions_loss: 334.2143 - logcount_predictions_loss: 0.6380 60/1952 [..............................] - ETA: 4:22 - loss: 343.1300 - logits_profile_predictions_loss: 334.2008 - logcount_predictions_loss: 0.6378 61/1952 [..............................] - ETA: 4:22 - loss: 343.1102 - logits_profile_predictions_loss: 334.1845 - logcount_predictions_loss: 0.6375 62/1952 [..............................] - ETA: 4:22 - loss: 343.0920 - logits_profile_predictions_loss: 334.1693 - logcount_predictions_loss: 0.6373 63/1952 [..............................] - ETA: 4:22 - loss: 343.0760 - logits_profile_predictions_loss: 334.1554 - logcount_predictions_loss: 0.6372 64/1952 [..............................] - ETA: 4:21 - 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[>.............................] - ETA: 4:19 - loss: 342.7480 - logits_profile_predictions_loss: 333.8492 - logcount_predictions_loss: 0.6356 85/1952 [>.............................] - ETA: 4:18 - loss: 342.7362 - logits_profile_predictions_loss: 333.8372 - logcount_predictions_loss: 0.6356 86/1952 [>.............................] - ETA: 4:18 - loss: 342.7292 - logits_profile_predictions_loss: 333.8303 - logcount_predictions_loss: 0.6356 87/1952 [>.............................] - ETA: 4:18 - loss: 342.7230 - logits_profile_predictions_loss: 333.8244 - logcount_predictions_loss: 0.6356 88/1952 [>.............................] - ETA: 4:18 - loss: 342.7214 - logits_profile_predictions_loss: 333.8231 - logcount_predictions_loss: 0.6356 89/1952 [>.............................] - ETA: 4:18 - loss: 342.7173 - logits_profile_predictions_loss: 333.8190 - logcount_predictions_loss: 0.6356 90/1952 [>.............................] - ETA: 4:18 - loss: 342.7100 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:38 - loss: 341.4383 - logits_profile_predictions_loss: 332.7100 - logcount_predictions_loss: 0.6234 378/1952 [====>.........................] - ETA: 3:38 - loss: 341.4357 - logits_profile_predictions_loss: 332.7075 - logcount_predictions_loss: 0.6234 379/1952 [====>.........................] - ETA: 3:38 - loss: 341.4328 - logits_profile_predictions_loss: 332.7050 - logcount_predictions_loss: 0.6234 380/1952 [====>.........................] - ETA: 3:37 - loss: 341.4297 - logits_profile_predictions_loss: 332.7020 - logcount_predictions_loss: 0.6234 381/1952 [====>.........................] - ETA: 3:37 - loss: 341.4264 - logits_profile_predictions_loss: 332.6989 - logcount_predictions_loss: 0.6234 382/1952 [====>.........................] - ETA: 3:37 - loss: 341.4229 - logits_profile_predictions_loss: 332.6957 - logcount_predictions_loss: 0.6234 383/1952 [====>.........................] - ETA: 3:37 - loss: 341.4195 - 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[============================>.] - ETA: 0s - loss: 339.9463 - logits_profile_predictions_loss: 331.4579 - logcount_predictions_loss: 0.6063 1952/1952 [==============================] - ETA: 0s - loss: 339.9460 - logits_profile_predictions_loss: 331.4577 - logcount_predictions_loss: 0.6063 1952/1952 [==============================] - 282s 144ms/step - loss: 339.9457 - logits_profile_predictions_loss: 331.4574 - logcount_predictions_loss: 0.6063 - val_loss: 357.5896 - val_logits_profile_predictions_loss: 349.3299 - val_logcount_predictions_loss: 0.5900 Epoch 00005: val_loss improved from 361.25711 to 357.58957, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 6/50 1/1952 [..............................] - ETA: 5:23 - loss: 334.6674 - logits_profile_predictions_loss: 325.9928 - logcount_predictions_loss: 0.6196 2/1952 [..............................] - ETA: 4:58 - loss: 334.2486 - 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[..............................] - ETA: 4:32 - loss: 337.1486 - logits_profile_predictions_loss: 328.7849 - logcount_predictions_loss: 0.5974 10/1952 [..............................] - ETA: 4:32 - loss: 337.2922 - logits_profile_predictions_loss: 328.8584 - logcount_predictions_loss: 0.6024 11/1952 [..............................] - ETA: 4:31 - loss: 337.0780 - logits_profile_predictions_loss: 328.5995 - logcount_predictions_loss: 0.6056 12/1952 [..............................] - ETA: 4:31 - loss: 336.6437 - logits_profile_predictions_loss: 328.1346 - logcount_predictions_loss: 0.6078 13/1952 [..............................] - ETA: 4:30 - loss: 336.6600 - logits_profile_predictions_loss: 328.1037 - logcount_predictions_loss: 0.6112 14/1952 [..............................] - ETA: 4:30 - loss: 336.9577 - logits_profile_predictions_loss: 328.3514 - logcount_predictions_loss: 0.6147 15/1952 [..............................] - ETA: 4:30 - loss: 337.0412 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 337.4687 - logits_profile_predictions_loss: 329.4353 - logcount_predictions_loss: 0.5738 1943/1952 [============================>.] - ETA: 1s - loss: 337.4684 - logits_profile_predictions_loss: 329.4350 - logcount_predictions_loss: 0.5738 1944/1952 [============================>.] - ETA: 1s - loss: 337.4680 - logits_profile_predictions_loss: 329.4347 - logcount_predictions_loss: 0.5738 1945/1952 [============================>.] - ETA: 0s - loss: 337.4677 - logits_profile_predictions_loss: 329.4344 - logcount_predictions_loss: 0.5738 1946/1952 [============================>.] - ETA: 0s - loss: 337.4674 - logits_profile_predictions_loss: 329.4341 - logcount_predictions_loss: 0.5738 1947/1952 [============================>.] - ETA: 0s - loss: 337.4670 - logits_profile_predictions_loss: 329.4338 - logcount_predictions_loss: 0.5738 1948/1952 [============================>.] - ETA: 0s - loss: 337.4667 - logits_profile_predictions_loss: 329.4335 - logcount_predictions_loss: 0.5738 1949/1952 [============================>.] - ETA: 0s - loss: 337.4664 - logits_profile_predictions_loss: 329.4332 - logcount_predictions_loss: 0.5738 1950/1952 [============================>.] - ETA: 0s - loss: 337.4661 - logits_profile_predictions_loss: 329.4329 - logcount_predictions_loss: 0.5738 1951/1952 [============================>.] - ETA: 0s - loss: 337.4657 - logits_profile_predictions_loss: 329.4326 - logcount_predictions_loss: 0.5738 1952/1952 [==============================] - ETA: 0s - loss: 337.4654 - logits_profile_predictions_loss: 329.4323 - logcount_predictions_loss: 0.5738 1952/1952 [==============================] - 282s 144ms/step - loss: 337.4651 - logits_profile_predictions_loss: 329.4320 - logcount_predictions_loss: 0.5738 - val_loss: 357.2195 - val_logits_profile_predictions_loss: 349.0359 - val_logcount_predictions_loss: 0.5845 Epoch 00006: val_loss improved from 357.58957 to 357.21954, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 7/50 1/1952 [..............................] - ETA: 5:22 - loss: 315.8870 - logits_profile_predictions_loss: 307.2108 - logcount_predictions_loss: 0.6197 2/1952 [..............................] - ETA: 4:49 - loss: 312.5198 - logits_profile_predictions_loss: 304.2251 - logcount_predictions_loss: 0.5925 3/1952 [..............................] - ETA: 4:40 - loss: 309.9542 - logits_profile_predictions_loss: 301.6384 - logcount_predictions_loss: 0.5940 4/1952 [..............................] - ETA: 4:36 - loss: 309.4891 - logits_profile_predictions_loss: 301.2755 - logcount_predictions_loss: 0.5867 5/1952 [..............................] - ETA: 4:34 - loss: 310.4535 - logits_profile_predictions_loss: 302.3973 - logcount_predictions_loss: 0.5754 6/1952 [..............................] - ETA: 4:33 - loss: 311.9521 - logits_profile_predictions_loss: 303.9803 - logcount_predictions_loss: 0.5694 7/1952 [..............................] - ETA: 4:32 - loss: 313.5654 - logits_profile_predictions_loss: 305.6587 - logcount_predictions_loss: 0.5648 8/1952 [..............................] - ETA: 4:32 - loss: 314.5221 - logits_profile_predictions_loss: 306.6579 - logcount_predictions_loss: 0.5617 9/1952 [..............................] - ETA: 4:31 - loss: 315.3874 - logits_profile_predictions_loss: 307.5297 - logcount_predictions_loss: 0.5613 10/1952 [..............................] - ETA: 4:31 - loss: 316.5696 - logits_profile_predictions_loss: 308.7086 - logcount_predictions_loss: 0.5615 11/1952 [..............................] - ETA: 4:30 - loss: 317.8283 - logits_profile_predictions_loss: 309.9817 - logcount_predictions_loss: 0.5605 12/1952 [..............................] - ETA: 4:30 - loss: 319.1199 - logits_profile_predictions_loss: 311.2839 - logcount_predictions_loss: 0.5597 13/1952 [..............................] - ETA: 4:30 - loss: 320.1131 - logits_profile_predictions_loss: 312.2816 - logcount_predictions_loss: 0.5594 14/1952 [..............................] - ETA: 4:29 - loss: 321.1132 - logits_profile_predictions_loss: 313.2830 - logcount_predictions_loss: 0.5593 15/1952 [..............................] - ETA: 4:29 - loss: 322.1294 - logits_profile_predictions_loss: 314.2929 - logcount_predictions_loss: 0.5598 16/1952 [..............................] - ETA: 4:29 - loss: 322.9400 - logits_profile_predictions_loss: 315.1007 - logcount_predictions_loss: 0.5600 17/1952 [..............................] - ETA: 4:29 - loss: 323.7922 - logits_profile_predictions_loss: 315.9482 - logcount_predictions_loss: 0.5603 18/1952 [..............................] - ETA: 4:28 - loss: 324.5672 - logits_profile_predictions_loss: 316.7060 - logcount_predictions_loss: 0.5615 19/1952 [..............................] - ETA: 4:28 - loss: 325.2138 - logits_profile_predictions_loss: 317.3330 - logcount_predictions_loss: 0.5629 20/1952 [..............................] - ETA: 4:28 - loss: 325.7297 - logits_profile_predictions_loss: 317.8309 - logcount_predictions_loss: 0.5642 21/1952 [..............................] - ETA: 4:28 - loss: 326.1562 - logits_profile_predictions_loss: 318.2406 - logcount_predictions_loss: 0.5654 22/1952 [..............................] - ETA: 4:28 - loss: 326.4768 - logits_profile_predictions_loss: 318.5409 - logcount_predictions_loss: 0.5669 23/1952 [..............................] - ETA: 4:27 - loss: 326.7915 - logits_profile_predictions_loss: 318.8372 - logcount_predictions_loss: 0.5682 24/1952 [..............................] - ETA: 4:27 - loss: 327.0674 - logits_profile_predictions_loss: 319.1009 - logcount_predictions_loss: 0.5690 25/1952 [..............................] - ETA: 4:27 - loss: 327.3326 - logits_profile_predictions_loss: 319.3484 - logcount_predictions_loss: 0.5703 26/1952 [..............................] - ETA: 4:27 - loss: 327.5972 - logits_profile_predictions_loss: 319.5993 - logcount_predictions_loss: 0.5713 27/1952 [..............................] - ETA: 4:27 - loss: 327.8862 - logits_profile_predictions_loss: 319.8762 - logcount_predictions_loss: 0.5721 28/1952 [..............................] - ETA: 4:27 - loss: 328.2216 - logits_profile_predictions_loss: 320.1991 - logcount_predictions_loss: 0.5730 29/1952 [..............................] - ETA: 4:26 - loss: 328.4941 - logits_profile_predictions_loss: 320.4615 - logcount_predictions_loss: 0.5738 30/1952 [..............................] - ETA: 4:26 - loss: 328.7210 - logits_profile_predictions_loss: 320.6825 - logcount_predictions_loss: 0.5742 31/1952 [..............................] - ETA: 4:26 - loss: 328.9476 - logits_profile_predictions_loss: 320.9042 - logcount_predictions_loss: 0.5745 32/1952 [..............................] - ETA: 4:26 - loss: 329.1436 - logits_profile_predictions_loss: 321.0975 - logcount_predictions_loss: 0.5747 33/1952 [..............................] - ETA: 4:26 - 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40/1952 [..............................] - ETA: 4:25 - loss: 330.3994 - logits_profile_predictions_loss: 322.3675 - logcount_predictions_loss: 0.5737 41/1952 [..............................] - ETA: 4:25 - loss: 330.5363 - logits_profile_predictions_loss: 322.5082 - logcount_predictions_loss: 0.5734 42/1952 [..............................] - ETA: 4:25 - loss: 330.6522 - logits_profile_predictions_loss: 322.6276 - logcount_predictions_loss: 0.5732 43/1952 [..............................] - ETA: 4:24 - loss: 330.7597 - logits_profile_predictions_loss: 322.7396 - logcount_predictions_loss: 0.5729 44/1952 [..............................] - ETA: 4:24 - loss: 330.8678 - logits_profile_predictions_loss: 322.8514 - logcount_predictions_loss: 0.5726 45/1952 [..............................] - ETA: 4:24 - loss: 330.9666 - logits_profile_predictions_loss: 322.9538 - logcount_predictions_loss: 0.5723 46/1952 [..............................] - ETA: 4:24 - loss: 331.0694 - 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[..............................] - ETA: 4:23 - loss: 331.8405 - logits_profile_predictions_loss: 323.8518 - logcount_predictions_loss: 0.5706 54/1952 [..............................] - ETA: 4:23 - loss: 331.9075 - logits_profile_predictions_loss: 323.9217 - logcount_predictions_loss: 0.5704 55/1952 [..............................] - ETA: 4:23 - loss: 331.9557 - logits_profile_predictions_loss: 323.9730 - logcount_predictions_loss: 0.5702 56/1952 [..............................] - ETA: 4:23 - loss: 331.9976 - logits_profile_predictions_loss: 324.0175 - logcount_predictions_loss: 0.5700 57/1952 [..............................] - ETA: 4:22 - loss: 332.0321 - logits_profile_predictions_loss: 324.0557 - logcount_predictions_loss: 0.5697 58/1952 [..............................] - ETA: 4:22 - loss: 332.0619 - logits_profile_predictions_loss: 324.0885 - logcount_predictions_loss: 0.5695 59/1952 [..............................] - ETA: 4:22 - loss: 332.0834 - logits_profile_predictions_loss: 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[>.............................] - ETA: 4:18 - loss: 332.5091 - logits_profile_predictions_loss: 324.6215 - logcount_predictions_loss: 0.5634 87/1952 [>.............................] - ETA: 4:18 - loss: 332.5191 - logits_profile_predictions_loss: 324.6346 - logcount_predictions_loss: 0.5632 88/1952 [>.............................] - ETA: 4:18 - loss: 332.5290 - logits_profile_predictions_loss: 324.6479 - logcount_predictions_loss: 0.5629 89/1952 [>.............................] - ETA: 4:18 - loss: 332.5413 - logits_profile_predictions_loss: 324.6634 - logcount_predictions_loss: 0.5627 90/1952 [>.............................] - ETA: 4:18 - loss: 332.5541 - logits_profile_predictions_loss: 324.6792 - logcount_predictions_loss: 0.5625 91/1952 [>.............................] - ETA: 4:17 - loss: 332.5605 - logits_profile_predictions_loss: 324.6888 - logcount_predictions_loss: 0.5623 92/1952 [>.............................] - ETA: 4:17 - loss: 332.5633 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:45 - loss: 332.3220 - logits_profile_predictions_loss: 324.6687 - logcount_predictions_loss: 0.5467 328/1952 [====>.........................] - ETA: 3:44 - loss: 332.3244 - logits_profile_predictions_loss: 324.6709 - logcount_predictions_loss: 0.5467 329/1952 [====>.........................] - ETA: 3:44 - loss: 332.3269 - logits_profile_predictions_loss: 324.6730 - logcount_predictions_loss: 0.5467 330/1952 [====>.........................] - ETA: 3:44 - loss: 332.3291 - logits_profile_predictions_loss: 324.6750 - logcount_predictions_loss: 0.5467 331/1952 [====>.........................] - ETA: 3:44 - loss: 332.3314 - logits_profile_predictions_loss: 324.6772 - logcount_predictions_loss: 0.5467 332/1952 [====>.........................] - ETA: 3:44 - loss: 332.3340 - logits_profile_predictions_loss: 324.6796 - logcount_predictions_loss: 0.5467 333/1952 [====>.........................] - ETA: 3:44 - loss: 332.3370 - 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[====>.........................] - ETA: 3:43 - loss: 332.3613 - logits_profile_predictions_loss: 324.7051 - logcount_predictions_loss: 0.5469 341/1952 [====>.........................] - ETA: 3:43 - loss: 332.3656 - logits_profile_predictions_loss: 324.7092 - logcount_predictions_loss: 0.5469 342/1952 [====>.........................] - ETA: 3:42 - loss: 332.3700 - logits_profile_predictions_loss: 324.7135 - logcount_predictions_loss: 0.5469 343/1952 [====>.........................] - ETA: 3:42 - loss: 332.3744 - logits_profile_predictions_loss: 324.7177 - logcount_predictions_loss: 0.5469 344/1952 [====>.........................] - ETA: 3:42 - loss: 332.3786 - logits_profile_predictions_loss: 324.7217 - logcount_predictions_loss: 0.5469 345/1952 [====>.........................] - ETA: 3:42 - loss: 332.3830 - logits_profile_predictions_loss: 324.7260 - logcount_predictions_loss: 0.5469 346/1952 [====>.........................] - ETA: 3:42 - loss: 332.3871 - 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[====>.........................] - ETA: 3:41 - loss: 332.4192 - logits_profile_predictions_loss: 324.7607 - logcount_predictions_loss: 0.5470 354/1952 [====>.........................] - ETA: 3:41 - loss: 332.4242 - logits_profile_predictions_loss: 324.7654 - logcount_predictions_loss: 0.5471 355/1952 [====>.........................] - ETA: 3:41 - loss: 332.4286 - logits_profile_predictions_loss: 324.7697 - logcount_predictions_loss: 0.5471 356/1952 [====>.........................] - ETA: 3:41 - loss: 332.4334 - logits_profile_predictions_loss: 324.7744 - logcount_predictions_loss: 0.5471 357/1952 [====>.........................] - ETA: 3:40 - loss: 332.4382 - logits_profile_predictions_loss: 324.7790 - logcount_predictions_loss: 0.5471 358/1952 [====>.........................] - ETA: 3:40 - loss: 332.4432 - logits_profile_predictions_loss: 324.7839 - logcount_predictions_loss: 0.5471 359/1952 [====>.........................] - ETA: 3:40 - loss: 332.4484 - 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[====>.........................] - ETA: 3:39 - loss: 332.4840 - logits_profile_predictions_loss: 324.8233 - logcount_predictions_loss: 0.5472 367/1952 [====>.........................] - ETA: 3:39 - loss: 332.4887 - logits_profile_predictions_loss: 324.8279 - logcount_predictions_loss: 0.5472 368/1952 [====>.........................] - ETA: 3:39 - loss: 332.4934 - logits_profile_predictions_loss: 324.8324 - logcount_predictions_loss: 0.5472 369/1952 [====>.........................] - ETA: 3:39 - loss: 332.4984 - logits_profile_predictions_loss: 324.8372 - logcount_predictions_loss: 0.5472 370/1952 [====>.........................] - ETA: 3:39 - loss: 332.5033 - logits_profile_predictions_loss: 324.8420 - logcount_predictions_loss: 0.5472 371/1952 [====>.........................] - ETA: 3:39 - loss: 332.5082 - logits_profile_predictions_loss: 324.8468 - logcount_predictions_loss: 0.5472 372/1952 [====>.........................] - ETA: 3:38 - loss: 332.5130 - 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144ms/step - loss: 333.7555 - logits_profile_predictions_loss: 326.1100 - logcount_predictions_loss: 0.5461 - val_loss: 357.0023 - val_logits_profile_predictions_loss: 348.7603 - val_logcount_predictions_loss: 0.5887 Epoch 00007: val_loss improved from 357.21954 to 357.00232, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 8/50 1/1952 [..............................] - ETA: 5:23 - loss: 332.5578 - logits_profile_predictions_loss: 325.8595 - logcount_predictions_loss: 0.4785 2/1952 [..............................] - ETA: 4:44 - loss: 327.1442 - logits_profile_predictions_loss: 320.4290 - logcount_predictions_loss: 0.4797 3/1952 [..............................] - ETA: 4:37 - loss: 325.8456 - logits_profile_predictions_loss: 318.9867 - logcount_predictions_loss: 0.4899 4/1952 [..............................] - ETA: 4:34 - loss: 325.3616 - logits_profile_predictions_loss: 318.5405 - 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[====>.........................] - ETA: 3:36 - loss: 328.3978 - logits_profile_predictions_loss: 321.1698 - logcount_predictions_loss: 0.5163 391/1952 [=====>........................] - ETA: 3:36 - loss: 328.4033 - logits_profile_predictions_loss: 321.1752 - logcount_predictions_loss: 0.5163 392/1952 [=====>........................] - ETA: 3:36 - loss: 328.4088 - logits_profile_predictions_loss: 321.1806 - logcount_predictions_loss: 0.5163 393/1952 [=====>........................] - ETA: 3:36 - loss: 328.4143 - logits_profile_predictions_loss: 321.1860 - logcount_predictions_loss: 0.5163 394/1952 [=====>........................] - ETA: 3:35 - loss: 328.4198 - logits_profile_predictions_loss: 321.1913 - logcount_predictions_loss: 0.5163 395/1952 [=====>........................] - ETA: 3:35 - loss: 328.4255 - logits_profile_predictions_loss: 321.1969 - logcount_predictions_loss: 0.5163 396/1952 [=====>........................] - ETA: 3:35 - loss: 328.4313 - 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[=====>........................] - ETA: 3:32 - loss: 328.5315 - logits_profile_predictions_loss: 321.3004 - logcount_predictions_loss: 0.5165 417/1952 [=====>........................] - ETA: 3:32 - loss: 328.5364 - logits_profile_predictions_loss: 321.3052 - logcount_predictions_loss: 0.5165 418/1952 [=====>........................] - ETA: 3:32 - loss: 328.5414 - logits_profile_predictions_loss: 321.3102 - logcount_predictions_loss: 0.5165 419/1952 [=====>........................] - ETA: 3:32 - loss: 328.5464 - logits_profile_predictions_loss: 321.3152 - logcount_predictions_loss: 0.5165 420/1952 [=====>........................] - ETA: 3:32 - loss: 328.5512 - logits_profile_predictions_loss: 321.3199 - logcount_predictions_loss: 0.5165 421/1952 [=====>........................] - ETA: 3:32 - loss: 328.5559 - logits_profile_predictions_loss: 321.3246 - logcount_predictions_loss: 0.5165 422/1952 [=====>........................] - ETA: 3:32 - loss: 328.5607 - 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[============================>.] - ETA: 4s - loss: 331.3090 - logits_profile_predictions_loss: 324.0410 - logcount_predictions_loss: 0.5191 1919/1952 [============================>.] - ETA: 4s - loss: 331.3099 - logits_profile_predictions_loss: 324.0419 - logcount_predictions_loss: 0.5191 1920/1952 [============================>.] - ETA: 4s - loss: 331.3107 - logits_profile_predictions_loss: 324.0428 - logcount_predictions_loss: 0.5191 1921/1952 [============================>.] - ETA: 4s - loss: 331.3116 - logits_profile_predictions_loss: 324.0436 - logcount_predictions_loss: 0.5191 1922/1952 [============================>.] - ETA: 4s - loss: 331.3125 - logits_profile_predictions_loss: 324.0445 - logcount_predictions_loss: 0.5191 1923/1952 [============================>.] - ETA: 4s - loss: 331.3133 - logits_profile_predictions_loss: 324.0453 - logcount_predictions_loss: 0.5191 1924/1952 [============================>.] - ETA: 3s - loss: 331.3142 - logits_profile_predictions_loss: 324.0462 - logcount_predictions_loss: 0.5191 1925/1952 [============================>.] - ETA: 3s - loss: 331.3150 - logits_profile_predictions_loss: 324.0471 - logcount_predictions_loss: 0.5191 1926/1952 [============================>.] - ETA: 3s - loss: 331.3159 - logits_profile_predictions_loss: 324.0480 - logcount_predictions_loss: 0.5191 1927/1952 [============================>.] - ETA: 3s - loss: 331.3168 - logits_profile_predictions_loss: 324.0488 - logcount_predictions_loss: 0.5191 1928/1952 [============================>.] - ETA: 3s - loss: 331.3176 - logits_profile_predictions_loss: 324.0497 - logcount_predictions_loss: 0.5191 1929/1952 [============================>.] - ETA: 3s - loss: 331.3185 - logits_profile_predictions_loss: 324.0505 - logcount_predictions_loss: 0.5191 1930/1952 [============================>.] - ETA: 3s - loss: 331.3194 - logits_profile_predictions_loss: 324.0514 - logcount_predictions_loss: 0.5191 1931/1952 [============================>.] - ETA: 2s - loss: 331.3202 - logits_profile_predictions_loss: 324.0522 - logcount_predictions_loss: 0.5191 1932/1952 [============================>.] - ETA: 2s - loss: 331.3210 - logits_profile_predictions_loss: 324.0531 - logcount_predictions_loss: 0.5191 1933/1952 [============================>.] - ETA: 2s - loss: 331.3219 - logits_profile_predictions_loss: 324.0539 - logcount_predictions_loss: 0.5191 1934/1952 [============================>.] - ETA: 2s - loss: 331.3227 - logits_profile_predictions_loss: 324.0548 - logcount_predictions_loss: 0.5191 1935/1952 [============================>.] - ETA: 2s - loss: 331.3236 - logits_profile_predictions_loss: 324.0556 - logcount_predictions_loss: 0.5191 1936/1952 [============================>.] - ETA: 2s - loss: 331.3244 - logits_profile_predictions_loss: 324.0564 - logcount_predictions_loss: 0.5191 1937/1952 [============================>.] - ETA: 2s - loss: 331.3252 - logits_profile_predictions_loss: 324.0573 - logcount_predictions_loss: 0.5191 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logits_profile_predictions_loss: 324.0631 - logcount_predictions_loss: 0.5191 1945/1952 [============================>.] - ETA: 0s - loss: 331.3318 - logits_profile_predictions_loss: 324.0639 - logcount_predictions_loss: 0.5191 1946/1952 [============================>.] - ETA: 0s - loss: 331.3327 - logits_profile_predictions_loss: 324.0647 - logcount_predictions_loss: 0.5191 1947/1952 [============================>.] - ETA: 0s - loss: 331.3335 - logits_profile_predictions_loss: 324.0656 - logcount_predictions_loss: 0.5191 1948/1952 [============================>.] - ETA: 0s - loss: 331.3343 - logits_profile_predictions_loss: 324.0664 - logcount_predictions_loss: 0.5191 1949/1952 [============================>.] - ETA: 0s - loss: 331.3351 - logits_profile_predictions_loss: 324.0672 - logcount_predictions_loss: 0.5191 1950/1952 [============================>.] - ETA: 0s - loss: 331.3360 - logits_profile_predictions_loss: 324.0680 - logcount_predictions_loss: 0.5191 1951/1952 [============================>.] - ETA: 0s - loss: 331.3368 - logits_profile_predictions_loss: 324.0688 - logcount_predictions_loss: 0.5191 1952/1952 [==============================] - ETA: 0s - loss: 331.3376 - logits_profile_predictions_loss: 324.0696 - logcount_predictions_loss: 0.5191 1952/1952 [==============================] - 282s 144ms/step - loss: 331.3384 - logits_profile_predictions_loss: 324.0705 - logcount_predictions_loss: 0.5191 - val_loss: 358.1219 - val_logits_profile_predictions_loss: 348.6635 - val_logcount_predictions_loss: 0.6756 Epoch 00008: val_loss did not improve from 357.00232 Epoch 9/50 1/1952 [..............................] - ETA: 5:13 - loss: 339.6849 - logits_profile_predictions_loss: 333.8609 - logcount_predictions_loss: 0.4160 2/1952 [..............................] - ETA: 4:29 - loss: 337.8039 - logits_profile_predictions_loss: 332.1109 - logcount_predictions_loss: 0.4066 3/1952 [..............................] - ETA: 4:29 - loss: 336.2853 - logits_profile_predictions_loss: 330.4741 - logcount_predictions_loss: 0.4151 4/1952 [..............................] - ETA: 4:29 - loss: 336.0333 - logits_profile_predictions_loss: 330.1756 - logcount_predictions_loss: 0.4184 5/1952 [..............................] - ETA: 4:29 - loss: 335.0681 - logits_profile_predictions_loss: 329.0111 - logcount_predictions_loss: 0.4326 6/1952 [..............................] - ETA: 4:29 - loss: 334.5485 - logits_profile_predictions_loss: 328.2954 - logcount_predictions_loss: 0.4466 7/1952 [..............................] - ETA: 4:29 - loss: 334.0983 - logits_profile_predictions_loss: 327.7269 - logcount_predictions_loss: 0.4551 8/1952 [..............................] - ETA: 4:28 - loss: 333.9380 - logits_profile_predictions_loss: 327.5103 - logcount_predictions_loss: 0.4591 9/1952 [..............................] - ETA: 4:28 - loss: 334.4013 - logits_profile_predictions_loss: 327.8877 - logcount_predictions_loss: 0.4653 10/1952 [..............................] - ETA: 4:28 - loss: 335.3922 - logits_profile_predictions_loss: 328.8266 - logcount_predictions_loss: 0.4690 11/1952 [..............................] - ETA: 4:28 - loss: 335.9263 - logits_profile_predictions_loss: 329.3375 - logcount_predictions_loss: 0.4706 12/1952 [..............................] - ETA: 4:28 - loss: 336.1497 - logits_profile_predictions_loss: 329.5414 - logcount_predictions_loss: 0.4720 13/1952 [..............................] - ETA: 4:28 - loss: 336.4767 - logits_profile_predictions_loss: 329.8384 - logcount_predictions_loss: 0.4742 14/1952 [..............................] - ETA: 4:28 - loss: 336.7306 - logits_profile_predictions_loss: 330.0602 - logcount_predictions_loss: 0.4765 15/1952 [..............................] - ETA: 4:28 - loss: 336.9981 - logits_profile_predictions_loss: 330.3022 - logcount_predictions_loss: 0.4783 16/1952 [..............................] - ETA: 4:27 - loss: 337.1719 - logits_profile_predictions_loss: 330.4564 - logcount_predictions_loss: 0.4797 17/1952 [..............................] - ETA: 4:27 - loss: 337.1905 - logits_profile_predictions_loss: 330.4600 - logcount_predictions_loss: 0.4808 18/1952 [..............................] - ETA: 4:27 - loss: 337.1318 - logits_profile_predictions_loss: 330.3811 - logcount_predictions_loss: 0.4822 19/1952 [..............................] - ETA: 4:27 - loss: 337.0885 - logits_profile_predictions_loss: 330.3185 - logcount_predictions_loss: 0.4836 20/1952 [..............................] - ETA: 4:27 - loss: 337.0227 - logits_profile_predictions_loss: 330.2321 - logcount_predictions_loss: 0.4850 21/1952 [..............................] - ETA: 4:27 - loss: 336.9311 - logits_profile_predictions_loss: 330.1250 - logcount_predictions_loss: 0.4861 22/1952 [..............................] - ETA: 4:27 - loss: 336.8508 - logits_profile_predictions_loss: 330.0322 - logcount_predictions_loss: 0.4870 23/1952 [..............................] - ETA: 4:27 - 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[..............................] - ETA: 4:24 - loss: 335.9668 - logits_profile_predictions_loss: 329.1059 - logcount_predictions_loss: 0.4901 44/1952 [..............................] - ETA: 4:24 - loss: 335.9903 - logits_profile_predictions_loss: 329.1300 - logcount_predictions_loss: 0.4900 45/1952 [..............................] - ETA: 4:23 - loss: 336.0236 - logits_profile_predictions_loss: 329.1632 - logcount_predictions_loss: 0.4900 46/1952 [..............................] - ETA: 4:23 - loss: 336.0585 - logits_profile_predictions_loss: 329.1988 - logcount_predictions_loss: 0.4900 47/1952 [..............................] - ETA: 4:23 - loss: 336.0874 - logits_profile_predictions_loss: 329.2285 - logcount_predictions_loss: 0.4899 48/1952 [..............................] - ETA: 4:23 - loss: 336.1068 - logits_profile_predictions_loss: 329.2481 - logcount_predictions_loss: 0.4899 49/1952 [..............................] - ETA: 4:23 - loss: 336.1139 - logits_profile_predictions_loss: 329.2546 - logcount_predictions_loss: 0.4900 50/1952 [..............................] - ETA: 4:23 - loss: 336.1107 - logits_profile_predictions_loss: 329.2519 - logcount_predictions_loss: 0.4899 51/1952 [..............................] - ETA: 4:23 - loss: 336.1217 - logits_profile_predictions_loss: 329.2639 - logcount_predictions_loss: 0.4898 52/1952 [..............................] - ETA: 4:22 - loss: 336.1345 - logits_profile_predictions_loss: 329.2771 - logcount_predictions_loss: 0.4898 53/1952 [..............................] - ETA: 4:22 - loss: 336.1399 - logits_profile_predictions_loss: 329.2824 - logcount_predictions_loss: 0.4898 54/1952 [..............................] - ETA: 4:22 - loss: 336.1560 - logits_profile_predictions_loss: 329.2988 - logcount_predictions_loss: 0.4898 55/1952 [..............................] - ETA: 4:22 - loss: 336.1653 - logits_profile_predictions_loss: 329.3087 - logcount_predictions_loss: 0.4898 56/1952 [..............................] - ETA: 4:22 - 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63/1952 [..............................] - ETA: 4:21 - loss: 336.0444 - logits_profile_predictions_loss: 329.1904 - logcount_predictions_loss: 0.4896 64/1952 [..............................] - ETA: 4:21 - loss: 336.0293 - logits_profile_predictions_loss: 329.1762 - logcount_predictions_loss: 0.4895 65/1952 [..............................] - ETA: 4:21 - loss: 336.0126 - logits_profile_predictions_loss: 329.1603 - logcount_predictions_loss: 0.4894 66/1952 [>.............................] - ETA: 4:21 - loss: 336.0024 - logits_profile_predictions_loss: 329.1509 - logcount_predictions_loss: 0.4894 67/1952 [>.............................] - ETA: 4:20 - loss: 335.9964 - logits_profile_predictions_loss: 329.1458 - logcount_predictions_loss: 0.4893 68/1952 [>.............................] - ETA: 4:20 - loss: 335.9856 - logits_profile_predictions_loss: 329.1355 - logcount_predictions_loss: 0.4893 69/1952 [>.............................] - ETA: 4:20 - loss: 335.9652 - 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[>.............................] - ETA: 4:19 - loss: 335.8725 - logits_profile_predictions_loss: 329.0251 - logcount_predictions_loss: 0.4891 77/1952 [>.............................] - ETA: 4:19 - loss: 335.8547 - logits_profile_predictions_loss: 329.0077 - logcount_predictions_loss: 0.4891 78/1952 [>.............................] - ETA: 4:19 - loss: 335.8349 - logits_profile_predictions_loss: 328.9883 - logcount_predictions_loss: 0.4890 79/1952 [>.............................] - ETA: 4:19 - loss: 335.8122 - logits_profile_predictions_loss: 328.9659 - logcount_predictions_loss: 0.4890 80/1952 [>.............................] - ETA: 4:19 - loss: 335.7879 - logits_profile_predictions_loss: 328.9418 - logcount_predictions_loss: 0.4890 81/1952 [>.............................] - ETA: 4:19 - loss: 335.7623 - logits_profile_predictions_loss: 328.9165 - logcount_predictions_loss: 0.4890 82/1952 [>.............................] - ETA: 4:18 - loss: 335.7337 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:44 - loss: 332.5531 - logits_profile_predictions_loss: 325.7463 - logcount_predictions_loss: 0.4862 331/1952 [====>.........................] - ETA: 3:44 - loss: 332.5511 - logits_profile_predictions_loss: 325.7440 - logcount_predictions_loss: 0.4862 332/1952 [====>.........................] - ETA: 3:44 - loss: 332.5493 - logits_profile_predictions_loss: 325.7419 - logcount_predictions_loss: 0.4862 333/1952 [====>.........................] - ETA: 3:44 - loss: 332.5477 - logits_profile_predictions_loss: 325.7399 - logcount_predictions_loss: 0.4863 334/1952 [====>.........................] - ETA: 3:44 - loss: 332.5459 - logits_profile_predictions_loss: 325.7378 - logcount_predictions_loss: 0.4863 335/1952 [====>.........................] - ETA: 3:44 - loss: 332.5443 - logits_profile_predictions_loss: 325.7359 - logcount_predictions_loss: 0.4863 336/1952 [====>.........................] - ETA: 3:43 - loss: 332.5427 - 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[====>.........................] - ETA: 3:41 - loss: 332.5282 - logits_profile_predictions_loss: 325.7130 - logcount_predictions_loss: 0.4868 357/1952 [====>.........................] - ETA: 3:41 - loss: 332.5281 - logits_profile_predictions_loss: 325.7126 - logcount_predictions_loss: 0.4868 358/1952 [====>.........................] - ETA: 3:40 - loss: 332.5283 - logits_profile_predictions_loss: 325.7126 - logcount_predictions_loss: 0.4868 359/1952 [====>.........................] - ETA: 3:40 - loss: 332.5285 - logits_profile_predictions_loss: 325.7125 - logcount_predictions_loss: 0.4869 360/1952 [====>.........................] - ETA: 3:40 - loss: 332.5282 - logits_profile_predictions_loss: 325.7119 - logcount_predictions_loss: 0.4869 361/1952 [====>.........................] - ETA: 3:40 - loss: 332.5280 - logits_profile_predictions_loss: 325.7114 - logcount_predictions_loss: 0.4869 362/1952 [====>.........................] - ETA: 3:40 - loss: 332.5274 - 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324.9584 - logcount_predictions_loss: 0.4930 1950/1952 [============================>.] - ETA: 0s - loss: 331.8602 - logits_profile_predictions_loss: 324.9582 - logcount_predictions_loss: 0.4930 1951/1952 [============================>.] - ETA: 0s - loss: 331.8600 - logits_profile_predictions_loss: 324.9580 - logcount_predictions_loss: 0.4930 1952/1952 [==============================] - ETA: 0s - loss: 331.8598 - logits_profile_predictions_loss: 324.9578 - logcount_predictions_loss: 0.4930 1952/1952 [==============================] - 282s 144ms/step - loss: 331.8596 - logits_profile_predictions_loss: 324.9576 - logcount_predictions_loss: 0.4930 - val_loss: 356.7073 - val_logits_profile_predictions_loss: 348.5248 - val_logcount_predictions_loss: 0.5845 Epoch 00009: val_loss improved from 357.00232 to 356.70731, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 10/50 1/1952 [..............................] 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[====>.........................] - ETA: 3:41 - loss: 333.1168 - logits_profile_predictions_loss: 326.6455 - logcount_predictions_loss: 0.4622 355/1952 [====>.........................] - ETA: 3:41 - loss: 333.1140 - logits_profile_predictions_loss: 326.6426 - logcount_predictions_loss: 0.4623 356/1952 [====>.........................] - ETA: 3:41 - loss: 333.1112 - logits_profile_predictions_loss: 326.6395 - logcount_predictions_loss: 0.4623 357/1952 [====>.........................] - ETA: 3:40 - loss: 333.1085 - logits_profile_predictions_loss: 326.6366 - logcount_predictions_loss: 0.4623 358/1952 [====>.........................] - ETA: 3:40 - loss: 333.1058 - logits_profile_predictions_loss: 326.6337 - logcount_predictions_loss: 0.4623 359/1952 [====>.........................] - ETA: 3:40 - loss: 333.1029 - logits_profile_predictions_loss: 326.6307 - logcount_predictions_loss: 0.4623 360/1952 [====>.........................] - ETA: 3:40 - loss: 333.0999 - 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[====>.........................] - ETA: 3:39 - loss: 333.0784 - logits_profile_predictions_loss: 326.6045 - logcount_predictions_loss: 0.4624 368/1952 [====>.........................] - ETA: 3:39 - loss: 333.0756 - logits_profile_predictions_loss: 326.6015 - logcount_predictions_loss: 0.4624 369/1952 [====>.........................] - ETA: 3:39 - loss: 333.0731 - logits_profile_predictions_loss: 326.5987 - logcount_predictions_loss: 0.4625 370/1952 [====>.........................] - ETA: 3:39 - loss: 333.0706 - logits_profile_predictions_loss: 326.5959 - logcount_predictions_loss: 0.4625 371/1952 [====>.........................] - ETA: 3:39 - loss: 333.0682 - logits_profile_predictions_loss: 326.5933 - logcount_predictions_loss: 0.4625 372/1952 [====>.........................] - ETA: 3:38 - loss: 333.0660 - logits_profile_predictions_loss: 326.5909 - logcount_predictions_loss: 0.4625 373/1952 [====>.........................] - ETA: 3:38 - loss: 333.0639 - 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[====>.........................] - ETA: 3:37 - loss: 333.0502 - logits_profile_predictions_loss: 326.5732 - logcount_predictions_loss: 0.4627 381/1952 [====>.........................] - ETA: 3:37 - loss: 333.0481 - logits_profile_predictions_loss: 326.5708 - logcount_predictions_loss: 0.4627 382/1952 [====>.........................] - ETA: 3:37 - loss: 333.0460 - logits_profile_predictions_loss: 326.5685 - logcount_predictions_loss: 0.4627 383/1952 [====>.........................] - ETA: 3:37 - loss: 333.0437 - logits_profile_predictions_loss: 326.5659 - logcount_predictions_loss: 0.4627 384/1952 [====>.........................] - ETA: 3:37 - loss: 333.0414 - logits_profile_predictions_loss: 326.5635 - logcount_predictions_loss: 0.4627 385/1952 [====>.........................] - ETA: 3:37 - loss: 333.0392 - logits_profile_predictions_loss: 326.5610 - logcount_predictions_loss: 0.4627 386/1952 [====>.........................] - ETA: 3:36 - loss: 333.0372 - 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[=====>........................] - ETA: 3:35 - loss: 333.0230 - logits_profile_predictions_loss: 326.5433 - logcount_predictions_loss: 0.4628 394/1952 [=====>........................] - ETA: 3:35 - loss: 333.0205 - logits_profile_predictions_loss: 326.5406 - logcount_predictions_loss: 0.4629 395/1952 [=====>........................] - ETA: 3:35 - loss: 333.0179 - logits_profile_predictions_loss: 326.5378 - logcount_predictions_loss: 0.4629 396/1952 [=====>........................] - ETA: 3:35 - loss: 333.0153 - logits_profile_predictions_loss: 326.5351 - logcount_predictions_loss: 0.4629 397/1952 [=====>........................] - ETA: 3:35 - loss: 333.0130 - logits_profile_predictions_loss: 326.5325 - logcount_predictions_loss: 0.4629 398/1952 [=====>........................] - ETA: 3:35 - loss: 333.0103 - logits_profile_predictions_loss: 326.5296 - logcount_predictions_loss: 0.4629 399/1952 [=====>........................] - ETA: 3:35 - loss: 333.0076 - 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[=====>........................] - ETA: 3:34 - loss: 332.9869 - logits_profile_predictions_loss: 326.5047 - logcount_predictions_loss: 0.4630 407/1952 [=====>........................] - ETA: 3:34 - loss: 332.9838 - logits_profile_predictions_loss: 326.5014 - logcount_predictions_loss: 0.4630 408/1952 [=====>........................] - ETA: 3:33 - loss: 332.9805 - logits_profile_predictions_loss: 326.4980 - logcount_predictions_loss: 0.4630 409/1952 [=====>........................] - ETA: 3:33 - loss: 332.9773 - logits_profile_predictions_loss: 326.4945 - logcount_predictions_loss: 0.4631 410/1952 [=====>........................] - ETA: 3:33 - loss: 332.9740 - logits_profile_predictions_loss: 326.4911 - logcount_predictions_loss: 0.4631 411/1952 [=====>........................] - ETA: 3:33 - loss: 332.9708 - logits_profile_predictions_loss: 326.4877 - logcount_predictions_loss: 0.4631 412/1952 [=====>........................] - ETA: 3:33 - loss: 332.9677 - 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[=====>........................] - ETA: 3:32 - loss: 332.9430 - logits_profile_predictions_loss: 326.4588 - logcount_predictions_loss: 0.4632 420/1952 [=====>........................] - ETA: 3:32 - loss: 332.9393 - logits_profile_predictions_loss: 326.4549 - logcount_predictions_loss: 0.4632 421/1952 [=====>........................] - ETA: 3:32 - loss: 332.9354 - logits_profile_predictions_loss: 326.4509 - logcount_predictions_loss: 0.4632 422/1952 [=====>........................] - ETA: 3:31 - loss: 332.9316 - logits_profile_predictions_loss: 326.4470 - logcount_predictions_loss: 0.4632 423/1952 [=====>........................] - ETA: 3:31 - loss: 332.9278 - logits_profile_predictions_loss: 326.4431 - logcount_predictions_loss: 0.4632 424/1952 [=====>........................] - ETA: 3:31 - loss: 332.9241 - logits_profile_predictions_loss: 326.4392 - logcount_predictions_loss: 0.4632 425/1952 [=====>........................] - ETA: 3:31 - loss: 332.9204 - 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[=====>........................] - ETA: 3:30 - loss: 332.8946 - logits_profile_predictions_loss: 326.4087 - logcount_predictions_loss: 0.4633 433/1952 [=====>........................] - ETA: 3:30 - loss: 332.8906 - logits_profile_predictions_loss: 326.4046 - logcount_predictions_loss: 0.4633 434/1952 [=====>........................] - ETA: 3:30 - loss: 332.8867 - logits_profile_predictions_loss: 326.4007 - logcount_predictions_loss: 0.4633 435/1952 [=====>........................] - ETA: 3:30 - loss: 332.8828 - logits_profile_predictions_loss: 326.3967 - logcount_predictions_loss: 0.4633 436/1952 [=====>........................] - ETA: 3:30 - loss: 332.8788 - logits_profile_predictions_loss: 326.3927 - logcount_predictions_loss: 0.4633 437/1952 [=====>........................] - ETA: 3:29 - loss: 332.8749 - logits_profile_predictions_loss: 326.3886 - logcount_predictions_loss: 0.4633 438/1952 [=====>........................] - ETA: 3:29 - loss: 332.8710 - 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[============================>.] - ETA: 6s - loss: 331.0957 - logits_profile_predictions_loss: 324.5732 - logcount_predictions_loss: 0.4659 1909/1952 [============================>.] - ETA: 5s - loss: 331.0950 - logits_profile_predictions_loss: 324.5725 - logcount_predictions_loss: 0.4659 1910/1952 [============================>.] - ETA: 5s - loss: 331.0943 - logits_profile_predictions_loss: 324.5718 - logcount_predictions_loss: 0.4659 1911/1952 [============================>.] - ETA: 5s - loss: 331.0936 - logits_profile_predictions_loss: 324.5711 - logcount_predictions_loss: 0.4659 1912/1952 [============================>.] - ETA: 5s - loss: 331.0930 - logits_profile_predictions_loss: 324.5704 - logcount_predictions_loss: 0.4659 1913/1952 [============================>.] - ETA: 5s - loss: 331.0923 - logits_profile_predictions_loss: 324.5697 - logcount_predictions_loss: 0.4659 1914/1952 [============================>.] - ETA: 5s - loss: 331.0916 - logits_profile_predictions_loss: 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1928/1952 [============================>.] - ETA: 3s - loss: 331.0821 - logits_profile_predictions_loss: 324.5591 - logcount_predictions_loss: 0.4659 1929/1952 [============================>.] - ETA: 3s - loss: 331.0814 - logits_profile_predictions_loss: 324.5584 - logcount_predictions_loss: 0.4659 1930/1952 [============================>.] - ETA: 3s - loss: 331.0807 - logits_profile_predictions_loss: 324.5577 - logcount_predictions_loss: 0.4660 1931/1952 [============================>.] - ETA: 2s - loss: 331.0800 - logits_profile_predictions_loss: 324.5570 - logcount_predictions_loss: 0.4660 1932/1952 [============================>.] - ETA: 2s - loss: 331.0793 - logits_profile_predictions_loss: 324.5563 - logcount_predictions_loss: 0.4660 1933/1952 [============================>.] - ETA: 2s - loss: 331.0787 - logits_profile_predictions_loss: 324.5556 - logcount_predictions_loss: 0.4660 1934/1952 [============================>.] - ETA: 2s - loss: 331.0780 - logits_profile_predictions_loss: 324.5549 - logcount_predictions_loss: 0.4660 1935/1952 [============================>.] - ETA: 2s - loss: 331.0773 - logits_profile_predictions_loss: 324.5542 - logcount_predictions_loss: 0.4660 1936/1952 [============================>.] - ETA: 2s - loss: 331.0766 - logits_profile_predictions_loss: 324.5535 - logcount_predictions_loss: 0.4660 1937/1952 [============================>.] - ETA: 2s - loss: 331.0759 - logits_profile_predictions_loss: 324.5528 - logcount_predictions_loss: 0.4660 1938/1952 [============================>.] - ETA: 1s - loss: 331.0752 - logits_profile_predictions_loss: 324.5521 - logcount_predictions_loss: 0.4660 1939/1952 [============================>.] - ETA: 1s - loss: 331.0746 - logits_profile_predictions_loss: 324.5514 - logcount_predictions_loss: 0.4660 1940/1952 [============================>.] - ETA: 1s - loss: 331.0739 - logits_profile_predictions_loss: 324.5507 - logcount_predictions_loss: 0.4660 1941/1952 [============================>.] - ETA: 1s - loss: 331.0732 - logits_profile_predictions_loss: 324.5500 - logcount_predictions_loss: 0.4660 1942/1952 [============================>.] - ETA: 1s - loss: 331.0725 - logits_profile_predictions_loss: 324.5493 - logcount_predictions_loss: 0.4660 1943/1952 [============================>.] - ETA: 1s - loss: 331.0718 - logits_profile_predictions_loss: 324.5485 - logcount_predictions_loss: 0.4660 1944/1952 [============================>.] - ETA: 1s - loss: 331.0711 - logits_profile_predictions_loss: 324.5478 - logcount_predictions_loss: 0.4660 1945/1952 [============================>.] - ETA: 0s - loss: 331.0704 - logits_profile_predictions_loss: 324.5471 - logcount_predictions_loss: 0.4660 1946/1952 [============================>.] - ETA: 0s - loss: 331.0698 - logits_profile_predictions_loss: 324.5464 - logcount_predictions_loss: 0.4660 1947/1952 [============================>.] - ETA: 0s - loss: 331.0691 - logits_profile_predictions_loss: 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val_logits_profile_predictions_loss: 348.6882 - val_logcount_predictions_loss: 0.6045 Epoch 00010: val_loss did not improve from 356.70731 Epoch 11/50 1/1952 [..............................] - ETA: 5:23 - loss: 378.8708 - logits_profile_predictions_loss: 373.4489 - logcount_predictions_loss: 0.3873 2/1952 [..............................] - ETA: 4:33 - loss: 356.1933 - logits_profile_predictions_loss: 350.6796 - logcount_predictions_loss: 0.3938 3/1952 [..............................] - ETA: 4:32 - loss: 351.8706 - logits_profile_predictions_loss: 345.9584 - logcount_predictions_loss: 0.4223 4/1952 [..............................] - ETA: 4:31 - loss: 347.4651 - logits_profile_predictions_loss: 341.3941 - logcount_predictions_loss: 0.4336 5/1952 [..............................] - ETA: 4:30 - loss: 344.1099 - logits_profile_predictions_loss: 337.9277 - logcount_predictions_loss: 0.4416 6/1952 [..............................] - ETA: 4:30 - loss: 343.1391 - logits_profile_predictions_loss: 336.8682 - logcount_predictions_loss: 0.4479 7/1952 [..............................] - ETA: 4:30 - loss: 342.0489 - logits_profile_predictions_loss: 335.7185 - logcount_predictions_loss: 0.4522 8/1952 [..............................] - ETA: 4:30 - loss: 341.2956 - logits_profile_predictions_loss: 334.9432 - logcount_predictions_loss: 0.4537 9/1952 [..............................] - ETA: 4:29 - loss: 340.1820 - logits_profile_predictions_loss: 333.8239 - logcount_predictions_loss: 0.4541 10/1952 [..............................] - ETA: 4:29 - loss: 339.0023 - logits_profile_predictions_loss: 332.6374 - logcount_predictions_loss: 0.4546 11/1952 [..............................] - ETA: 4:29 - loss: 338.0031 - logits_profile_predictions_loss: 331.6315 - logcount_predictions_loss: 0.4551 12/1952 [..............................] - ETA: 4:29 - loss: 337.1954 - logits_profile_predictions_loss: 330.8104 - logcount_predictions_loss: 0.4561 13/1952 [..............................] - ETA: 4:29 - loss: 336.6207 - logits_profile_predictions_loss: 330.2233 - logcount_predictions_loss: 0.4570 14/1952 [..............................] - ETA: 4:29 - loss: 336.1908 - logits_profile_predictions_loss: 329.7878 - logcount_predictions_loss: 0.4574 15/1952 [..............................] - ETA: 4:28 - loss: 335.7073 - logits_profile_predictions_loss: 329.2997 - logcount_predictions_loss: 0.4577 16/1952 [..............................] - ETA: 4:28 - loss: 335.3380 - logits_profile_predictions_loss: 328.9282 - logcount_predictions_loss: 0.4578 17/1952 [..............................] - ETA: 4:28 - loss: 335.0874 - logits_profile_predictions_loss: 328.6831 - logcount_predictions_loss: 0.4574 18/1952 [..............................] - ETA: 4:28 - loss: 334.8721 - logits_profile_predictions_loss: 328.4743 - logcount_predictions_loss: 0.4570 19/1952 [..............................] - ETA: 4:28 - loss: 334.6730 - logits_profile_predictions_loss: 328.2815 - logcount_predictions_loss: 0.4565 20/1952 [..............................] - ETA: 4:28 - loss: 334.5321 - logits_profile_predictions_loss: 328.1475 - logcount_predictions_loss: 0.4560 21/1952 [..............................] - ETA: 4:28 - loss: 334.4144 - logits_profile_predictions_loss: 328.0331 - logcount_predictions_loss: 0.4558 22/1952 [..............................] - ETA: 4:28 - loss: 334.3045 - logits_profile_predictions_loss: 327.9264 - logcount_predictions_loss: 0.4556 23/1952 [..............................] - ETA: 4:27 - loss: 334.2291 - logits_profile_predictions_loss: 327.8544 - logcount_predictions_loss: 0.4553 24/1952 [..............................] - ETA: 4:27 - loss: 334.0832 - logits_profile_predictions_loss: 327.7122 - logcount_predictions_loss: 0.4551 25/1952 [..............................] - ETA: 4:27 - loss: 333.9932 - logits_profile_predictions_loss: 327.6261 - logcount_predictions_loss: 0.4548 26/1952 [..............................] - ETA: 4:27 - loss: 333.8507 - logits_profile_predictions_loss: 327.4848 - logcount_predictions_loss: 0.4547 27/1952 [..............................] - ETA: 4:27 - loss: 333.6769 - logits_profile_predictions_loss: 327.3120 - logcount_predictions_loss: 0.4546 28/1952 [..............................] - ETA: 4:27 - loss: 333.4962 - logits_profile_predictions_loss: 327.1337 - logcount_predictions_loss: 0.4545 29/1952 [..............................] - ETA: 4:27 - loss: 333.2925 - logits_profile_predictions_loss: 326.9351 - logcount_predictions_loss: 0.4541 30/1952 [..............................] - ETA: 4:26 - loss: 333.0595 - logits_profile_predictions_loss: 326.7076 - logcount_predictions_loss: 0.4537 31/1952 [..............................] - ETA: 4:26 - loss: 332.8375 - logits_profile_predictions_loss: 326.4890 - logcount_predictions_loss: 0.4535 32/1952 [..............................] - ETA: 4:26 - loss: 332.6057 - logits_profile_predictions_loss: 326.2611 - logcount_predictions_loss: 0.4532 33/1952 [..............................] - ETA: 4:26 - loss: 332.3699 - logits_profile_predictions_loss: 326.0283 - logcount_predictions_loss: 0.4530 34/1952 [..............................] - ETA: 4:26 - loss: 332.1541 - logits_profile_predictions_loss: 325.8163 - logcount_predictions_loss: 0.4527 35/1952 [..............................] - ETA: 4:26 - loss: 331.9415 - logits_profile_predictions_loss: 325.6088 - logcount_predictions_loss: 0.4523 36/1952 [..............................] - ETA: 4:25 - loss: 331.7533 - logits_profile_predictions_loss: 325.4256 - logcount_predictions_loss: 0.4520 37/1952 [..............................] - ETA: 4:25 - loss: 331.5785 - logits_profile_predictions_loss: 325.2552 - logcount_predictions_loss: 0.4517 38/1952 [..............................] - ETA: 4:25 - loss: 331.4261 - logits_profile_predictions_loss: 325.1063 - logcount_predictions_loss: 0.4514 39/1952 [..............................] - ETA: 4:25 - loss: 331.2738 - logits_profile_predictions_loss: 324.9566 - logcount_predictions_loss: 0.4512 40/1952 [..............................] - ETA: 4:25 - loss: 331.1414 - logits_profile_predictions_loss: 324.8263 - logcount_predictions_loss: 0.4511 41/1952 [..............................] - ETA: 4:25 - loss: 331.0061 - logits_profile_predictions_loss: 324.6933 - logcount_predictions_loss: 0.4509 42/1952 [..............................] - ETA: 4:25 - loss: 330.8795 - logits_profile_predictions_loss: 324.5693 - logcount_predictions_loss: 0.4507 43/1952 [..............................] - ETA: 4:24 - loss: 330.7371 - logits_profile_predictions_loss: 324.4293 - logcount_predictions_loss: 0.4506 44/1952 [..............................] - ETA: 4:24 - loss: 330.6009 - logits_profile_predictions_loss: 324.2954 - logcount_predictions_loss: 0.4504 45/1952 [..............................] - ETA: 4:24 - loss: 330.4666 - logits_profile_predictions_loss: 324.1628 - logcount_predictions_loss: 0.4503 46/1952 [..............................] - ETA: 4:24 - loss: 330.3371 - logits_profile_predictions_loss: 324.0355 - logcount_predictions_loss: 0.4501 47/1952 [..............................] - ETA: 4:24 - loss: 330.2282 - logits_profile_predictions_loss: 323.9290 - logcount_predictions_loss: 0.4499 48/1952 [..............................] - ETA: 4:24 - loss: 330.1301 - logits_profile_predictions_loss: 323.8335 - logcount_predictions_loss: 0.4498 49/1952 [..............................] - ETA: 4:23 - loss: 330.0354 - logits_profile_predictions_loss: 323.7415 - logcount_predictions_loss: 0.4496 50/1952 [..............................] - ETA: 4:23 - loss: 329.9696 - logits_profile_predictions_loss: 323.6783 - logcount_predictions_loss: 0.4494 51/1952 [..............................] - ETA: 4:23 - loss: 329.9104 - logits_profile_predictions_loss: 323.6218 - logcount_predictions_loss: 0.4492 52/1952 [..............................] - ETA: 4:23 - loss: 329.8424 - logits_profile_predictions_loss: 323.5561 - logcount_predictions_loss: 0.4490 53/1952 [..............................] - ETA: 4:23 - loss: 329.7739 - logits_profile_predictions_loss: 323.4902 - logcount_predictions_loss: 0.4488 54/1952 [..............................] - ETA: 4:23 - loss: 329.7223 - logits_profile_predictions_loss: 323.4396 - logcount_predictions_loss: 0.4488 55/1952 [..............................] - ETA: 4:23 - loss: 329.6712 - logits_profile_predictions_loss: 323.3898 - logcount_predictions_loss: 0.4487 56/1952 [..............................] - ETA: 4:22 - loss: 329.6157 - logits_profile_predictions_loss: 323.3356 - logcount_predictions_loss: 0.4486 57/1952 [..............................] - ETA: 4:22 - loss: 329.5578 - logits_profile_predictions_loss: 323.2791 - logcount_predictions_loss: 0.4485 58/1952 [..............................] - ETA: 4:22 - loss: 329.5113 - logits_profile_predictions_loss: 323.2340 - logcount_predictions_loss: 0.4484 59/1952 [..............................] - ETA: 4:22 - loss: 329.4615 - logits_profile_predictions_loss: 323.1850 - logcount_predictions_loss: 0.4483 60/1952 [..............................] - ETA: 4:22 - loss: 329.4111 - logits_profile_predictions_loss: 323.1357 - logcount_predictions_loss: 0.4482 61/1952 [..............................] - ETA: 4:22 - loss: 329.3689 - logits_profile_predictions_loss: 323.0945 - logcount_predictions_loss: 0.4482 62/1952 [..............................] - ETA: 4:22 - loss: 329.3269 - logits_profile_predictions_loss: 323.0534 - logcount_predictions_loss: 0.4481 63/1952 [..............................] - ETA: 4:21 - loss: 329.2912 - logits_profile_predictions_loss: 323.0189 - logcount_predictions_loss: 0.4480 64/1952 [..............................] - ETA: 4:21 - loss: 329.2522 - logits_profile_predictions_loss: 322.9817 - logcount_predictions_loss: 0.4479 65/1952 [..............................] - ETA: 4:21 - loss: 329.2134 - logits_profile_predictions_loss: 322.9447 - logcount_predictions_loss: 0.4478 66/1952 [>.............................] - ETA: 4:21 - loss: 329.1835 - logits_profile_predictions_loss: 322.9168 - logcount_predictions_loss: 0.4476 67/1952 [>.............................] - ETA: 4:21 - loss: 329.1470 - logits_profile_predictions_loss: 322.8825 - logcount_predictions_loss: 0.4475 68/1952 [>.............................] - ETA: 4:21 - loss: 329.1072 - logits_profile_predictions_loss: 322.8448 - logcount_predictions_loss: 0.4473 69/1952 [>.............................] - ETA: 4:21 - loss: 329.0666 - logits_profile_predictions_loss: 322.8064 - logcount_predictions_loss: 0.4472 70/1952 [>.............................] - ETA: 4:21 - loss: 329.0299 - logits_profile_predictions_loss: 322.7712 - logcount_predictions_loss: 0.4470 71/1952 [>.............................] - ETA: 4:20 - loss: 328.9989 - logits_profile_predictions_loss: 322.7421 - logcount_predictions_loss: 0.4469 72/1952 [>.............................] - ETA: 4:20 - loss: 328.9735 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 3:44 - loss: 327.8461 - logits_profile_predictions_loss: 321.7141 - logcount_predictions_loss: 0.4380 334/1952 [====>.........................] - ETA: 3:44 - loss: 327.8488 - logits_profile_predictions_loss: 321.7169 - logcount_predictions_loss: 0.4380 335/1952 [====>.........................] - ETA: 3:44 - loss: 327.8514 - logits_profile_predictions_loss: 321.7196 - logcount_predictions_loss: 0.4380 336/1952 [====>.........................] - ETA: 3:44 - loss: 327.8536 - logits_profile_predictions_loss: 321.7218 - logcount_predictions_loss: 0.4380 337/1952 [====>.........................] - ETA: 3:44 - loss: 327.8557 - logits_profile_predictions_loss: 321.7240 - logcount_predictions_loss: 0.4380 338/1952 [====>.........................] - ETA: 3:44 - loss: 327.8577 - logits_profile_predictions_loss: 321.7261 - logcount_predictions_loss: 0.4380 339/1952 [====>.........................] - ETA: 3:43 - loss: 327.8593 - 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[====>.........................] - ETA: 3:42 - loss: 327.8667 - logits_profile_predictions_loss: 321.7356 - logcount_predictions_loss: 0.4379 347/1952 [====>.........................] - ETA: 3:42 - loss: 327.8679 - logits_profile_predictions_loss: 321.7370 - logcount_predictions_loss: 0.4379 348/1952 [====>.........................] - ETA: 3:42 - loss: 327.8692 - logits_profile_predictions_loss: 321.7383 - logcount_predictions_loss: 0.4379 349/1952 [====>.........................] - ETA: 3:42 - loss: 327.8702 - logits_profile_predictions_loss: 321.7393 - logcount_predictions_loss: 0.4379 350/1952 [====>.........................] - ETA: 3:42 - loss: 327.8709 - logits_profile_predictions_loss: 321.7401 - logcount_predictions_loss: 0.4379 351/1952 [====>.........................] - ETA: 3:42 - loss: 327.8716 - logits_profile_predictions_loss: 321.7409 - logcount_predictions_loss: 0.4379 352/1952 [====>.........................] - ETA: 3:42 - loss: 327.8727 - 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[============================>.] - ETA: 0s - loss: 328.3624 - logits_profile_predictions_loss: 322.1352 - logcount_predictions_loss: 0.4448 1947/1952 [============================>.] - ETA: 0s - loss: 328.3625 - logits_profile_predictions_loss: 322.1353 - logcount_predictions_loss: 0.4448 1948/1952 [============================>.] - ETA: 0s - loss: 328.3627 - logits_profile_predictions_loss: 322.1355 - logcount_predictions_loss: 0.4448 1949/1952 [============================>.] - ETA: 0s - loss: 328.3629 - logits_profile_predictions_loss: 322.1356 - logcount_predictions_loss: 0.4448 1950/1952 [============================>.] - ETA: 0s - loss: 328.3630 - logits_profile_predictions_loss: 322.1357 - logcount_predictions_loss: 0.4448 1951/1952 [============================>.] - ETA: 0s - loss: 328.3632 - logits_profile_predictions_loss: 322.1359 - logcount_predictions_loss: 0.4448 1952/1952 [==============================] - ETA: 0s - loss: 328.3634 - logits_profile_predictions_loss: 322.1360 - logcount_predictions_loss: 0.4448 1952/1952 [==============================] - 282s 144ms/step - loss: 328.3636 - logits_profile_predictions_loss: 322.1362 - logcount_predictions_loss: 0.4448 - val_loss: 357.7737 - val_logits_profile_predictions_loss: 348.9796 - val_logcount_predictions_loss: 0.6281 Epoch 00011: val_loss did not improve from 356.70731 Epoch 12/50 1/1952 [..............................] - ETA: 5:21 - loss: 307.4849 - logits_profile_predictions_loss: 301.2284 - logcount_predictions_loss: 0.4469 2/1952 [..............................] - ETA: 4:57 - loss: 305.1385 - logits_profile_predictions_loss: 298.9609 - logcount_predictions_loss: 0.4413 3/1952 [..............................] - ETA: 4:43 - loss: 305.4304 - logits_profile_predictions_loss: 299.3018 - logcount_predictions_loss: 0.4378 4/1952 [..............................] - ETA: 4:38 - loss: 305.7578 - logits_profile_predictions_loss: 299.6634 - logcount_predictions_loss: 0.4353 5/1952 [..............................] - ETA: 4:36 - loss: 305.8915 - logits_profile_predictions_loss: 299.9040 - logcount_predictions_loss: 0.4277 6/1952 [..............................] - ETA: 4:34 - loss: 305.6174 - logits_profile_predictions_loss: 299.7189 - logcount_predictions_loss: 0.4213 7/1952 [..............................] - ETA: 4:33 - loss: 305.1943 - logits_profile_predictions_loss: 299.3662 - logcount_predictions_loss: 0.4163 8/1952 [..............................] - ETA: 4:32 - loss: 304.7779 - logits_profile_predictions_loss: 299.0000 - logcount_predictions_loss: 0.4127 9/1952 [..............................] - ETA: 4:32 - loss: 304.5076 - logits_profile_predictions_loss: 298.7729 - logcount_predictions_loss: 0.4096 10/1952 [..............................] - ETA: 4:31 - loss: 304.2774 - logits_profile_predictions_loss: 298.5585 - logcount_predictions_loss: 0.4085 11/1952 [..............................] - ETA: 4:31 - loss: 304.6409 - logits_profile_predictions_loss: 298.9395 - logcount_predictions_loss: 0.4072 12/1952 [..............................] - ETA: 4:30 - loss: 305.0390 - logits_profile_predictions_loss: 299.3321 - logcount_predictions_loss: 0.4076 13/1952 [..............................] - ETA: 4:30 - loss: 305.4758 - logits_profile_predictions_loss: 299.7556 - logcount_predictions_loss: 0.4086 14/1952 [..............................] - ETA: 4:30 - loss: 305.6836 - logits_profile_predictions_loss: 299.9482 - logcount_predictions_loss: 0.4097 15/1952 [..............................] - ETA: 4:29 - loss: 305.8463 - logits_profile_predictions_loss: 300.0883 - logcount_predictions_loss: 0.4113 16/1952 [..............................] - ETA: 4:29 - loss: 306.0100 - logits_profile_predictions_loss: 300.2335 - logcount_predictions_loss: 0.4126 17/1952 [..............................] - ETA: 4:29 - loss: 306.2325 - logits_profile_predictions_loss: 300.4409 - logcount_predictions_loss: 0.4137 18/1952 [..............................] - ETA: 4:29 - 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[..............................] - ETA: 4:25 - loss: 310.0371 - logits_profile_predictions_loss: 304.2659 - logcount_predictions_loss: 0.4122 39/1952 [..............................] - ETA: 4:25 - loss: 310.2190 - logits_profile_predictions_loss: 304.4507 - logcount_predictions_loss: 0.4120 40/1952 [..............................] - ETA: 4:25 - loss: 310.3982 - logits_profile_predictions_loss: 304.6334 - logcount_predictions_loss: 0.4118 41/1952 [..............................] - ETA: 4:25 - loss: 310.5777 - logits_profile_predictions_loss: 304.8163 - logcount_predictions_loss: 0.4115 42/1952 [..............................] - ETA: 4:24 - loss: 310.7509 - logits_profile_predictions_loss: 304.9935 - logcount_predictions_loss: 0.4112 43/1952 [..............................] - ETA: 4:24 - loss: 310.9307 - logits_profile_predictions_loss: 305.1764 - logcount_predictions_loss: 0.4110 44/1952 [..............................] - ETA: 4:24 - loss: 311.0924 - logits_profile_predictions_loss: 305.3414 - logcount_predictions_loss: 0.4108 45/1952 [..............................] - ETA: 4:24 - loss: 311.2453 - logits_profile_predictions_loss: 305.4974 - logcount_predictions_loss: 0.4106 46/1952 [..............................] - ETA: 4:24 - loss: 311.3966 - logits_profile_predictions_loss: 305.6518 - logcount_predictions_loss: 0.4103 47/1952 [..............................] - ETA: 4:24 - loss: 311.5501 - logits_profile_predictions_loss: 305.8088 - logcount_predictions_loss: 0.4101 48/1952 [..............................] - ETA: 4:24 - loss: 311.7081 - logits_profile_predictions_loss: 305.9699 - logcount_predictions_loss: 0.4099 49/1952 [..............................] - ETA: 4:23 - loss: 311.8568 - logits_profile_predictions_loss: 306.1206 - logcount_predictions_loss: 0.4097 50/1952 [..............................] - ETA: 4:23 - loss: 312.0149 - logits_profile_predictions_loss: 306.2805 - logcount_predictions_loss: 0.4096 51/1952 [..............................] - ETA: 4:23 - 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[>.............................] - ETA: 4:20 - loss: 314.8253 - logits_profile_predictions_loss: 309.0393 - logcount_predictions_loss: 0.4133 72/1952 [>.............................] - ETA: 4:20 - loss: 314.9358 - logits_profile_predictions_loss: 309.1457 - logcount_predictions_loss: 0.4136 73/1952 [>.............................] - ETA: 4:20 - loss: 315.0382 - logits_profile_predictions_loss: 309.2445 - logcount_predictions_loss: 0.4138 74/1952 [>.............................] - ETA: 4:20 - loss: 315.1365 - logits_profile_predictions_loss: 309.3388 - logcount_predictions_loss: 0.4141 75/1952 [>.............................] - ETA: 4:20 - loss: 315.2360 - logits_profile_predictions_loss: 309.4344 - logcount_predictions_loss: 0.4144 76/1952 [>.............................] - ETA: 4:19 - loss: 315.3392 - logits_profile_predictions_loss: 309.5336 - logcount_predictions_loss: 0.4147 77/1952 [>.............................] - ETA: 4:19 - loss: 315.4407 - logits_profile_predictions_loss: 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[>.............................] - ETA: 4:15 - loss: 317.3972 - logits_profile_predictions_loss: 311.4995 - logcount_predictions_loss: 0.4213 105/1952 [>.............................] - ETA: 4:15 - loss: 317.4483 - logits_profile_predictions_loss: 311.5482 - logcount_predictions_loss: 0.4214 106/1952 [>.............................] - ETA: 4:15 - loss: 317.4995 - logits_profile_predictions_loss: 311.5971 - logcount_predictions_loss: 0.4216 107/1952 [>.............................] - ETA: 4:15 - loss: 317.5514 - logits_profile_predictions_loss: 311.6470 - logcount_predictions_loss: 0.4217 108/1952 [>.............................] - ETA: 4:15 - loss: 317.6028 - logits_profile_predictions_loss: 311.6965 - logcount_predictions_loss: 0.4219 109/1952 [>.............................] - ETA: 4:15 - loss: 317.6551 - logits_profile_predictions_loss: 311.7469 - logcount_predictions_loss: 0.4220 110/1952 [>.............................] - ETA: 4:15 - loss: 317.7065 - 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[>.............................] - ETA: 4:14 - loss: 318.0708 - logits_profile_predictions_loss: 312.1515 - logcount_predictions_loss: 0.4228 118/1952 [>.............................] - ETA: 4:14 - loss: 318.1219 - logits_profile_predictions_loss: 312.2011 - logcount_predictions_loss: 0.4229 119/1952 [>.............................] - ETA: 4:13 - loss: 318.1720 - logits_profile_predictions_loss: 312.2499 - logcount_predictions_loss: 0.4230 120/1952 [>.............................] - ETA: 4:13 - loss: 318.2215 - logits_profile_predictions_loss: 312.2982 - logcount_predictions_loss: 0.4231 121/1952 [>.............................] - ETA: 4:13 - loss: 318.2684 - logits_profile_predictions_loss: 312.3440 - logcount_predictions_loss: 0.4232 122/1952 [>.............................] - ETA: 4:13 - loss: 318.3127 - logits_profile_predictions_loss: 312.3873 - logcount_predictions_loss: 0.4232 123/1952 [>.............................] - ETA: 4:13 - loss: 318.3570 - 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[>.............................] - ETA: 4:12 - loss: 318.6590 - logits_profile_predictions_loss: 312.7268 - logcount_predictions_loss: 0.4237 131/1952 [=>............................] - ETA: 4:12 - loss: 318.6964 - logits_profile_predictions_loss: 312.7636 - logcount_predictions_loss: 0.4238 132/1952 [=>............................] - ETA: 4:12 - loss: 318.7331 - logits_profile_predictions_loss: 312.7996 - logcount_predictions_loss: 0.4238 133/1952 [=>............................] - ETA: 4:11 - loss: 318.7679 - logits_profile_predictions_loss: 312.8339 - logcount_predictions_loss: 0.4239 134/1952 [=>............................] - ETA: 4:11 - loss: 318.8029 - logits_profile_predictions_loss: 312.8683 - logcount_predictions_loss: 0.4239 135/1952 [=>............................] - ETA: 4:11 - loss: 318.8376 - logits_profile_predictions_loss: 312.9023 - logcount_predictions_loss: 0.4240 136/1952 [=>............................] - ETA: 4:11 - loss: 318.8735 - 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[====>.........................] - ETA: 3:36 - loss: 323.0017 - logits_profile_predictions_loss: 317.0487 - logcount_predictions_loss: 0.4252 391/1952 [=====>........................] - ETA: 3:36 - loss: 323.0088 - logits_profile_predictions_loss: 317.0558 - logcount_predictions_loss: 0.4252 392/1952 [=====>........................] - ETA: 3:36 - loss: 323.0158 - logits_profile_predictions_loss: 317.0629 - logcount_predictions_loss: 0.4252 393/1952 [=====>........................] - ETA: 3:35 - loss: 323.0230 - logits_profile_predictions_loss: 317.0701 - logcount_predictions_loss: 0.4252 394/1952 [=====>........................] - ETA: 3:35 - loss: 323.0299 - logits_profile_predictions_loss: 317.0770 - logcount_predictions_loss: 0.4252 395/1952 [=====>........................] - ETA: 3:35 - loss: 323.0365 - logits_profile_predictions_loss: 317.0837 - logcount_predictions_loss: 0.4252 396/1952 [=====>........................] - ETA: 3:35 - loss: 323.0431 - 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[=====>........................] - ETA: 3:34 - loss: 323.0889 - logits_profile_predictions_loss: 317.1364 - logcount_predictions_loss: 0.4252 404/1952 [=====>........................] - ETA: 3:34 - loss: 323.0953 - logits_profile_predictions_loss: 317.1428 - logcount_predictions_loss: 0.4252 405/1952 [=====>........................] - ETA: 3:34 - loss: 323.1016 - logits_profile_predictions_loss: 317.1492 - logcount_predictions_loss: 0.4252 406/1952 [=====>........................] - ETA: 3:34 - loss: 323.1080 - logits_profile_predictions_loss: 317.1556 - logcount_predictions_loss: 0.4252 407/1952 [=====>........................] - ETA: 3:33 - loss: 323.1144 - logits_profile_predictions_loss: 317.1620 - logcount_predictions_loss: 0.4252 408/1952 [=====>........................] - ETA: 3:33 - loss: 323.1207 - logits_profile_predictions_loss: 317.1684 - logcount_predictions_loss: 0.4252 409/1952 [=====>........................] - ETA: 3:33 - loss: 323.1270 - 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[=====>........................] - ETA: 3:32 - loss: 323.1704 - logits_profile_predictions_loss: 317.2190 - logcount_predictions_loss: 0.4251 417/1952 [=====>........................] - ETA: 3:32 - loss: 323.1764 - logits_profile_predictions_loss: 317.2251 - logcount_predictions_loss: 0.4251 418/1952 [=====>........................] - ETA: 3:32 - loss: 323.1823 - logits_profile_predictions_loss: 317.2311 - logcount_predictions_loss: 0.4251 419/1952 [=====>........................] - ETA: 3:32 - loss: 323.1881 - logits_profile_predictions_loss: 317.2369 - logcount_predictions_loss: 0.4251 420/1952 [=====>........................] - ETA: 3:32 - loss: 323.1935 - logits_profile_predictions_loss: 317.2425 - logcount_predictions_loss: 0.4251 421/1952 [=====>........................] - ETA: 3:32 - loss: 323.1990 - logits_profile_predictions_loss: 317.2481 - logcount_predictions_loss: 0.4251 422/1952 [=====>........................] - ETA: 3:31 - loss: 323.2046 - 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[===========================>..] - ETA: 9s - loss: 325.9645 - logits_profile_predictions_loss: 320.0078 - logcount_predictions_loss: 0.4255 1886/1952 [===========================>..] - ETA: 9s - loss: 325.9649 - logits_profile_predictions_loss: 320.0083 - logcount_predictions_loss: 0.4255 1887/1952 [============================>.] - ETA: 9s - loss: 325.9654 - logits_profile_predictions_loss: 320.0088 - logcount_predictions_loss: 0.4255 1888/1952 [============================>.] - ETA: 8s - loss: 325.9659 - logits_profile_predictions_loss: 320.0093 - logcount_predictions_loss: 0.4255 1889/1952 [============================>.] - ETA: 8s - loss: 325.9663 - logits_profile_predictions_loss: 320.0097 - logcount_predictions_loss: 0.4255 1890/1952 [============================>.] - ETA: 8s - loss: 325.9667 - logits_profile_predictions_loss: 320.0102 - logcount_predictions_loss: 0.4255 1891/1952 [============================>.] - ETA: 8s - loss: 325.9672 - logits_profile_predictions_loss: 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1905/1952 [============================>.] - ETA: 6s - loss: 325.9732 - logits_profile_predictions_loss: 320.0167 - logcount_predictions_loss: 0.4255 1906/1952 [============================>.] - ETA: 6s - loss: 325.9737 - logits_profile_predictions_loss: 320.0171 - logcount_predictions_loss: 0.4255 1907/1952 [============================>.] - ETA: 6s - loss: 325.9741 - logits_profile_predictions_loss: 320.0176 - logcount_predictions_loss: 0.4255 1908/1952 [============================>.] - ETA: 6s - loss: 325.9745 - logits_profile_predictions_loss: 320.0180 - logcount_predictions_loss: 0.4255 1909/1952 [============================>.] - ETA: 5s - loss: 325.9749 - logits_profile_predictions_loss: 320.0184 - logcount_predictions_loss: 0.4255 1910/1952 [============================>.] - ETA: 5s - loss: 325.9753 - logits_profile_predictions_loss: 320.0188 - logcount_predictions_loss: 0.4255 1911/1952 [============================>.] - ETA: 5s - loss: 325.9757 - 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[============================>.] - ETA: 4s - loss: 325.9786 - logits_profile_predictions_loss: 320.0221 - logcount_predictions_loss: 0.4255 1919/1952 [============================>.] - ETA: 4s - loss: 325.9790 - logits_profile_predictions_loss: 320.0225 - logcount_predictions_loss: 0.4255 1920/1952 [============================>.] - ETA: 4s - loss: 325.9794 - logits_profile_predictions_loss: 320.0230 - logcount_predictions_loss: 0.4255 1921/1952 [============================>.] - ETA: 4s - loss: 325.9799 - logits_profile_predictions_loss: 320.0234 - logcount_predictions_loss: 0.4255 1922/1952 [============================>.] - ETA: 4s - loss: 325.9803 - logits_profile_predictions_loss: 320.0238 - logcount_predictions_loss: 0.4255 1923/1952 [============================>.] - ETA: 4s - loss: 325.9807 - logits_profile_predictions_loss: 320.0243 - logcount_predictions_loss: 0.4255 1924/1952 [============================>.] - ETA: 3s - loss: 325.9812 - logits_profile_predictions_loss: 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1938/1952 [============================>.] - ETA: 1s - loss: 325.9874 - logits_profile_predictions_loss: 320.0310 - logcount_predictions_loss: 0.4255 1939/1952 [============================>.] - ETA: 1s - loss: 325.9878 - logits_profile_predictions_loss: 320.0314 - logcount_predictions_loss: 0.4255 1940/1952 [============================>.] - ETA: 1s - loss: 325.9883 - logits_profile_predictions_loss: 320.0319 - logcount_predictions_loss: 0.4255 1941/1952 [============================>.] - ETA: 1s - loss: 325.9887 - logits_profile_predictions_loss: 320.0324 - logcount_predictions_loss: 0.4255 1942/1952 [============================>.] - ETA: 1s - loss: 325.9891 - logits_profile_predictions_loss: 320.0328 - logcount_predictions_loss: 0.4255 1943/1952 [============================>.] - ETA: 1s - loss: 325.9896 - logits_profile_predictions_loss: 320.0333 - logcount_predictions_loss: 0.4255 1944/1952 [============================>.] - ETA: 1s - loss: 325.9901 - 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[============================>.] - ETA: 0s - loss: 325.9935 - logits_profile_predictions_loss: 320.0372 - logcount_predictions_loss: 0.4254 1952/1952 [==============================] - ETA: 0s - loss: 325.9939 - logits_profile_predictions_loss: 320.0377 - logcount_predictions_loss: 0.4254 1952/1952 [==============================] - 282s 144ms/step - loss: 325.9944 - logits_profile_predictions_loss: 320.0382 - logcount_predictions_loss: 0.4254 - val_loss: 357.4650 - val_logits_profile_predictions_loss: 349.0026 - val_logcount_predictions_loss: 0.6045 Epoch 00012: val_loss did not improve from 356.70731 Epoch 13/50 1/1952 [..............................] - ETA: 5:23 - loss: 337.5107 - logits_profile_predictions_loss: 333.3729 - logcount_predictions_loss: 0.2956 2/1952 [..............................] - ETA: 4:32 - loss: 336.8740 - logits_profile_predictions_loss: 332.8012 - logcount_predictions_loss: 0.2909 3/1952 [..............................] - ETA: 4:30 - loss: 338.9653 - 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[..............................] - ETA: 4:29 - loss: 334.2833 - logits_profile_predictions_loss: 329.5795 - logcount_predictions_loss: 0.3360 11/1952 [..............................] - ETA: 4:28 - loss: 333.6127 - logits_profile_predictions_loss: 328.8704 - logcount_predictions_loss: 0.3387 12/1952 [..............................] - ETA: 4:28 - loss: 333.1912 - logits_profile_predictions_loss: 328.4269 - logcount_predictions_loss: 0.3403 13/1952 [..............................] - ETA: 4:28 - loss: 332.6535 - logits_profile_predictions_loss: 327.8787 - logcount_predictions_loss: 0.3411 14/1952 [..............................] - ETA: 4:28 - loss: 332.2808 - logits_profile_predictions_loss: 327.5000 - logcount_predictions_loss: 0.3415 15/1952 [..............................] - ETA: 4:28 - loss: 331.8213 - logits_profile_predictions_loss: 327.0296 - logcount_predictions_loss: 0.3423 16/1952 [..............................] - ETA: 4:28 - loss: 331.2978 - logits_profile_predictions_loss: 326.4980 - logcount_predictions_loss: 0.3428 17/1952 [..............................] - ETA: 4:27 - loss: 330.8611 - logits_profile_predictions_loss: 326.0544 - logcount_predictions_loss: 0.3433 18/1952 [..............................] - ETA: 4:27 - loss: 330.5556 - logits_profile_predictions_loss: 325.7450 - logcount_predictions_loss: 0.3436 19/1952 [..............................] - ETA: 4:27 - loss: 330.2958 - logits_profile_predictions_loss: 325.4847 - logcount_predictions_loss: 0.3437 20/1952 [..............................] - ETA: 4:27 - loss: 330.1138 - logits_profile_predictions_loss: 325.3037 - logcount_predictions_loss: 0.3436 21/1952 [..............................] - ETA: 4:27 - loss: 329.8617 - logits_profile_predictions_loss: 325.0507 - logcount_predictions_loss: 0.3436 22/1952 [..............................] - ETA: 4:27 - loss: 329.6372 - logits_profile_predictions_loss: 324.8241 - logcount_predictions_loss: 0.3438 23/1952 [..............................] - ETA: 4:27 - 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30/1952 [..............................] - ETA: 4:26 - loss: 327.7494 - logits_profile_predictions_loss: 322.8820 - logcount_predictions_loss: 0.3477 31/1952 [..............................] - ETA: 4:26 - loss: 327.4847 - logits_profile_predictions_loss: 322.6089 - logcount_predictions_loss: 0.3483 32/1952 [..............................] - ETA: 4:25 - loss: 327.2255 - logits_profile_predictions_loss: 322.3422 - logcount_predictions_loss: 0.3488 33/1952 [..............................] - ETA: 4:25 - loss: 326.9846 - logits_profile_predictions_loss: 322.0941 - logcount_predictions_loss: 0.3493 34/1952 [..............................] - ETA: 4:25 - loss: 326.7520 - logits_profile_predictions_loss: 321.8549 - logcount_predictions_loss: 0.3498 35/1952 [..............................] - ETA: 4:25 - loss: 326.5212 - logits_profile_predictions_loss: 321.6179 - logcount_predictions_loss: 0.3502 36/1952 [..............................] - ETA: 4:25 - loss: 326.3039 - 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[..............................] - ETA: 4:24 - loss: 325.1726 - logits_profile_predictions_loss: 320.2247 - logcount_predictions_loss: 0.3534 44/1952 [..............................] - ETA: 4:24 - loss: 325.0642 - logits_profile_predictions_loss: 320.1109 - logcount_predictions_loss: 0.3538 45/1952 [..............................] - ETA: 4:23 - loss: 324.9672 - logits_profile_predictions_loss: 320.0087 - logcount_predictions_loss: 0.3542 46/1952 [..............................] - ETA: 4:23 - loss: 324.8904 - logits_profile_predictions_loss: 319.9271 - logcount_predictions_loss: 0.3545 47/1952 [..............................] - ETA: 4:23 - loss: 324.8260 - logits_profile_predictions_loss: 319.8586 - logcount_predictions_loss: 0.3548 48/1952 [..............................] - ETA: 4:23 - loss: 324.7685 - logits_profile_predictions_loss: 319.7970 - logcount_predictions_loss: 0.3551 49/1952 [..............................] - ETA: 4:23 - loss: 324.7163 - logits_profile_predictions_loss: 319.7415 - logcount_predictions_loss: 0.3553 50/1952 [..............................] - ETA: 4:23 - loss: 324.6748 - logits_profile_predictions_loss: 319.6965 - logcount_predictions_loss: 0.3556 51/1952 [..............................] - ETA: 4:23 - loss: 324.6403 - logits_profile_predictions_loss: 319.6589 - logcount_predictions_loss: 0.3558 52/1952 [..............................] - ETA: 4:23 - loss: 324.6045 - logits_profile_predictions_loss: 319.6202 - logcount_predictions_loss: 0.3560 53/1952 [..............................] - ETA: 4:22 - loss: 324.5782 - logits_profile_predictions_loss: 319.5914 - logcount_predictions_loss: 0.3562 54/1952 [..............................] - ETA: 4:22 - loss: 324.5403 - logits_profile_predictions_loss: 319.5508 - logcount_predictions_loss: 0.3564 55/1952 [..............................] - ETA: 4:22 - loss: 324.5076 - logits_profile_predictions_loss: 319.5157 - logcount_predictions_loss: 0.3566 56/1952 [..............................] - ETA: 4:22 - 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318.4683 - logcount_predictions_loss: 0.3509 1950/1952 [============================>.] - ETA: 0s - loss: 323.3805 - logits_profile_predictions_loss: 318.4679 - logcount_predictions_loss: 0.3509 1951/1952 [============================>.] - ETA: 0s - loss: 323.3800 - logits_profile_predictions_loss: 318.4674 - logcount_predictions_loss: 0.3509 1952/1952 [==============================] - ETA: 0s - loss: 323.3795 - logits_profile_predictions_loss: 318.4670 - logcount_predictions_loss: 0.3509 1952/1952 [==============================] - 282s 144ms/step - loss: 323.3791 - logits_profile_predictions_loss: 318.4665 - logcount_predictions_loss: 0.3509 - val_loss: 356.9005 - val_logits_profile_predictions_loss: 348.9575 - val_logcount_predictions_loss: 0.5674 Epoch 00013: val_loss did not improve from 356.70731 Epoch 14/50 1/1952 [..............................] - ETA: 5:23 - loss: 315.0887 - logits_profile_predictions_loss: 311.5945 - logcount_predictions_loss: 0.2496 2/1952 [..............................] - ETA: 4:32 - loss: 310.2337 - logits_profile_predictions_loss: 306.2311 - logcount_predictions_loss: 0.2859 3/1952 [..............................] - ETA: 4:31 - loss: 308.2050 - logits_profile_predictions_loss: 304.0195 - logcount_predictions_loss: 0.2990 4/1952 [..............................] - ETA: 4:30 - loss: 309.4632 - logits_profile_predictions_loss: 305.1682 - logcount_predictions_loss: 0.3068 5/1952 [..............................] - ETA: 4:30 - loss: 309.3547 - logits_profile_predictions_loss: 304.9894 - logcount_predictions_loss: 0.3118 6/1952 [..............................] - ETA: 4:29 - loss: 309.6486 - logits_profile_predictions_loss: 305.2212 - logcount_predictions_loss: 0.3162 7/1952 [..............................] - ETA: 4:29 - loss: 310.0776 - logits_profile_predictions_loss: 305.6018 - logcount_predictions_loss: 0.3197 8/1952 [..............................] - ETA: 4:29 - loss: 309.9628 - logits_profile_predictions_loss: 305.4487 - logcount_predictions_loss: 0.3224 9/1952 [..............................] - ETA: 4:29 - loss: 310.4092 - logits_profile_predictions_loss: 305.8809 - logcount_predictions_loss: 0.3234 10/1952 [..............................] - ETA: 4:29 - loss: 310.5396 - logits_profile_predictions_loss: 306.0141 - logcount_predictions_loss: 0.3233 11/1952 [..............................] - ETA: 4:28 - loss: 310.6766 - logits_profile_predictions_loss: 306.1658 - logcount_predictions_loss: 0.3222 12/1952 [..............................] - ETA: 4:28 - loss: 310.9839 - logits_profile_predictions_loss: 306.4890 - logcount_predictions_loss: 0.3211 13/1952 [..............................] - ETA: 4:28 - loss: 311.2960 - logits_profile_predictions_loss: 306.7885 - logcount_predictions_loss: 0.3220 14/1952 [..............................] - ETA: 4:28 - loss: 311.7155 - logits_profile_predictions_loss: 307.2053 - logcount_predictions_loss: 0.3222 15/1952 [..............................] - ETA: 4:28 - loss: 312.0972 - logits_profile_predictions_loss: 307.5848 - logcount_predictions_loss: 0.3223 16/1952 [..............................] - ETA: 4:28 - loss: 312.4684 - logits_profile_predictions_loss: 307.9589 - logcount_predictions_loss: 0.3221 17/1952 [..............................] - ETA: 4:28 - loss: 312.7960 - logits_profile_predictions_loss: 308.2863 - logcount_predictions_loss: 0.3221 18/1952 [..............................] - ETA: 4:27 - loss: 312.9593 - logits_profile_predictions_loss: 308.4499 - logcount_predictions_loss: 0.3221 19/1952 [..............................] - ETA: 4:27 - loss: 313.0771 - logits_profile_predictions_loss: 308.5710 - logcount_predictions_loss: 0.3219 20/1952 [..............................] - ETA: 4:27 - loss: 313.1606 - logits_profile_predictions_loss: 308.6583 - logcount_predictions_loss: 0.3216 21/1952 [..............................] - ETA: 4:27 - loss: 313.2839 - logits_profile_predictions_loss: 308.7858 - logcount_predictions_loss: 0.3213 22/1952 [..............................] - ETA: 4:27 - loss: 313.3373 - logits_profile_predictions_loss: 308.8442 - logcount_predictions_loss: 0.3209 23/1952 [..............................] - ETA: 4:27 - loss: 313.3609 - logits_profile_predictions_loss: 308.8734 - logcount_predictions_loss: 0.3205 24/1952 [..............................] - ETA: 4:27 - loss: 313.3910 - logits_profile_predictions_loss: 308.9103 - logcount_predictions_loss: 0.3200 25/1952 [..............................] - ETA: 4:26 - loss: 313.3874 - logits_profile_predictions_loss: 308.9111 - logcount_predictions_loss: 0.3197 26/1952 [..............................] - ETA: 4:26 - loss: 313.4357 - logits_profile_predictions_loss: 308.9642 - logcount_predictions_loss: 0.3194 27/1952 [..............................] - ETA: 4:26 - loss: 313.5132 - logits_profile_predictions_loss: 309.0431 - logcount_predictions_loss: 0.3193 28/1952 [..............................] - ETA: 4:26 - loss: 313.5582 - logits_profile_predictions_loss: 309.0884 - logcount_predictions_loss: 0.3193 29/1952 [..............................] - ETA: 4:26 - loss: 313.6174 - logits_profile_predictions_loss: 309.1490 - logcount_predictions_loss: 0.3192 30/1952 [..............................] - ETA: 4:26 - loss: 313.6715 - logits_profile_predictions_loss: 309.2059 - logcount_predictions_loss: 0.3190 31/1952 [..............................] - ETA: 4:26 - loss: 313.7198 - logits_profile_predictions_loss: 309.2560 - logcount_predictions_loss: 0.3188 32/1952 [..............................] - ETA: 4:25 - loss: 313.7660 - logits_profile_predictions_loss: 309.3027 - logcount_predictions_loss: 0.3188 33/1952 [..............................] - ETA: 4:25 - loss: 313.8323 - logits_profile_predictions_loss: 309.3704 - logcount_predictions_loss: 0.3187 34/1952 [..............................] - ETA: 4:25 - loss: 313.9119 - logits_profile_predictions_loss: 309.4519 - logcount_predictions_loss: 0.3186 35/1952 [..............................] - ETA: 4:25 - loss: 313.9904 - logits_profile_predictions_loss: 309.5325 - logcount_predictions_loss: 0.3184 36/1952 [..............................] - ETA: 4:25 - loss: 314.0612 - logits_profile_predictions_loss: 309.6062 - logcount_predictions_loss: 0.3182 37/1952 [..............................] - ETA: 4:25 - loss: 314.1296 - logits_profile_predictions_loss: 309.6759 - logcount_predictions_loss: 0.3181 38/1952 [..............................] - ETA: 4:25 - loss: 314.1798 - logits_profile_predictions_loss: 309.7266 - logcount_predictions_loss: 0.3181 39/1952 [..............................] - ETA: 4:24 - loss: 314.2469 - logits_profile_predictions_loss: 309.7951 - logcount_predictions_loss: 0.3180 40/1952 [..............................] - ETA: 4:24 - loss: 314.3281 - logits_profile_predictions_loss: 309.8781 - logcount_predictions_loss: 0.3179 41/1952 [..............................] - ETA: 4:24 - loss: 314.3980 - logits_profile_predictions_loss: 309.9482 - logcount_predictions_loss: 0.3178 42/1952 [..............................] - ETA: 4:24 - loss: 314.4515 - logits_profile_predictions_loss: 310.0025 - logcount_predictions_loss: 0.3178 43/1952 [..............................] - ETA: 4:24 - loss: 314.5117 - logits_profile_predictions_loss: 310.0636 - logcount_predictions_loss: 0.3177 44/1952 [..............................] - ETA: 4:24 - loss: 314.5554 - logits_profile_predictions_loss: 310.1084 - logcount_predictions_loss: 0.3176 45/1952 [..............................] - ETA: 4:24 - loss: 314.5864 - logits_profile_predictions_loss: 310.1404 - logcount_predictions_loss: 0.3176 46/1952 [..............................] - ETA: 4:23 - loss: 314.5982 - logits_profile_predictions_loss: 310.1528 - logcount_predictions_loss: 0.3175 47/1952 [..............................] - ETA: 4:23 - loss: 314.6171 - logits_profile_predictions_loss: 310.1726 - logcount_predictions_loss: 0.3175 48/1952 [..............................] - ETA: 4:23 - loss: 314.6325 - logits_profile_predictions_loss: 310.1887 - logcount_predictions_loss: 0.3174 49/1952 [..............................] - ETA: 4:23 - loss: 314.6615 - logits_profile_predictions_loss: 310.2178 - logcount_predictions_loss: 0.3174 50/1952 [..............................] - ETA: 4:23 - loss: 314.6706 - logits_profile_predictions_loss: 310.2273 - logcount_predictions_loss: 0.3174 51/1952 [..............................] - ETA: 4:23 - loss: 314.6912 - logits_profile_predictions_loss: 310.2486 - logcount_predictions_loss: 0.3173 52/1952 [..............................] - ETA: 4:23 - loss: 314.7035 - logits_profile_predictions_loss: 310.2617 - logcount_predictions_loss: 0.3173 53/1952 [..............................] - ETA: 4:22 - loss: 314.7066 - logits_profile_predictions_loss: 310.2655 - logcount_predictions_loss: 0.3172 54/1952 [..............................] - ETA: 4:22 - loss: 314.7043 - logits_profile_predictions_loss: 310.2637 - logcount_predictions_loss: 0.3172 55/1952 [..............................] - ETA: 4:22 - loss: 314.7016 - logits_profile_predictions_loss: 310.2613 - logcount_predictions_loss: 0.3172 56/1952 [..............................] - ETA: 4:22 - loss: 314.6830 - logits_profile_predictions_loss: 310.2427 - logcount_predictions_loss: 0.3172 57/1952 [..............................] - ETA: 4:22 - loss: 314.6591 - logits_profile_predictions_loss: 310.2190 - logcount_predictions_loss: 0.3172 58/1952 [..............................] - ETA: 4:22 - loss: 314.6448 - logits_profile_predictions_loss: 310.2051 - logcount_predictions_loss: 0.3171 59/1952 [..............................] - ETA: 4:22 - loss: 314.6196 - logits_profile_predictions_loss: 310.1803 - logcount_predictions_loss: 0.3171 60/1952 [..............................] - ETA: 4:21 - loss: 314.6001 - logits_profile_predictions_loss: 310.1618 - logcount_predictions_loss: 0.3170 61/1952 [..............................] - ETA: 4:21 - loss: 314.5819 - logits_profile_predictions_loss: 310.1446 - logcount_predictions_loss: 0.3170 62/1952 [..............................] - ETA: 4:21 - loss: 314.5501 - logits_profile_predictions_loss: 310.1138 - logcount_predictions_loss: 0.3169 63/1952 [..............................] - ETA: 4:21 - loss: 314.5211 - logits_profile_predictions_loss: 310.0863 - logcount_predictions_loss: 0.3168 64/1952 [..............................] - ETA: 4:21 - loss: 314.5010 - logits_profile_predictions_loss: 310.0678 - logcount_predictions_loss: 0.3167 65/1952 [..............................] - ETA: 4:21 - loss: 314.4870 - logits_profile_predictions_loss: 310.0556 - logcount_predictions_loss: 0.3165 66/1952 [>.............................] - ETA: 4:21 - loss: 314.4798 - logits_profile_predictions_loss: 310.0504 - logcount_predictions_loss: 0.3164 67/1952 [>.............................] - ETA: 4:20 - loss: 314.4732 - logits_profile_predictions_loss: 310.0454 - logcount_predictions_loss: 0.3163 68/1952 [>.............................] - ETA: 4:20 - loss: 314.4758 - logits_profile_predictions_loss: 310.0496 - logcount_predictions_loss: 0.3162 69/1952 [>.............................] - ETA: 4:20 - loss: 314.4811 - logits_profile_predictions_loss: 310.0567 - logcount_predictions_loss: 0.3160 70/1952 [>.............................] - ETA: 4:20 - loss: 314.5039 - logits_profile_predictions_loss: 310.0814 - logcount_predictions_loss: 0.3159 71/1952 [>.............................] - ETA: 4:20 - loss: 314.5327 - logits_profile_predictions_loss: 310.1122 - logcount_predictions_loss: 0.3158 72/1952 [>.............................] - ETA: 4:20 - loss: 314.5556 - logits_profile_predictions_loss: 310.1368 - logcount_predictions_loss: 0.3156 73/1952 [>.............................] - ETA: 4:20 - loss: 314.5778 - logits_profile_predictions_loss: 310.1608 - logcount_predictions_loss: 0.3155 74/1952 [>.............................] - ETA: 4:20 - loss: 314.6022 - logits_profile_predictions_loss: 310.1867 - logcount_predictions_loss: 0.3154 75/1952 [>.............................] - ETA: 4:19 - loss: 314.6288 - logits_profile_predictions_loss: 310.2150 - logcount_predictions_loss: 0.3153 76/1952 [>.............................] - ETA: 4:19 - loss: 314.6682 - logits_profile_predictions_loss: 310.2562 - logcount_predictions_loss: 0.3151 77/1952 [>.............................] - ETA: 4:19 - loss: 314.7043 - logits_profile_predictions_loss: 310.2941 - logcount_predictions_loss: 0.3150 78/1952 [>.............................] - ETA: 4:19 - loss: 314.7384 - logits_profile_predictions_loss: 310.3300 - logcount_predictions_loss: 0.3149 79/1952 [>.............................] - ETA: 4:19 - loss: 314.7646 - logits_profile_predictions_loss: 310.3580 - logcount_predictions_loss: 0.3148 80/1952 [>.............................] - ETA: 4:19 - loss: 314.7866 - logits_profile_predictions_loss: 310.3814 - logcount_predictions_loss: 0.3147 81/1952 [>.............................] - ETA: 4:19 - loss: 314.8079 - logits_profile_predictions_loss: 310.4041 - logcount_predictions_loss: 0.3146 82/1952 [>.............................] - ETA: 4:18 - loss: 314.8234 - logits_profile_predictions_loss: 310.4212 - logcount_predictions_loss: 0.3144 83/1952 [>.............................] - ETA: 4:18 - loss: 314.8414 - logits_profile_predictions_loss: 310.4408 - logcount_predictions_loss: 0.3143 84/1952 [>.............................] - ETA: 4:18 - loss: 314.8604 - logits_profile_predictions_loss: 310.4614 - logcount_predictions_loss: 0.3142 85/1952 [>.............................] - ETA: 4:18 - loss: 314.8789 - logits_profile_predictions_loss: 310.4814 - logcount_predictions_loss: 0.3141 86/1952 [>.............................] - ETA: 4:18 - loss: 314.8942 - logits_profile_predictions_loss: 310.4980 - logcount_predictions_loss: 0.3140 87/1952 [>.............................] - ETA: 4:18 - loss: 314.9125 - logits_profile_predictions_loss: 310.5177 - logcount_predictions_loss: 0.3139 88/1952 [>.............................] - ETA: 4:18 - loss: 314.9309 - logits_profile_predictions_loss: 310.5375 - logcount_predictions_loss: 0.3138 89/1952 [>.............................] - ETA: 4:17 - loss: 314.9471 - logits_profile_predictions_loss: 310.5550 - logcount_predictions_loss: 0.3137 90/1952 [>.............................] - ETA: 4:17 - loss: 314.9611 - logits_profile_predictions_loss: 310.5705 - logcount_predictions_loss: 0.3136 91/1952 [>.............................] - ETA: 4:17 - loss: 314.9742 - logits_profile_predictions_loss: 310.5848 - logcount_predictions_loss: 0.3135 92/1952 [>.............................] - ETA: 4:17 - loss: 314.9900 - logits_profile_predictions_loss: 310.6017 - logcount_predictions_loss: 0.3135 93/1952 [>.............................] - ETA: 4:17 - loss: 315.0044 - logits_profile_predictions_loss: 310.6171 - logcount_predictions_loss: 0.3134 94/1952 [>.............................] - ETA: 4:17 - loss: 315.0165 - logits_profile_predictions_loss: 310.6304 - logcount_predictions_loss: 0.3133 95/1952 [>.............................] - ETA: 4:17 - loss: 315.0241 - logits_profile_predictions_loss: 310.6391 - logcount_predictions_loss: 0.3132 96/1952 [>.............................] - ETA: 4:17 - loss: 315.0344 - logits_profile_predictions_loss: 310.6505 - logcount_predictions_loss: 0.3131 97/1952 [>.............................] - ETA: 4:16 - loss: 315.0488 - logits_profile_predictions_loss: 310.6660 - logcount_predictions_loss: 0.3131 98/1952 [>.............................] - ETA: 4:16 - loss: 315.0603 - logits_profile_predictions_loss: 310.6785 - logcount_predictions_loss: 0.3130 99/1952 [>.............................] - ETA: 4:16 - loss: 315.0736 - logits_profile_predictions_loss: 310.6929 - logcount_predictions_loss: 0.3129 100/1952 [>.............................] - ETA: 4:16 - loss: 315.0905 - logits_profile_predictions_loss: 310.7108 - logcount_predictions_loss: 0.3128 101/1952 [>.............................] - ETA: 4:16 - loss: 315.1089 - logits_profile_predictions_loss: 310.7304 - logcount_predictions_loss: 0.3128 102/1952 [>.............................] - ETA: 4:16 - loss: 315.1282 - logits_profile_predictions_loss: 310.7506 - logcount_predictions_loss: 0.3127 103/1952 [>.............................] - ETA: 4:16 - loss: 315.1459 - logits_profile_predictions_loss: 310.7693 - logcount_predictions_loss: 0.3126 104/1952 [>.............................] - ETA: 4:15 - loss: 315.1606 - logits_profile_predictions_loss: 310.7849 - logcount_predictions_loss: 0.3125 105/1952 [>.............................] - ETA: 4:15 - loss: 315.1753 - logits_profile_predictions_loss: 310.8005 - logcount_predictions_loss: 0.3125 106/1952 [>.............................] - ETA: 4:15 - loss: 315.1918 - logits_profile_predictions_loss: 310.8179 - logcount_predictions_loss: 0.3124 107/1952 [>.............................] - ETA: 4:15 - loss: 315.2093 - logits_profile_predictions_loss: 310.8361 - logcount_predictions_loss: 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logits_profile_predictions_loss: 310.9391 - logcount_predictions_loss: 0.3121 115/1952 [>.............................] - ETA: 4:14 - loss: 315.3229 - logits_profile_predictions_loss: 310.9548 - logcount_predictions_loss: 0.3120 116/1952 [>.............................] - ETA: 4:14 - loss: 315.3396 - logits_profile_predictions_loss: 310.9721 - logcount_predictions_loss: 0.3120 117/1952 [>.............................] - ETA: 4:14 - loss: 315.3553 - logits_profile_predictions_loss: 310.9884 - logcount_predictions_loss: 0.3119 118/1952 [>.............................] - ETA: 4:13 - loss: 315.3727 - logits_profile_predictions_loss: 311.0063 - logcount_predictions_loss: 0.3119 119/1952 [>.............................] - ETA: 4:13 - loss: 315.3898 - logits_profile_predictions_loss: 311.0238 - logcount_predictions_loss: 0.3119 120/1952 [>.............................] - ETA: 4:13 - loss: 315.4069 - logits_profile_predictions_loss: 311.0412 - logcount_predictions_loss: 0.3118 121/1952 [>.............................] - ETA: 4:13 - loss: 315.4204 - logits_profile_predictions_loss: 311.0550 - logcount_predictions_loss: 0.3118 122/1952 [>.............................] - ETA: 4:13 - loss: 315.4329 - logits_profile_predictions_loss: 311.0678 - logcount_predictions_loss: 0.3118 123/1952 [>.............................] - ETA: 4:13 - loss: 315.4470 - logits_profile_predictions_loss: 311.0821 - logcount_predictions_loss: 0.3118 124/1952 [>.............................] - ETA: 4:13 - loss: 315.4636 - logits_profile_predictions_loss: 311.0989 - logcount_predictions_loss: 0.3118 125/1952 [>.............................] - ETA: 4:13 - loss: 315.4800 - logits_profile_predictions_loss: 311.1155 - logcount_predictions_loss: 0.3117 126/1952 [>.............................] - ETA: 4:12 - loss: 315.4951 - logits_profile_predictions_loss: 311.1308 - logcount_predictions_loss: 0.3117 127/1952 [>.............................] - ETA: 4:12 - loss: 315.5110 - 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[====>.........................] - ETA: 3:44 - loss: 317.2751 - logits_profile_predictions_loss: 312.8870 - logcount_predictions_loss: 0.3134 330/1952 [====>.........................] - ETA: 3:44 - loss: 317.2829 - logits_profile_predictions_loss: 312.8947 - logcount_predictions_loss: 0.3134 331/1952 [====>.........................] - ETA: 3:44 - loss: 317.2909 - logits_profile_predictions_loss: 312.9027 - logcount_predictions_loss: 0.3134 332/1952 [====>.........................] - ETA: 3:44 - loss: 317.2985 - logits_profile_predictions_loss: 312.9102 - logcount_predictions_loss: 0.3134 333/1952 [====>.........................] - ETA: 3:44 - loss: 317.3062 - logits_profile_predictions_loss: 312.9179 - logcount_predictions_loss: 0.3134 334/1952 [====>.........................] - ETA: 3:44 - loss: 317.3140 - logits_profile_predictions_loss: 312.9257 - logcount_predictions_loss: 0.3135 335/1952 [====>.........................] - ETA: 3:43 - loss: 317.3215 - 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[====>.........................] - ETA: 3:43 - loss: 317.3712 - logits_profile_predictions_loss: 312.9827 - logcount_predictions_loss: 0.3135 343/1952 [====>.........................] - ETA: 3:42 - loss: 317.3777 - logits_profile_predictions_loss: 312.9893 - logcount_predictions_loss: 0.3135 344/1952 [====>.........................] - ETA: 3:42 - loss: 317.3839 - logits_profile_predictions_loss: 312.9955 - logcount_predictions_loss: 0.3135 345/1952 [====>.........................] - ETA: 3:42 - loss: 317.3901 - logits_profile_predictions_loss: 313.0017 - logcount_predictions_loss: 0.3135 346/1952 [====>.........................] - ETA: 3:42 - loss: 317.3961 - logits_profile_predictions_loss: 313.0077 - logcount_predictions_loss: 0.3135 347/1952 [====>.........................] - ETA: 3:42 - loss: 317.4021 - logits_profile_predictions_loss: 313.0137 - logcount_predictions_loss: 0.3135 348/1952 [====>.........................] - ETA: 3:42 - loss: 317.4086 - 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[====>.........................] - ETA: 3:41 - loss: 317.4521 - logits_profile_predictions_loss: 313.0637 - logcount_predictions_loss: 0.3135 356/1952 [====>.........................] - ETA: 3:41 - loss: 317.4579 - logits_profile_predictions_loss: 313.0695 - logcount_predictions_loss: 0.3135 357/1952 [====>.........................] - ETA: 3:40 - loss: 317.4634 - logits_profile_predictions_loss: 313.0750 - logcount_predictions_loss: 0.3135 358/1952 [====>.........................] - ETA: 3:40 - loss: 317.4686 - logits_profile_predictions_loss: 313.0803 - logcount_predictions_loss: 0.3135 359/1952 [====>.........................] - ETA: 3:40 - loss: 317.4739 - logits_profile_predictions_loss: 313.0855 - logcount_predictions_loss: 0.3135 360/1952 [====>.........................] - ETA: 3:40 - loss: 317.4793 - logits_profile_predictions_loss: 313.0909 - logcount_predictions_loss: 0.3135 361/1952 [====>.........................] - ETA: 3:40 - loss: 317.4848 - 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[====>.........................] - ETA: 3:37 - loss: 317.5999 - logits_profile_predictions_loss: 313.2114 - logcount_predictions_loss: 0.3135 382/1952 [====>.........................] - ETA: 3:37 - loss: 317.6060 - logits_profile_predictions_loss: 313.2175 - logcount_predictions_loss: 0.3135 383/1952 [====>.........................] - ETA: 3:37 - loss: 317.6120 - logits_profile_predictions_loss: 313.2235 - logcount_predictions_loss: 0.3135 384/1952 [====>.........................] - ETA: 3:37 - loss: 317.6182 - logits_profile_predictions_loss: 313.2297 - logcount_predictions_loss: 0.3135 385/1952 [====>.........................] - ETA: 3:37 - loss: 317.6245 - logits_profile_predictions_loss: 313.2361 - logcount_predictions_loss: 0.3135 386/1952 [====>.........................] - ETA: 3:36 - loss: 317.6309 - logits_profile_predictions_loss: 313.2425 - logcount_predictions_loss: 0.3135 387/1952 [====>.........................] - ETA: 3:36 - loss: 317.6372 - 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[=====>........................] - ETA: 3:35 - loss: 317.6778 - logits_profile_predictions_loss: 313.2895 - logcount_predictions_loss: 0.3135 395/1952 [=====>........................] - ETA: 3:35 - loss: 317.6832 - logits_profile_predictions_loss: 313.2949 - logcount_predictions_loss: 0.3135 396/1952 [=====>........................] - ETA: 3:35 - loss: 317.6889 - logits_profile_predictions_loss: 313.3006 - logcount_predictions_loss: 0.3135 397/1952 [=====>........................] - ETA: 3:35 - loss: 317.6944 - logits_profile_predictions_loss: 313.3061 - logcount_predictions_loss: 0.3135 398/1952 [=====>........................] - ETA: 3:35 - loss: 317.6997 - logits_profile_predictions_loss: 313.3114 - logcount_predictions_loss: 0.3135 399/1952 [=====>........................] - ETA: 3:35 - loss: 317.7050 - logits_profile_predictions_loss: 313.3167 - logcount_predictions_loss: 0.3135 400/1952 [=====>........................] - ETA: 3:34 - loss: 317.7104 - 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[===========================>..] - ETA: 14s - loss: 319.6631 - logits_profile_predictions_loss: 315.3200 - logcount_predictions_loss: 0.3102 1864/1952 [===========================>..] - ETA: 14s - loss: 319.6634 - logits_profile_predictions_loss: 315.3203 - logcount_predictions_loss: 0.3102 1865/1952 [===========================>..] - ETA: 14s - loss: 319.6637 - logits_profile_predictions_loss: 315.3206 - logcount_predictions_loss: 0.3102 1866/1952 [===========================>..] - ETA: 13s - loss: 319.6640 - logits_profile_predictions_loss: 315.3210 - logcount_predictions_loss: 0.3102 1867/1952 [===========================>..] - ETA: 13s - loss: 319.6643 - logits_profile_predictions_loss: 315.3213 - logcount_predictions_loss: 0.3102 1868/1952 [===========================>..] - ETA: 13s - loss: 319.6646 - logits_profile_predictions_loss: 315.3216 - logcount_predictions_loss: 0.3102 1869/1952 [===========================>..] - ETA: 13s - loss: 319.6649 - logits_profile_predictions_loss: 315.3219 - logcount_predictions_loss: 0.3102 1870/1952 [===========================>..] - ETA: 13s - loss: 319.6652 - logits_profile_predictions_loss: 315.3222 - logcount_predictions_loss: 0.3102 1871/1952 [===========================>..] - ETA: 13s - loss: 319.6655 - logits_profile_predictions_loss: 315.3226 - logcount_predictions_loss: 0.3102 1872/1952 [===========================>..] - ETA: 12s - loss: 319.6658 - logits_profile_predictions_loss: 315.3229 - logcount_predictions_loss: 0.3102 1873/1952 [===========================>..] - ETA: 12s - loss: 319.6661 - logits_profile_predictions_loss: 315.3232 - logcount_predictions_loss: 0.3102 1874/1952 [===========================>..] - ETA: 12s - loss: 319.6664 - logits_profile_predictions_loss: 315.3235 - logcount_predictions_loss: 0.3102 1875/1952 [===========================>..] - ETA: 12s - loss: 319.6667 - logits_profile_predictions_loss: 315.3238 - logcount_predictions_loss: 0.3102 1876/1952 [===========================>..] - ETA: 12s - loss: 319.6670 - logits_profile_predictions_loss: 315.3241 - logcount_predictions_loss: 0.3102 1877/1952 [===========================>..] - ETA: 12s - loss: 319.6672 - logits_profile_predictions_loss: 315.3244 - logcount_predictions_loss: 0.3102 1878/1952 [===========================>..] - ETA: 11s - loss: 319.6675 - logits_profile_predictions_loss: 315.3247 - logcount_predictions_loss: 0.3102 1879/1952 [===========================>..] - ETA: 11s - loss: 319.6678 - logits_profile_predictions_loss: 315.3251 - logcount_predictions_loss: 0.3102 1880/1952 [===========================>..] - ETA: 11s - loss: 319.6681 - logits_profile_predictions_loss: 315.3254 - logcount_predictions_loss: 0.3102 1881/1952 [===========================>..] - ETA: 11s - loss: 319.6684 - logits_profile_predictions_loss: 315.3257 - logcount_predictions_loss: 0.3102 1882/1952 [===========================>..] - ETA: 11s - loss: 319.6686 - logits_profile_predictions_loss: 315.3260 - logcount_predictions_loss: 0.3102 1883/1952 [===========================>..] - ETA: 11s - loss: 319.6689 - logits_profile_predictions_loss: 315.3263 - logcount_predictions_loss: 0.3102 1884/1952 [===========================>..] - ETA: 11s - loss: 319.6692 - logits_profile_predictions_loss: 315.3266 - logcount_predictions_loss: 0.3102 1885/1952 [===========================>..] - ETA: 10s - loss: 319.6695 - logits_profile_predictions_loss: 315.3269 - logcount_predictions_loss: 0.3102 1886/1952 [===========================>..] - ETA: 10s - loss: 319.6698 - logits_profile_predictions_loss: 315.3272 - logcount_predictions_loss: 0.3102 1887/1952 [============================>.] - ETA: 10s - loss: 319.6701 - logits_profile_predictions_loss: 315.3275 - logcount_predictions_loss: 0.3102 1888/1952 [============================>.] - ETA: 10s - loss: 319.6704 - logits_profile_predictions_loss: 315.3278 - logcount_predictions_loss: 0.3102 1889/1952 [============================>.] - ETA: 10s - loss: 319.6706 - logits_profile_predictions_loss: 315.3281 - logcount_predictions_loss: 0.3102 1890/1952 [============================>.] - ETA: 10s - loss: 319.6709 - logits_profile_predictions_loss: 315.3284 - logcount_predictions_loss: 0.3102 1891/1952 [============================>.] - ETA: 9s - loss: 319.6712 - logits_profile_predictions_loss: 315.3287 - logcount_predictions_loss: 0.3102  1892/1952 [============================>.] - ETA: 9s - loss: 319.6714 - logits_profile_predictions_loss: 315.3290 - logcount_predictions_loss: 0.3102 1893/1952 [============================>.] - ETA: 9s - loss: 319.6717 - logits_profile_predictions_loss: 315.3292 - logcount_predictions_loss: 0.3102 1894/1952 [============================>.] - ETA: 9s - loss: 319.6719 - logits_profile_predictions_loss: 315.3295 - logcount_predictions_loss: 0.3102 1895/1952 [============================>.] - ETA: 9s - loss: 319.6722 - logits_profile_predictions_loss: 315.3298 - logcount_predictions_loss: 0.3102 1896/1952 [============================>.] - ETA: 9s - loss: 319.6725 - logits_profile_predictions_loss: 315.3301 - logcount_predictions_loss: 0.3102 1897/1952 [============================>.] - ETA: 8s - loss: 319.6727 - logits_profile_predictions_loss: 315.3304 - logcount_predictions_loss: 0.3102 1898/1952 [============================>.] - ETA: 8s - loss: 319.6730 - logits_profile_predictions_loss: 315.3307 - logcount_predictions_loss: 0.3102 1899/1952 [============================>.] - ETA: 8s - loss: 319.6733 - logits_profile_predictions_loss: 315.3310 - logcount_predictions_loss: 0.3102 1900/1952 [============================>.] - ETA: 8s - loss: 319.6735 - logits_profile_predictions_loss: 315.3313 - logcount_predictions_loss: 0.3102 1901/1952 [============================>.] - ETA: 8s - loss: 319.6738 - logits_profile_predictions_loss: 315.3315 - logcount_predictions_loss: 0.3102 1902/1952 [============================>.] - ETA: 8s - loss: 319.6741 - logits_profile_predictions_loss: 315.3318 - logcount_predictions_loss: 0.3102 1903/1952 [============================>.] - ETA: 7s - loss: 319.6743 - logits_profile_predictions_loss: 315.3321 - logcount_predictions_loss: 0.3102 1904/1952 [============================>.] - ETA: 7s - loss: 319.6746 - logits_profile_predictions_loss: 315.3324 - logcount_predictions_loss: 0.3102 1905/1952 [============================>.] - ETA: 7s - loss: 319.6749 - logits_profile_predictions_loss: 315.3327 - logcount_predictions_loss: 0.3101 1906/1952 [============================>.] - ETA: 7s - loss: 319.6752 - logits_profile_predictions_loss: 315.3330 - logcount_predictions_loss: 0.3101 1907/1952 [============================>.] - ETA: 7s - loss: 319.6755 - logits_profile_predictions_loss: 315.3333 - logcount_predictions_loss: 0.3101 1908/1952 [============================>.] - ETA: 7s - loss: 319.6757 - logits_profile_predictions_loss: 315.3336 - logcount_predictions_loss: 0.3101 1909/1952 [============================>.] - ETA: 6s - loss: 319.6760 - logits_profile_predictions_loss: 315.3339 - logcount_predictions_loss: 0.3101 1910/1952 [============================>.] - ETA: 6s - loss: 319.6763 - logits_profile_predictions_loss: 315.3342 - logcount_predictions_loss: 0.3101 1911/1952 [============================>.] - ETA: 6s - loss: 319.6766 - logits_profile_predictions_loss: 315.3345 - logcount_predictions_loss: 0.3101 1912/1952 [============================>.] - ETA: 6s - loss: 319.6769 - logits_profile_predictions_loss: 315.3349 - logcount_predictions_loss: 0.3101 1913/1952 [============================>.] - ETA: 6s - loss: 319.6772 - logits_profile_predictions_loss: 315.3352 - logcount_predictions_loss: 0.3101 1914/1952 [============================>.] - ETA: 6s - loss: 319.6775 - logits_profile_predictions_loss: 315.3355 - logcount_predictions_loss: 0.3101 1915/1952 [============================>.] - ETA: 5s - loss: 319.6778 - logits_profile_predictions_loss: 315.3358 - logcount_predictions_loss: 0.3101 1916/1952 [============================>.] - ETA: 5s - loss: 319.6781 - logits_profile_predictions_loss: 315.3361 - logcount_predictions_loss: 0.3101 1917/1952 [============================>.] - ETA: 5s - loss: 319.6783 - logits_profile_predictions_loss: 315.3364 - logcount_predictions_loss: 0.3101 1918/1952 [============================>.] - ETA: 5s - loss: 319.6786 - logits_profile_predictions_loss: 315.3367 - logcount_predictions_loss: 0.3101 1919/1952 [============================>.] - ETA: 5s - loss: 319.6789 - logits_profile_predictions_loss: 315.3370 - logcount_predictions_loss: 0.3101 1920/1952 [============================>.] - ETA: 5s - loss: 319.6792 - logits_profile_predictions_loss: 315.3373 - logcount_predictions_loss: 0.3101 1921/1952 [============================>.] - ETA: 5s - loss: 319.6795 - logits_profile_predictions_loss: 315.3376 - logcount_predictions_loss: 0.3101 1922/1952 [============================>.] - ETA: 4s - loss: 319.6797 - logits_profile_predictions_loss: 315.3379 - logcount_predictions_loss: 0.3101 1923/1952 [============================>.] - ETA: 4s - loss: 319.6800 - logits_profile_predictions_loss: 315.3383 - logcount_predictions_loss: 0.3101 1924/1952 [============================>.] - ETA: 4s - loss: 319.6803 - logits_profile_predictions_loss: 315.3386 - logcount_predictions_loss: 0.3101 1925/1952 [============================>.] - ETA: 4s - loss: 319.6806 - logits_profile_predictions_loss: 315.3389 - logcount_predictions_loss: 0.3101 1926/1952 [============================>.] - ETA: 4s - loss: 319.6809 - logits_profile_predictions_loss: 315.3392 - logcount_predictions_loss: 0.3101 1927/1952 [============================>.] - ETA: 4s - loss: 319.6812 - logits_profile_predictions_loss: 315.3395 - logcount_predictions_loss: 0.3101 1928/1952 [============================>.] - ETA: 3s - loss: 319.6815 - logits_profile_predictions_loss: 315.3398 - logcount_predictions_loss: 0.3101 1929/1952 [============================>.] - ETA: 3s - loss: 319.6817 - logits_profile_predictions_loss: 315.3401 - logcount_predictions_loss: 0.3101 1930/1952 [============================>.] - ETA: 3s - loss: 319.6820 - logits_profile_predictions_loss: 315.3404 - logcount_predictions_loss: 0.3101 1931/1952 [============================>.] - ETA: 3s - loss: 319.6823 - logits_profile_predictions_loss: 315.3407 - logcount_predictions_loss: 0.3101 1932/1952 [============================>.] - ETA: 3s - loss: 319.6826 - logits_profile_predictions_loss: 315.3410 - logcount_predictions_loss: 0.3101 1933/1952 [============================>.] - ETA: 3s - loss: 319.6829 - logits_profile_predictions_loss: 315.3414 - logcount_predictions_loss: 0.3101 1934/1952 [============================>.] - ETA: 2s - loss: 319.6832 - logits_profile_predictions_loss: 315.3417 - logcount_predictions_loss: 0.3101 1935/1952 [============================>.] - ETA: 2s - loss: 319.6835 - logits_profile_predictions_loss: 315.3420 - logcount_predictions_loss: 0.3101 1936/1952 [============================>.] - ETA: 2s - loss: 319.6839 - logits_profile_predictions_loss: 315.3424 - logcount_predictions_loss: 0.3101 1937/1952 [============================>.] - ETA: 2s - loss: 319.6841 - logits_profile_predictions_loss: 315.3427 - logcount_predictions_loss: 0.3101 1938/1952 [============================>.] - ETA: 2s - loss: 319.6844 - logits_profile_predictions_loss: 315.3430 - logcount_predictions_loss: 0.3101 1939/1952 [============================>.] - ETA: 2s - loss: 319.6847 - logits_profile_predictions_loss: 315.3433 - logcount_predictions_loss: 0.3101 1940/1952 [============================>.] - ETA: 1s - loss: 319.6850 - logits_profile_predictions_loss: 315.3436 - logcount_predictions_loss: 0.3101 1941/1952 [============================>.] - ETA: 1s - loss: 319.6853 - logits_profile_predictions_loss: 315.3439 - logcount_predictions_loss: 0.3101 1942/1952 [============================>.] - ETA: 1s - loss: 319.6856 - logits_profile_predictions_loss: 315.3443 - logcount_predictions_loss: 0.3101 1943/1952 [============================>.] - ETA: 1s - loss: 319.6859 - logits_profile_predictions_loss: 315.3446 - logcount_predictions_loss: 0.3101 1944/1952 [============================>.] - ETA: 1s - loss: 319.6862 - logits_profile_predictions_loss: 315.3449 - logcount_predictions_loss: 0.3101 1945/1952 [============================>.] - ETA: 1s - loss: 319.6865 - logits_profile_predictions_loss: 315.3452 - logcount_predictions_loss: 0.3101 1946/1952 [============================>.] - ETA: 0s - loss: 319.6868 - logits_profile_predictions_loss: 315.3455 - logcount_predictions_loss: 0.3101 1947/1952 [============================>.] - ETA: 0s - loss: 319.6871 - logits_profile_predictions_loss: 315.3458 - logcount_predictions_loss: 0.3101 1948/1952 [============================>.] - ETA: 0s - loss: 319.6874 - logits_profile_predictions_loss: 315.3461 - logcount_predictions_loss: 0.3101 1949/1952 [============================>.] - ETA: 0s - loss: 319.6877 - logits_profile_predictions_loss: 315.3464 - logcount_predictions_loss: 0.3101 1950/1952 [============================>.] - ETA: 0s - loss: 319.6880 - logits_profile_predictions_loss: 315.3467 - logcount_predictions_loss: 0.3101 1951/1952 [============================>.] - ETA: 0s - loss: 319.6882 - logits_profile_predictions_loss: 315.3471 - logcount_predictions_loss: 0.3101 1952/1952 [==============================] - ETA: 0s - loss: 319.6885 - logits_profile_predictions_loss: 315.3474 - logcount_predictions_loss: 0.3101 1952/1952 [==============================] - 325s 167ms/step - loss: 319.6888 - logits_profile_predictions_loss: 315.3477 - logcount_predictions_loss: 0.3101 - val_loss: 357.7184 - val_logits_profile_predictions_loss: 349.4757 - val_logcount_predictions_loss: 0.5888 Epoch 00014: val_loss did not improve from 356.70731 Restoring model weights from the end of the best epoch. Epoch 00014: early stopping save model save model without bias 2022-09-21_20-50-19: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_20-52-30: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_20-54-32: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR641KNU//preprocessing/bigWigs/ENCSR641KNU.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(27900, 10) loading nonpeaks... got split:test for bed regions:(26321, 10) 0/212 100/212 200/212 2022-09-21_20-55-54: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints 2022-09-21_20-55-54: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: tn5_1 GCACAGTACAGAGCTG 1/28 [>.............................] - ETA: 3:20 3/28 [==>...........................] - ETA: 7s  4/28 [===>..........................] - ETA: 10s 5/28 [====>.........................] - ETA: 10s 6/28 [=====>........................] - ETA: 11s 7/28 [======>.......................] - ETA: 10s 8/28 [=======>......................] - ETA: 10s 9/28 [========>.....................] - ETA: 10s 10/28 [=========>....................] - ETA: 9s  11/28 [==========>...................] - ETA: 9s 12/28 [===========>..................] - ETA: 9s 13/28 [============>.................] - ETA: 8s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 7s 16/28 [================>.............] - ETA: 6s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 5s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 2s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 27s 734ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 635ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step 1/28 [>.............................] - ETA: 0s 2/28 [=>............................] - ETA: 16s 3/28 [==>...........................] - ETA: 15s 4/28 [===>..........................] - ETA: 14s 5/28 [====>.........................] - ETA: 14s 6/28 [=====>........................] - ETA: 13s 7/28 [======>.......................] - ETA: 13s 8/28 [=======>......................] - ETA: 12s 9/28 [========>.....................] - ETA: 11s 10/28 [=========>....................] - ETA: 11s 11/28 [==========>...................] - ETA: 10s 12/28 [===========>..................] - ETA: 9s  13/28 [============>.................] - ETA: 9s 14/28 [==============>...............] - ETA: 8s 15/28 [===============>..............] - ETA: 8s 16/28 [================>.............] - ETA: 7s 17/28 [=================>............] - ETA: 6s 18/28 [==================>...........] - ETA: 6s 19/28 [===================>..........] - ETA: 5s 20/28 [====================>.........] - ETA: 4s 21/28 [=====================>........] - ETA: 4s 22/28 [======================>.......] - ETA: 3s 23/28 [=======================>......] - ETA: 3s 24/28 [========================>.....] - ETA: 2s 25/28 [=========================>....] - ETA: 1s 26/28 [==========================>...] - ETA: 1s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 17s 636ms/step Saving marginal footprints 2022-09-21_20-59-14: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints 2022-09-21_20-59-14: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR641KNU//chrombpnet_model_feb15_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: tn5_1 GCACAGTACAGAGCTG 1/28 [>.............................] - ETA: 1:08 3/28 [==>...........................] - ETA: 0s  5/28 [====>.........................] - ETA: 0s 7/28 [======>.......................] - ETA: 0s 8/28 [=======>......................] - ETA: 0s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 16/28 [================>.............] - ETA: 0s 18/28 [==================>...........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 4s 64ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 20/28 [====================>.........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 1s 51ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 22/28 [======================>.......] - ETA: 0s 24/28 [========================>.....] - ETA: 0s 26/28 [==========================>...] - ETA: 0s 28/28 [==============================] - ETA: 0s 28/28 [==============================] - 1s 50ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 50ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 51ms/step 1/28 [>.............................] - ETA: 0s 3/28 [==>...........................] - ETA: 1s 5/28 [====>.........................] - ETA: 1s 7/28 [======>.......................] - ETA: 1s 9/28 [========>.....................] - ETA: 0s 11/28 [==========>...................] - ETA: 0s 13/28 [============>.................] - ETA: 0s 15/28 [===============>..............] - ETA: 0s 17/28 [=================>............] - ETA: 0s 19/28 [===================>..........] - ETA: 0s 21/28 [=====================>........] - ETA: 0s 23/28 [=======================>......] - ETA: 0s 25/28 [=========================>....] - ETA: 0s 27/28 [===========================>..] - ETA: 0s 28/28 [==============================] - 1s 50ms/step Saving marginal footprints