diff --git "a/fold_0/logs.models.fold_0.ENCSR705KEB/logfile.modelling.fold_0.ENCSR705KEB.stdout.txt" "b/fold_0/logs.models.fold_0.ENCSR705KEB/logfile.modelling.fold_0.ENCSR705KEB.stdout.txt" new file mode 100644--- /dev/null +++ "b/fold_0/logs.models.fold_0.ENCSR705KEB/logfile.modelling.fold_0.ENCSR705KEB.stdout.txt" @@ -0,0 +1,488 @@ +ATAC-seq +ATAC_PE +Sat Mar 26 11:25:45 2022 ++-----------------------------------------------------------------------------+ +| NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 | +|-------------------------------+----------------------+----------------------+ +| 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 TITAN V On | 00000000:02:00.0 Off | N/A | +| 28% 35C P8 25W / 250W | 0MiB / 12288MiB | 0% E. Process | +| | | N/A | ++-------------------------------+----------------------+----------------------+ + ++-----------------------------------------------------------------------------+ +| Processes: | +| GPU GI CI PID Type Process name GPU Memory | +| ID ID Usage | +|=============================================================================| +| No running processes found | ++-----------------------------------------------------------------------------+ +No logfile supplied - creating one +2022-03-26_11-25-46: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//preprocessing/bigWigs/ENCSR705KEB.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//negatives_data/negatives_with_summit.bed \ + --outlier_threshold=0.99 \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.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/k562_atac_bias_new.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15/ +evaluating hyperparameters on the following chromosomes ['chr2', 'chr4', 'chr5', 'chr7', 'chr9', 'chr10', 'chr11', 'chr12', 'chr13', 'chr14', 'chr15', 'chr16', 'chr17', 'chr18', 'chr19', 'chr21', 'chr22', 'chrX', 'chrY', 'chr8', 'chr20'] +Number of peaks input: 123007 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 123007 +Number of peaks input: 33974 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 33974 +Number of non peaks input: 123007 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 123007 +Number of non peaks input: 33973 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 33973 +Number of peaks after removing outliers: 121652 +Number of nonpeaks after removing outliers: 109772 +got the model +Model: "functional_1" +__________________________________________________________________________________________________ +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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48s 10ms/step +2022-03-26_11-32-56: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//preprocessing/bigWigs/ENCSR705KEB.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --batch_size=64 \ + --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ + --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +{'counts_loss_weight': '17.9', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json', 'negative_sampling_ratio': '0.1'} +got the model +loading peaks... +got split:train for bed regions:(110989, 10) +loading nonpeaks... +got split:train for bed regions:(100016, 10) +loading peaks... +got split:valid for bed regions:(10663, 10) +loading nonpeaks... +got split:valid for bed regions:(9756, 10) +Epoch 1/50 + 1/1908 [..............................] - ETA: 5:27:40 - loss: 649.8098 - logits_profile_predictions_loss: 519.1968 - logcount_predictions_loss: 7.2968 2/1908 [..............................] - ETA: 18:03 - loss: 3100.5729 - logits_profile_predictions_loss: 520.7393 - logcount_predictions_loss: 144.1248 3/1908 [..............................] - ETA: 18:00 - loss: 3377.7367 - logits_profile_predictions_loss: 523.8705 - logcount_predictions_loss: 159.4339 4/1908 [..............................] - ETA: 17:57 - loss: 3310.8005 - logits_profile_predictions_loss: 524.5446 - logcount_predictions_loss: 155.6568 5/1908 [..............................] - ETA: 17:56 - loss: 3167.2939 - logits_profile_predictions_loss: 520.5639 - logcount_predictions_loss: 147.8620 6/1908 [..............................] - ETA: 17:56 - loss: 3014.5330 - logits_profile_predictions_loss: 515.8470 - logcount_predictions_loss: 139.5914 7/1908 [..............................] - ETA: 17:54 - loss: 2871.6196 - logits_profile_predictions_loss: 512.0750 - logcount_predictions_loss: 131.8181 8/1908 [..............................] - ETA: 17:54 - loss: 2741.7269 - logits_profile_predictions_loss: 508.5093 - logcount_predictions_loss: 124.7608 9/1908 [..............................] - ETA: 17:53 - loss: 2626.2545 - logits_profile_predictions_loss: 506.2223 - logcount_predictions_loss: 118.4376 10/1908 [..............................] - ETA: 17:52 - loss: 2523.6140 - logits_profile_predictions_loss: 504.7628 - logcount_predictions_loss: 112.7850 11/1908 [..............................] - ETA: 17:51 - loss: 2430.3420 - logits_profile_predictions_loss: 502.6049 - logcount_predictions_loss: 107.6948 12/1908 [..............................] - ETA: 17:51 - loss: 2346.8005 - logits_profile_predictions_loss: 501.0967 - logcount_predictions_loss: 103.1119 13/1908 [..............................] - ETA: 17:50 - loss: 2270.7748 - logits_profile_predictions_loss: 499.3977 - logcount_predictions_loss: 98.9596  14/1908 [..............................] - ETA: 17:50 - loss: 2201.1369 - logits_profile_predictions_loss: 497.4458 - logcount_predictions_loss: 95.1783 15/1908 [..............................] - ETA: 17:49 - loss: 2137.7580 - logits_profile_predictions_loss: 495.8207 - logcount_predictions_loss: 91.7283 16/1908 [..............................] - ETA: 17:49 - loss: 2079.7343 - logits_profile_predictions_loss: 494.3701 - logcount_predictions_loss: 88.5678 17/1908 [..............................] - ETA: 17:48 - loss: 2026.8994 - logits_profile_predictions_loss: 493.4555 - logcount_predictions_loss: 85.6673 18/1908 [..............................] - ETA: 17:48 - loss: 1978.2200 - logits_profile_predictions_loss: 492.6800 - logcount_predictions_loss: 82.9911 19/1908 [..............................] - ETA: 17:47 - loss: 1933.5643 - logits_profile_predictions_loss: 492.2840 - logcount_predictions_loss: 80.5185 20/1908 [..............................] - ETA: 17:46 - loss: 1892.0608 - logits_profile_predictions_loss: 491.9044 - logcount_predictions_loss: 78.2210 21/1908 [..............................] - ETA: 17:46 - loss: 1853.3518 - logits_profile_predictions_loss: 491.5262 - logcount_predictions_loss: 76.0796 22/1908 [..............................] - ETA: 17:45 - loss: 1817.2717 - logits_profile_predictions_loss: 491.2284 - logcount_predictions_loss: 74.0806 23/1908 [..............................] - ETA: 17:45 - loss: 1783.4361 - logits_profile_predictions_loss: 490.9210 - logcount_predictions_loss: 72.2075 24/1908 [..............................] - ETA: 17:44 - loss: 1751.6700 - logits_profile_predictions_loss: 490.6227 - logcount_predictions_loss: 70.4496 25/1908 [..............................] - ETA: 17:43 - loss: 1721.9853 - logits_profile_predictions_loss: 490.4950 - logcount_predictions_loss: 68.7983 26/1908 [..............................] - ETA: 17:43 - loss: 1693.9790 - logits_profile_predictions_loss: 490.3512 - logcount_predictions_loss: 67.2418 27/1908 [..............................] - ETA: 17:42 - loss: 1667.6146 - logits_profile_predictions_loss: 490.2941 - logcount_predictions_loss: 65.7721 28/1908 [..............................] - ETA: 17:42 - loss: 1642.7405 - logits_profile_predictions_loss: 490.2912 - logcount_predictions_loss: 64.3826 29/1908 [..............................] - ETA: 17:41 - loss: 1619.1990 - logits_profile_predictions_loss: 490.3182 - logcount_predictions_loss: 63.0660 30/1908 [..............................] - ETA: 17:41 - loss: 1596.8681 - logits_profile_predictions_loss: 490.3537 - logcount_predictions_loss: 61.8164 31/1908 [..............................] - ETA: 17:40 - loss: 1575.5742 - logits_profile_predictions_loss: 490.3362 - logcount_predictions_loss: 60.6278 32/1908 [..............................] - ETA: 17:39 - loss: 1555.3084 - logits_profile_predictions_loss: 490.3255 - logcount_predictions_loss: 59.4962 33/1908 [..............................] - ETA: 17:39 - loss: 1535.9755 - logits_profile_predictions_loss: 490.3054 - logcount_predictions_loss: 58.4173 34/1908 [..............................] - ETA: 17:38 - loss: 1517.5256 - logits_profile_predictions_loss: 490.2879 - logcount_predictions_loss: 57.3876 35/1908 [..............................] - ETA: 17:38 - loss: 1499.9195 - logits_profile_predictions_loss: 490.2895 - logcount_predictions_loss: 56.4039 36/1908 [..............................] - ETA: 17:37 - loss: 1483.0347 - logits_profile_predictions_loss: 490.2578 - logcount_predictions_loss: 55.4624 37/1908 [..............................] - ETA: 17:37 - loss: 1466.7688 - logits_profile_predictions_loss: 490.1515 - logcount_predictions_loss: 54.5596 38/1908 [..............................] - ETA: 17:36 - loss: 1451.2118 - logits_profile_predictions_loss: 490.0772 - logcount_predictions_loss: 53.6947 39/1908 [..............................] - ETA: 17:36 - loss: 1436.2730 - logits_profile_predictions_loss: 489.9975 - logcount_predictions_loss: 52.8646 40/1908 [..............................] - ETA: 17:35 - loss: 1421.9868 - logits_profile_predictions_loss: 489.9697 - logcount_predictions_loss: 52.0680 41/1908 [..............................] - ETA: 17:35 - loss: 1408.2327 - logits_profile_predictions_loss: 489.9246 - logcount_predictions_loss: 51.3021 42/1908 [..............................] - ETA: 17:34 - loss: 1395.0043 - logits_profile_predictions_loss: 489.8852 - logcount_predictions_loss: 50.5653 43/1908 [..............................] - ETA: 17:34 - loss: 1382.3087 - logits_profile_predictions_loss: 489.8815 - logcount_predictions_loss: 49.8563 44/1908 [..............................] - ETA: 17:33 - loss: 1370.0812 - logits_profile_predictions_loss: 489.8862 - logcount_predictions_loss: 49.1729 45/1908 [..............................] - ETA: 17:32 - loss: 1358.2998 - logits_profile_predictions_loss: 489.9043 - logcount_predictions_loss: 48.5137 46/1908 [..............................] - ETA: 17:32 - loss: 1346.9413 - 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logits_profile_predictions_loss: 400.7320 - logcount_predictions_loss: 0.9886 373/1908 [====>.........................] - ETA: 14:29 - loss: 418.4234 - logits_profile_predictions_loss: 400.7279 - logcount_predictions_loss: 0.9886 374/1908 [====>.........................] - ETA: 14:29 - loss: 418.4186 - logits_profile_predictions_loss: 400.7237 - logcount_predictions_loss: 0.9885 375/1908 [====>.........................] - ETA: 14:28 - loss: 418.4137 - logits_profile_predictions_loss: 400.7195 - logcount_predictions_loss: 0.9885 376/1908 [====>.........................] - ETA: 14:28 - loss: 418.4086 - logits_profile_predictions_loss: 400.7150 - logcount_predictions_loss: 0.9885 377/1908 [====>.........................] - ETA: 14:27 - loss: 418.4031 - logits_profile_predictions_loss: 400.7101 - logcount_predictions_loss: 0.9884 378/1908 [====>.........................] - ETA: 14:26 - loss: 418.3977 - logits_profile_predictions_loss: 400.7054 - logcount_predictions_loss: 0.9884 379/1908 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385.7841 - logcount_predictions_loss: 0.8116 1902/1908 [============================>.] - ETA: 3s - loss: 400.3103 - logits_profile_predictions_loss: 385.7830 - logcount_predictions_loss: 0.8116 1903/1908 [============================>.] - ETA: 2s - loss: 400.3092 - logits_profile_predictions_loss: 385.7819 - logcount_predictions_loss: 0.8116 1904/1908 [============================>.] - ETA: 2s - loss: 400.3081 - logits_profile_predictions_loss: 385.7808 - logcount_predictions_loss: 0.8116 1905/1908 [============================>.] - ETA: 1s - loss: 400.3069 - logits_profile_predictions_loss: 385.7797 - logcount_predictions_loss: 0.8116 1906/1908 [============================>.] - ETA: 1s - loss: 400.3058 - logits_profile_predictions_loss: 385.7787 - logcount_predictions_loss: 0.8116 1907/1908 [============================>.] - ETA: 0s - loss: 400.3047 - logits_profile_predictions_loss: 385.7776 - logcount_predictions_loss: 0.8116 1908/1908 [==============================] - ETA: 0s - 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17/1908 [..............................] - ETA: 17:47 - loss: 380.4706 - logits_profile_predictions_loss: 366.9345 - logcount_predictions_loss: 0.7562 18/1908 [..............................] - ETA: 17:47 - loss: 381.1966 - logits_profile_predictions_loss: 367.6063 - logcount_predictions_loss: 0.7592 19/1908 [..............................] - ETA: 17:46 - loss: 381.7012 - logits_profile_predictions_loss: 368.0679 - logcount_predictions_loss: 0.7616 20/1908 [..............................] - ETA: 17:46 - loss: 382.2686 - logits_profile_predictions_loss: 368.6066 - logcount_predictions_loss: 0.7632 21/1908 [..............................] - ETA: 17:45 - loss: 382.7845 - logits_profile_predictions_loss: 369.0885 - logcount_predictions_loss: 0.7651 22/1908 [..............................] - ETA: 17:44 - loss: 383.2851 - logits_profile_predictions_loss: 369.5581 - logcount_predictions_loss: 0.7669 23/1908 [..............................] - ETA: 17:44 - loss: 383.7450 - 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[..............................] - ETA: 17:40 - loss: 386.3827 - logits_profile_predictions_loss: 372.4005 - logcount_predictions_loss: 0.7811 31/1908 [..............................] - ETA: 17:39 - loss: 386.6517 - logits_profile_predictions_loss: 372.6414 - logcount_predictions_loss: 0.7827 32/1908 [..............................] - ETA: 17:39 - loss: 386.8953 - logits_profile_predictions_loss: 372.8596 - logcount_predictions_loss: 0.7841 33/1908 [..............................] - ETA: 17:38 - loss: 387.1648 - logits_profile_predictions_loss: 373.1043 - logcount_predictions_loss: 0.7855 34/1908 [..............................] - ETA: 17:38 - loss: 387.4378 - logits_profile_predictions_loss: 373.3522 - logcount_predictions_loss: 0.7869 35/1908 [..............................] - ETA: 17:37 - loss: 387.7555 - logits_profile_predictions_loss: 373.6491 - logcount_predictions_loss: 0.7881 36/1908 [..............................] - ETA: 17:37 - loss: 388.0229 - 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[..............................] - ETA: 17:33 - loss: 389.6177 - logits_profile_predictions_loss: 375.3427 - logcount_predictions_loss: 0.7975 44/1908 [..............................] - ETA: 17:32 - loss: 389.8272 - logits_profile_predictions_loss: 375.5372 - logcount_predictions_loss: 0.7983 45/1908 [..............................] - ETA: 17:31 - loss: 390.0036 - logits_profile_predictions_loss: 375.6978 - logcount_predictions_loss: 0.7992 46/1908 [..............................] - ETA: 17:31 - loss: 390.1862 - logits_profile_predictions_loss: 375.8645 - logcount_predictions_loss: 0.8001 47/1908 [..............................] - ETA: 17:30 - loss: 390.3402 - logits_profile_predictions_loss: 376.0052 - logcount_predictions_loss: 0.8008 48/1908 [..............................] - ETA: 17:30 - loss: 390.5015 - logits_profile_predictions_loss: 376.1550 - logcount_predictions_loss: 0.8015 49/1908 [..............................] - ETA: 17:29 - loss: 390.6606 - 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[..............................] - ETA: 17:25 - loss: 391.5296 - logits_profile_predictions_loss: 377.1018 - logcount_predictions_loss: 0.8060 57/1908 [..............................] - ETA: 17:25 - loss: 391.6305 - logits_profile_predictions_loss: 377.1935 - logcount_predictions_loss: 0.8065 58/1908 [..............................] - ETA: 17:24 - loss: 391.7252 - logits_profile_predictions_loss: 377.2796 - logcount_predictions_loss: 0.8070 59/1908 [..............................] - ETA: 17:24 - loss: 391.8238 - logits_profile_predictions_loss: 377.3711 - logcount_predictions_loss: 0.8074 60/1908 [..............................] - ETA: 17:23 - loss: 391.9154 - logits_profile_predictions_loss: 377.4565 - logcount_predictions_loss: 0.8078 61/1908 [..............................] - ETA: 17:22 - loss: 392.0026 - logits_profile_predictions_loss: 377.5398 - logcount_predictions_loss: 0.8080 62/1908 [..............................] - ETA: 17:22 - loss: 392.1049 - 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[====>.........................] - ETA: 14:44 - loss: 392.3624 - logits_profile_predictions_loss: 378.0287 - logcount_predictions_loss: 0.8008 343/1908 [====>.........................] - ETA: 14:43 - loss: 392.3572 - logits_profile_predictions_loss: 378.0239 - logcount_predictions_loss: 0.8007 344/1908 [====>.........................] - ETA: 14:43 - loss: 392.3523 - logits_profile_predictions_loss: 378.0194 - logcount_predictions_loss: 0.8007 345/1908 [====>.........................] - ETA: 14:42 - loss: 392.3478 - logits_profile_predictions_loss: 378.0153 - logcount_predictions_loss: 0.8007 346/1908 [====>.........................] - ETA: 14:42 - loss: 392.3434 - logits_profile_predictions_loss: 378.0112 - logcount_predictions_loss: 0.8007 347/1908 [====>.........................] - ETA: 14:41 - loss: 392.3392 - logits_profile_predictions_loss: 378.0073 - logcount_predictions_loss: 0.8007 348/1908 [====>.........................] - ETA: 14:41 - loss: 392.3351 - 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[====>.........................] - ETA: 14:37 - loss: 392.3110 - logits_profile_predictions_loss: 377.9820 - logcount_predictions_loss: 0.8005 356/1908 [====>.........................] - ETA: 14:36 - loss: 392.3079 - logits_profile_predictions_loss: 377.9794 - logcount_predictions_loss: 0.8005 357/1908 [====>.........................] - ETA: 14:36 - loss: 392.3047 - logits_profile_predictions_loss: 377.9766 - logcount_predictions_loss: 0.8005 358/1908 [====>.........................] - ETA: 14:35 - loss: 392.3016 - logits_profile_predictions_loss: 377.9740 - logcount_predictions_loss: 0.8004 359/1908 [====>.........................] - ETA: 14:34 - loss: 392.2987 - logits_profile_predictions_loss: 377.9715 - logcount_predictions_loss: 0.8004 360/1908 [====>.........................] - ETA: 14:34 - loss: 392.2958 - logits_profile_predictions_loss: 377.9691 - logcount_predictions_loss: 0.8004 361/1908 [====>.........................] - ETA: 14:33 - loss: 392.2931 - 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[====>.........................] - ETA: 14:29 - loss: 392.2790 - logits_profile_predictions_loss: 377.9565 - logcount_predictions_loss: 0.8001 369/1908 [====>.........................] - ETA: 14:29 - loss: 392.2773 - logits_profile_predictions_loss: 377.9552 - logcount_predictions_loss: 0.8001 370/1908 [====>.........................] - ETA: 14:28 - loss: 392.2753 - logits_profile_predictions_loss: 377.9538 - logcount_predictions_loss: 0.8001 371/1908 [====>.........................] - ETA: 14:28 - loss: 392.2734 - logits_profile_predictions_loss: 377.9525 - logcount_predictions_loss: 0.8001 372/1908 [====>.........................] - ETA: 14:27 - loss: 392.2711 - logits_profile_predictions_loss: 377.9507 - logcount_predictions_loss: 0.8000 373/1908 [====>.........................] - ETA: 14:26 - loss: 392.2687 - logits_profile_predictions_loss: 377.9488 - logcount_predictions_loss: 0.8000 374/1908 [====>.........................] - ETA: 14:26 - loss: 392.2666 - 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[====>.........................] - ETA: 14:22 - loss: 392.2549 - logits_profile_predictions_loss: 377.9395 - logcount_predictions_loss: 0.7997 382/1908 [=====>........................] - ETA: 14:21 - loss: 392.2533 - logits_profile_predictions_loss: 377.9386 - logcount_predictions_loss: 0.7997 383/1908 [=====>........................] - ETA: 14:21 - loss: 392.2515 - logits_profile_predictions_loss: 377.9374 - logcount_predictions_loss: 0.7997 384/1908 [=====>........................] - ETA: 14:20 - loss: 392.2496 - logits_profile_predictions_loss: 377.9361 - logcount_predictions_loss: 0.7996 385/1908 [=====>........................] - ETA: 14:20 - loss: 392.2477 - logits_profile_predictions_loss: 377.9349 - logcount_predictions_loss: 0.7996 386/1908 [=====>........................] - ETA: 14:19 - loss: 392.2458 - logits_profile_predictions_loss: 377.9337 - logcount_predictions_loss: 0.7996 387/1908 [=====>........................] - ETA: 14:19 - loss: 392.2436 - logits_profile_predictions_loss: 377.9321 - logcount_predictions_loss: 0.7995 388/1908 [=====>........................] - ETA: 14:18 - loss: 392.2414 - logits_profile_predictions_loss: 377.9305 - logcount_predictions_loss: 0.7995 389/1908 [=====>........................] - ETA: 14:17 - loss: 392.2394 - logits_profile_predictions_loss: 377.9291 - logcount_predictions_loss: 0.7995 390/1908 [=====>........................] - ETA: 14:17 - loss: 392.2374 - logits_profile_predictions_loss: 377.9278 - logcount_predictions_loss: 0.7994 391/1908 [=====>........................] - ETA: 14:16 - loss: 392.2355 - logits_profile_predictions_loss: 377.9264 - logcount_predictions_loss: 0.7994 392/1908 [=====>........................] - ETA: 14:16 - loss: 392.2337 - logits_profile_predictions_loss: 377.9252 - logcount_predictions_loss: 0.7994 393/1908 [=====>........................] - ETA: 14:15 - loss: 392.2316 - logits_profile_predictions_loss: 377.9237 - logcount_predictions_loss: 0.7993 394/1908 [=====>........................] - ETA: 14:15 - loss: 392.2297 - logits_profile_predictions_loss: 377.9223 - logcount_predictions_loss: 0.7993 395/1908 [=====>........................] - ETA: 14:14 - loss: 392.2279 - logits_profile_predictions_loss: 377.9211 - logcount_predictions_loss: 0.7993 396/1908 [=====>........................] - ETA: 14:13 - loss: 392.2262 - logits_profile_predictions_loss: 377.9201 - logcount_predictions_loss: 0.7992 397/1908 [=====>........................] - ETA: 14:13 - loss: 392.2247 - logits_profile_predictions_loss: 377.9192 - logcount_predictions_loss: 0.7992 398/1908 [=====>........................] - ETA: 14:12 - loss: 392.2232 - logits_profile_predictions_loss: 377.9184 - logcount_predictions_loss: 0.7992 399/1908 [=====>........................] - ETA: 14:12 - loss: 392.2217 - logits_profile_predictions_loss: 377.9175 - logcount_predictions_loss: 0.7991 400/1908 [=====>........................] - ETA: 14:11 - loss: 392.2206 - 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[..............................] - ETA: 17:40 - loss: 383.2596 - logits_profile_predictions_loss: 369.2210 - logcount_predictions_loss: 0.7843 33/1908 [..............................] - ETA: 17:39 - loss: 383.3493 - logits_profile_predictions_loss: 369.3278 - logcount_predictions_loss: 0.7833 34/1908 [..............................] - ETA: 17:39 - loss: 383.4420 - logits_profile_predictions_loss: 369.4341 - logcount_predictions_loss: 0.7826 35/1908 [..............................] - ETA: 17:38 - loss: 383.5644 - logits_profile_predictions_loss: 369.5700 - logcount_predictions_loss: 0.7818 36/1908 [..............................] - ETA: 17:37 - loss: 383.6553 - logits_profile_predictions_loss: 369.6764 - logcount_predictions_loss: 0.7809 37/1908 [..............................] - ETA: 17:37 - loss: 383.7702 - logits_profile_predictions_loss: 369.8081 - logcount_predictions_loss: 0.7800 38/1908 [..............................] - ETA: 17:36 - loss: 383.8798 - 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[..............................] - ETA: 17:32 - loss: 384.7328 - logits_profile_predictions_loss: 370.9295 - logcount_predictions_loss: 0.7711 46/1908 [..............................] - ETA: 17:23 - loss: 384.8310 - logits_profile_predictions_loss: 371.0456 - logcount_predictions_loss: 0.7701 47/1908 [..............................] - ETA: 17:22 - loss: 384.9253 - logits_profile_predictions_loss: 371.1577 - logcount_predictions_loss: 0.7691 48/1908 [..............................] - ETA: 17:22 - loss: 385.0131 - logits_profile_predictions_loss: 371.2626 - logcount_predictions_loss: 0.7682 49/1908 [..............................] - ETA: 17:22 - loss: 385.1096 - logits_profile_predictions_loss: 371.3760 - logcount_predictions_loss: 0.7672 50/1908 [..............................] - ETA: 17:21 - loss: 385.1983 - logits_profile_predictions_loss: 371.4826 - logcount_predictions_loss: 0.7662 51/1908 [..............................] - ETA: 17:21 - loss: 385.2942 - 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[..............................] - ETA: 17:18 - loss: 385.7062 - logits_profile_predictions_loss: 372.1114 - logcount_predictions_loss: 0.7595 59/1908 [..............................] - ETA: 17:17 - loss: 385.7593 - logits_profile_predictions_loss: 372.1770 - logcount_predictions_loss: 0.7588 60/1908 [..............................] - ETA: 17:17 - loss: 385.8181 - logits_profile_predictions_loss: 372.2498 - logcount_predictions_loss: 0.7580 61/1908 [..............................] - ETA: 17:17 - loss: 385.8788 - logits_profile_predictions_loss: 372.3225 - logcount_predictions_loss: 0.7573 62/1908 [..............................] - ETA: 17:16 - loss: 385.9449 - logits_profile_predictions_loss: 372.3998 - logcount_predictions_loss: 0.7567 63/1908 [..............................] - ETA: 17:16 - loss: 386.0177 - logits_profile_predictions_loss: 372.4825 - logcount_predictions_loss: 0.7562 64/1908 [>.............................] - ETA: 17:15 - loss: 386.0819 - 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logits_profile_predictions_loss: 373.9681 - logcount_predictions_loss: 0.7202 312/1908 [===>..........................] - ETA: 15:01 - loss: 386.8562 - logits_profile_predictions_loss: 373.9660 - logcount_predictions_loss: 0.7201 313/1908 [===>..........................] - ETA: 15:00 - loss: 386.8530 - logits_profile_predictions_loss: 373.9639 - logcount_predictions_loss: 0.7201 314/1908 [===>..........................] - ETA: 14:59 - loss: 386.8500 - logits_profile_predictions_loss: 373.9619 - logcount_predictions_loss: 0.7200 315/1908 [===>..........................] - ETA: 14:59 - loss: 386.8468 - logits_profile_predictions_loss: 373.9597 - logcount_predictions_loss: 0.7199 316/1908 [===>..........................] - ETA: 14:58 - loss: 386.8435 - logits_profile_predictions_loss: 373.9574 - logcount_predictions_loss: 0.7199 317/1908 [===>..........................] - ETA: 14:58 - loss: 386.8401 - logits_profile_predictions_loss: 373.9551 - logcount_predictions_loss: 0.7198 318/1908 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logits_profile_predictions_loss: 373.9388 - logcount_predictions_loss: 0.7194 325/1908 [====>.........................] - ETA: 14:53 - loss: 386.8135 - logits_profile_predictions_loss: 373.9362 - logcount_predictions_loss: 0.7194 326/1908 [====>.........................] - ETA: 14:53 - loss: 386.8097 - logits_profile_predictions_loss: 373.9334 - logcount_predictions_loss: 0.7193 327/1908 [====>.........................] - ETA: 14:52 - loss: 386.8063 - logits_profile_predictions_loss: 373.9308 - logcount_predictions_loss: 0.7193 328/1908 [====>.........................] - ETA: 14:52 - loss: 386.8022 - logits_profile_predictions_loss: 373.9277 - logcount_predictions_loss: 0.7192 329/1908 [====>.........................] - ETA: 14:51 - loss: 386.7978 - logits_profile_predictions_loss: 373.9243 - logcount_predictions_loss: 0.7192 330/1908 [====>.........................] - ETA: 14:50 - loss: 386.7936 - logits_profile_predictions_loss: 373.9210 - logcount_predictions_loss: 0.7191 331/1908 [====>.........................] - ETA: 14:50 - loss: 386.7891 - logits_profile_predictions_loss: 373.9174 - logcount_predictions_loss: 0.7191 332/1908 [====>.........................] - ETA: 14:49 - loss: 386.7842 - logits_profile_predictions_loss: 373.9135 - logcount_predictions_loss: 0.7190 333/1908 [====>.........................] - ETA: 14:49 - loss: 386.7793 - logits_profile_predictions_loss: 373.9095 - logcount_predictions_loss: 0.7190 334/1908 [====>.........................] - ETA: 14:48 - loss: 386.7738 - logits_profile_predictions_loss: 373.9050 - logcount_predictions_loss: 0.7189 335/1908 [====>.........................] - ETA: 14:48 - loss: 386.7683 - logits_profile_predictions_loss: 373.9004 - logcount_predictions_loss: 0.7189 336/1908 [====>.........................] - ETA: 14:47 - loss: 386.7631 - logits_profile_predictions_loss: 373.8962 - logcount_predictions_loss: 0.7188 337/1908 [====>.........................] - ETA: 14:46 - loss: 386.7578 - 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[============================>.] - ETA: 9s - loss: 385.6211 - logits_profile_predictions_loss: 373.0902 - logcount_predictions_loss: 0.7000  1892/1908 [============================>.] - ETA: 9s - loss: 385.6214 - logits_profile_predictions_loss: 373.0906 - logcount_predictions_loss: 0.7000 1893/1908 [============================>.] - ETA: 8s - loss: 385.6217 - logits_profile_predictions_loss: 373.0909 - logcount_predictions_loss: 0.7000 1894/1908 [============================>.] - ETA: 7s - loss: 385.6221 - logits_profile_predictions_loss: 373.0913 - logcount_predictions_loss: 0.7000 1895/1908 [============================>.] - ETA: 7s - loss: 385.6224 - logits_profile_predictions_loss: 373.0916 - logcount_predictions_loss: 0.7000 1896/1908 [============================>.] - ETA: 6s - loss: 385.6228 - logits_profile_predictions_loss: 373.0920 - logcount_predictions_loss: 0.7000 1897/1908 [============================>.] - ETA: 6s - loss: 385.6231 - logits_profile_predictions_loss: 373.0923 - logcount_predictions_loss: 0.7000 1898/1908 [============================>.] - ETA: 5s - loss: 385.6235 - logits_profile_predictions_loss: 373.0927 - logcount_predictions_loss: 0.7000 1899/1908 [============================>.] - ETA: 5s - loss: 385.6238 - logits_profile_predictions_loss: 373.0931 - logcount_predictions_loss: 0.7000 1900/1908 [============================>.] - ETA: 4s - loss: 385.6242 - logits_profile_predictions_loss: 373.0935 - logcount_predictions_loss: 0.7000 1901/1908 [============================>.] - ETA: 3s - loss: 385.6245 - logits_profile_predictions_loss: 373.0938 - logcount_predictions_loss: 0.7000 1902/1908 [============================>.] - ETA: 3s - loss: 385.6249 - logits_profile_predictions_loss: 373.0942 - logcount_predictions_loss: 0.7000 1903/1908 [============================>.] - ETA: 2s - loss: 385.6253 - logits_profile_predictions_loss: 373.0946 - logcount_predictions_loss: 0.7000 1904/1908 [============================>.] - ETA: 2s - loss: 385.6256 - logits_profile_predictions_loss: 373.0950 - logcount_predictions_loss: 0.7000 1905/1908 [============================>.] - ETA: 1s - loss: 385.6260 - logits_profile_predictions_loss: 373.0953 - logcount_predictions_loss: 0.7000 1906/1908 [============================>.] - ETA: 1s - loss: 385.6263 - logits_profile_predictions_loss: 373.0957 - logcount_predictions_loss: 0.7000 1907/1908 [============================>.] - ETA: 0s - loss: 385.6267 - logits_profile_predictions_loss: 373.0961 - logcount_predictions_loss: 0.7000 1908/1908 [==============================] - ETA: 0s - loss: 385.6270 - logits_profile_predictions_loss: 373.0965 - logcount_predictions_loss: 0.7000 1908/1908 [==============================] - 1116s 585ms/step - loss: 385.6274 - logits_profile_predictions_loss: 373.0968 - logcount_predictions_loss: 0.7000 - val_loss: 414.9907 - val_logits_profile_predictions_loss: 400.5601 - val_logcount_predictions_loss: 0.8062 + +Epoch 00009: val_loss improved from 415.23929 to 414.99066, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15/chrombpnet.h5 +Epoch 10/50 + 1/1908 [..............................] - ETA: 18:25 - loss: 371.4434 - logits_profile_predictions_loss: 361.0872 - logcount_predictions_loss: 0.5786 2/1908 [..............................] - ETA: 17:56 - loss: 372.4491 - logits_profile_predictions_loss: 361.8965 - logcount_predictions_loss: 0.5895 3/1908 [..............................] - ETA: 17:56 - loss: 372.9523 - logits_profile_predictions_loss: 361.7619 - logcount_predictions_loss: 0.6252 4/1908 [..............................] - ETA: 17:55 - loss: 372.9240 - logits_profile_predictions_loss: 361.5685 - logcount_predictions_loss: 0.6344 5/1908 [..............................] - ETA: 17:54 - loss: 373.7435 - logits_profile_predictions_loss: 362.3116 - logcount_predictions_loss: 0.6387 6/1908 [..............................] - ETA: 17:54 - loss: 373.9327 - 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[..............................] - ETA: 17:50 - loss: 371.4207 - logits_profile_predictions_loss: 359.6435 - logcount_predictions_loss: 0.6579 14/1908 [..............................] - ETA: 17:49 - loss: 371.2339 - logits_profile_predictions_loss: 359.4312 - logcount_predictions_loss: 0.6594 15/1908 [..............................] - ETA: 17:49 - loss: 371.2302 - logits_profile_predictions_loss: 359.4033 - logcount_predictions_loss: 0.6607 16/1908 [..............................] - ETA: 17:48 - loss: 371.2852 - logits_profile_predictions_loss: 359.4408 - logcount_predictions_loss: 0.6617 17/1908 [..............................] - ETA: 17:47 - loss: 371.2171 - logits_profile_predictions_loss: 359.3596 - logcount_predictions_loss: 0.6624 18/1908 [..............................] - ETA: 17:47 - loss: 371.1653 - logits_profile_predictions_loss: 359.3010 - logcount_predictions_loss: 0.6628 19/1908 [..............................] - ETA: 17:46 - loss: 371.2246 - logits_profile_predictions_loss: 359.3553 - logcount_predictions_loss: 0.6631 20/1908 [..............................] - ETA: 17:46 - loss: 371.3722 - logits_profile_predictions_loss: 359.4958 - logcount_predictions_loss: 0.6635 21/1908 [..............................] - ETA: 17:45 - loss: 371.4166 - logits_profile_predictions_loss: 359.5311 - logcount_predictions_loss: 0.6640 22/1908 [..............................] - ETA: 17:44 - loss: 371.3740 - logits_profile_predictions_loss: 359.4789 - logcount_predictions_loss: 0.6645 23/1908 [..............................] - ETA: 17:44 - loss: 371.3387 - logits_profile_predictions_loss: 359.4330 - logcount_predictions_loss: 0.6651 24/1908 [..............................] - ETA: 17:43 - loss: 371.3635 - logits_profile_predictions_loss: 359.4424 - logcount_predictions_loss: 0.6660 25/1908 [..............................] - ETA: 17:43 - loss: 371.4409 - logits_profile_predictions_loss: 359.5073 - logcount_predictions_loss: 0.6667 26/1908 [..............................] - ETA: 17:42 - loss: 371.5515 - logits_profile_predictions_loss: 359.6039 - logcount_predictions_loss: 0.6675 27/1908 [..............................] - ETA: 17:42 - loss: 371.6359 - logits_profile_predictions_loss: 359.6751 - logcount_predictions_loss: 0.6682 28/1908 [..............................] - ETA: 17:41 - loss: 371.7259 - logits_profile_predictions_loss: 359.7482 - logcount_predictions_loss: 0.6691 29/1908 [..............................] - ETA: 17:40 - loss: 371.8371 - logits_profile_predictions_loss: 359.8447 - logcount_predictions_loss: 0.6700 30/1908 [..............................] - ETA: 17:40 - loss: 371.9524 - logits_profile_predictions_loss: 359.9504 - logcount_predictions_loss: 0.6705 31/1908 [..............................] - ETA: 17:39 - loss: 372.0258 - logits_profile_predictions_loss: 360.0160 - logcount_predictions_loss: 0.6709 32/1908 [..............................] - ETA: 17:39 - loss: 372.0700 - 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[..............................] - ETA: 17:35 - loss: 372.3491 - logits_profile_predictions_loss: 360.3071 - logcount_predictions_loss: 0.6727 40/1908 [..............................] - ETA: 17:34 - loss: 372.3822 - logits_profile_predictions_loss: 360.3400 - logcount_predictions_loss: 0.6728 41/1908 [..............................] - ETA: 17:34 - loss: 372.4185 - logits_profile_predictions_loss: 360.3723 - logcount_predictions_loss: 0.6730 42/1908 [..............................] - ETA: 17:33 - loss: 372.4367 - logits_profile_predictions_loss: 360.3903 - logcount_predictions_loss: 0.6730 43/1908 [..............................] - ETA: 17:32 - loss: 372.4675 - logits_profile_predictions_loss: 360.4216 - logcount_predictions_loss: 0.6730 44/1908 [..............................] - ETA: 17:32 - loss: 372.4861 - logits_profile_predictions_loss: 360.4406 - logcount_predictions_loss: 0.6729 45/1908 [..............................] - ETA: 17:31 - loss: 372.5083 - 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[..............................] - ETA: 17:27 - loss: 372.4645 - logits_profile_predictions_loss: 360.4244 - logcount_predictions_loss: 0.6726 53/1908 [..............................] - ETA: 17:27 - loss: 372.4546 - logits_profile_predictions_loss: 360.4161 - logcount_predictions_loss: 0.6725 54/1908 [..............................] - ETA: 17:26 - loss: 372.4695 - logits_profile_predictions_loss: 360.4322 - logcount_predictions_loss: 0.6725 55/1908 [..............................] - ETA: 17:26 - loss: 372.4925 - logits_profile_predictions_loss: 360.4568 - logcount_predictions_loss: 0.6724 56/1908 [..............................] - ETA: 17:25 - loss: 372.5218 - logits_profile_predictions_loss: 360.4880 - logcount_predictions_loss: 0.6723 57/1908 [..............................] - ETA: 17:25 - loss: 372.5432 - logits_profile_predictions_loss: 360.5115 - logcount_predictions_loss: 0.6722 58/1908 [..............................] - ETA: 17:24 - loss: 372.5718 - 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[====>.........................] - ETA: 14:24 - loss: 378.7514 - logits_profile_predictions_loss: 366.7058 - logcount_predictions_loss: 0.6729 378/1908 [====>.........................] - ETA: 14:24 - loss: 378.7612 - logits_profile_predictions_loss: 366.7158 - logcount_predictions_loss: 0.6729 379/1908 [====>.........................] - ETA: 14:23 - loss: 378.7710 - logits_profile_predictions_loss: 366.7257 - logcount_predictions_loss: 0.6729 380/1908 [====>.........................] - ETA: 14:22 - loss: 378.7808 - logits_profile_predictions_loss: 366.7356 - logcount_predictions_loss: 0.6729 381/1908 [====>.........................] - ETA: 14:22 - loss: 378.7903 - logits_profile_predictions_loss: 366.7452 - logcount_predictions_loss: 0.6729 382/1908 [=====>........................] - ETA: 14:21 - loss: 378.8000 - logits_profile_predictions_loss: 366.7550 - logcount_predictions_loss: 0.6729 383/1908 [=====>........................] - ETA: 14:21 - loss: 378.8095 - 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1905/1908 [============================>.] - ETA: 1s - loss: 382.8310 - logits_profile_predictions_loss: 370.8498 - logcount_predictions_loss: 0.6693 1906/1908 [============================>.] - ETA: 1s - loss: 382.8314 - logits_profile_predictions_loss: 370.8503 - logcount_predictions_loss: 0.6693 1907/1908 [============================>.] - ETA: 0s - loss: 382.8318 - logits_profile_predictions_loss: 370.8507 - logcount_predictions_loss: 0.6693 1908/1908 [==============================] - ETA: 0s - loss: 382.8323 - logits_profile_predictions_loss: 370.8511 - logcount_predictions_loss: 0.6693 1908/1908 [==============================] - 1115s 584ms/step - loss: 382.8327 - logits_profile_predictions_loss: 370.8516 - logcount_predictions_loss: 0.6693 - val_loss: 414.9752 - val_logits_profile_predictions_loss: 400.4132 - val_logcount_predictions_loss: 0.8135 + +Epoch 00010: val_loss improved from 414.99066 to 414.97516, saving model to 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[=====>........................] - ETA: 14:05 - loss: 379.1495 - logits_profile_predictions_loss: 368.2596 - logcount_predictions_loss: 0.6084 411/1908 [=====>........................] - ETA: 14:04 - loss: 379.1508 - logits_profile_predictions_loss: 368.2604 - logcount_predictions_loss: 0.6084 412/1908 [=====>........................] - ETA: 14:04 - loss: 379.1522 - logits_profile_predictions_loss: 368.2613 - logcount_predictions_loss: 0.6084 413/1908 [=====>........................] - ETA: 14:03 - loss: 379.1536 - logits_profile_predictions_loss: 368.2623 - logcount_predictions_loss: 0.6085 414/1908 [=====>........................] - ETA: 14:02 - loss: 379.1552 - logits_profile_predictions_loss: 368.2634 - logcount_predictions_loss: 0.6085 415/1908 [=====>........................] - ETA: 14:02 - loss: 379.1567 - logits_profile_predictions_loss: 368.2644 - logcount_predictions_loss: 0.6085 416/1908 [=====>........................] - ETA: 14:01 - loss: 379.1579 - 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[..............................] - ETA: 17:41 - loss: 389.7656 - logits_profile_predictions_loss: 378.0394 - logcount_predictions_loss: 0.6551 29/1908 [..............................] - ETA: 17:41 - loss: 389.6533 - logits_profile_predictions_loss: 377.9445 - logcount_predictions_loss: 0.6541 30/1908 [..............................] - ETA: 17:40 - loss: 389.5692 - logits_profile_predictions_loss: 377.8791 - logcount_predictions_loss: 0.6531 31/1908 [..............................] - ETA: 17:40 - loss: 389.5139 - logits_profile_predictions_loss: 377.8460 - logcount_predictions_loss: 0.6518 32/1908 [..............................] - ETA: 17:39 - loss: 389.4429 - logits_profile_predictions_loss: 377.7967 - logcount_predictions_loss: 0.6506 33/1908 [..............................] - ETA: 17:39 - loss: 389.3366 - logits_profile_predictions_loss: 377.7090 - logcount_predictions_loss: 0.6496 34/1908 [..............................] - ETA: 17:38 - loss: 389.2191 - 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[..............................] - ETA: 17:34 - loss: 388.3674 - logits_profile_predictions_loss: 376.8330 - logcount_predictions_loss: 0.6444 42/1908 [..............................] - ETA: 17:33 - loss: 388.2527 - logits_profile_predictions_loss: 376.7280 - logcount_predictions_loss: 0.6438 43/1908 [..............................] - ETA: 17:33 - loss: 388.1291 - logits_profile_predictions_loss: 376.6133 - logcount_predictions_loss: 0.6433 44/1908 [..............................] - ETA: 17:32 - loss: 388.0185 - logits_profile_predictions_loss: 376.5095 - logcount_predictions_loss: 0.6430 45/1908 [..............................] - ETA: 17:32 - loss: 387.9096 - logits_profile_predictions_loss: 376.4084 - logcount_predictions_loss: 0.6425 46/1908 [..............................] - ETA: 17:31 - loss: 387.7989 - logits_profile_predictions_loss: 376.3073 - logcount_predictions_loss: 0.6420 47/1908 [..............................] - ETA: 17:31 - loss: 387.7105 - 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[===>..........................] - ETA: 15:15 - loss: 382.7005 - logits_profile_predictions_loss: 371.7252 - logcount_predictions_loss: 0.6132 289/1908 [===>..........................] - ETA: 15:14 - loss: 382.6937 - logits_profile_predictions_loss: 371.7190 - logcount_predictions_loss: 0.6131 290/1908 [===>..........................] - ETA: 15:14 - loss: 382.6867 - logits_profile_predictions_loss: 371.7127 - logcount_predictions_loss: 0.6131 291/1908 [===>..........................] - ETA: 15:13 - loss: 382.6798 - logits_profile_predictions_loss: 371.7064 - logcount_predictions_loss: 0.6130 292/1908 [===>..........................] - ETA: 15:12 - loss: 382.6725 - logits_profile_predictions_loss: 371.6998 - logcount_predictions_loss: 0.6130 293/1908 [===>..........................] - ETA: 15:12 - loss: 382.6653 - logits_profile_predictions_loss: 371.6933 - logcount_predictions_loss: 0.6130 294/1908 [===>..........................] - ETA: 15:11 - loss: 382.6573 - 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logits_profile_predictions_loss: 371.5897 - logcount_predictions_loss: 0.6125 308/1908 [===>..........................] - ETA: 15:03 - loss: 382.5467 - logits_profile_predictions_loss: 371.5834 - logcount_predictions_loss: 0.6125 309/1908 [===>..........................] - ETA: 15:03 - loss: 382.5398 - logits_profile_predictions_loss: 371.5770 - logcount_predictions_loss: 0.6125 310/1908 [===>..........................] - ETA: 15:02 - loss: 382.5333 - logits_profile_predictions_loss: 371.5708 - logcount_predictions_loss: 0.6124 311/1908 [===>..........................] - ETA: 15:02 - loss: 382.5276 - logits_profile_predictions_loss: 371.5656 - logcount_predictions_loss: 0.6124 312/1908 [===>..........................] - ETA: 15:01 - loss: 382.5221 - logits_profile_predictions_loss: 371.5605 - logcount_predictions_loss: 0.6124 313/1908 [===>..........................] - ETA: 15:01 - loss: 382.5171 - logits_profile_predictions_loss: 371.5560 - logcount_predictions_loss: 0.6124 314/1908 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[=====>........................] - ETA: 14:09 - loss: 382.2430 - logits_profile_predictions_loss: 371.3347 - logcount_predictions_loss: 0.6094 406/1908 [=====>........................] - ETA: 14:08 - loss: 382.2418 - logits_profile_predictions_loss: 371.3339 - logcount_predictions_loss: 0.6094 407/1908 [=====>........................] - ETA: 14:08 - loss: 382.2404 - logits_profile_predictions_loss: 371.3329 - logcount_predictions_loss: 0.6094 408/1908 [=====>........................] - ETA: 14:07 - loss: 382.2391 - logits_profile_predictions_loss: 371.3318 - logcount_predictions_loss: 0.6093 409/1908 [=====>........................] - ETA: 14:06 - loss: 382.2379 - logits_profile_predictions_loss: 371.3310 - logcount_predictions_loss: 0.6093 410/1908 [=====>........................] - ETA: 14:06 - loss: 382.2370 - logits_profile_predictions_loss: 371.3304 - logcount_predictions_loss: 0.6093 411/1908 [=====>........................] - ETA: 14:05 - loss: 382.2359 - 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[============================>.] - ETA: 19s - loss: 380.4731 - logits_profile_predictions_loss: 369.7016 - logcount_predictions_loss: 0.6018 1875/1908 [============================>.] - ETA: 18s - loss: 380.4725 - logits_profile_predictions_loss: 369.7011 - logcount_predictions_loss: 0.6018 1876/1908 [============================>.] - ETA: 18s - loss: 380.4719 - logits_profile_predictions_loss: 369.7006 - logcount_predictions_loss: 0.6018 1877/1908 [============================>.] - ETA: 17s - loss: 380.4714 - logits_profile_predictions_loss: 369.7001 - logcount_predictions_loss: 0.6018 1878/1908 [============================>.] - ETA: 16s - loss: 380.4709 - logits_profile_predictions_loss: 369.6995 - logcount_predictions_loss: 0.6018 1879/1908 [============================>.] - ETA: 16s - loss: 380.4703 - logits_profile_predictions_loss: 369.6990 - logcount_predictions_loss: 0.6017 1880/1908 [============================>.] - ETA: 15s - loss: 380.4698 - 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[============================>.] - ETA: 11s - loss: 380.4661 - logits_profile_predictions_loss: 369.6950 - logcount_predictions_loss: 0.6017 1888/1908 [============================>.] - ETA: 11s - loss: 380.4656 - logits_profile_predictions_loss: 369.6945 - logcount_predictions_loss: 0.6017 1889/1908 [============================>.] - ETA: 10s - loss: 380.4651 - logits_profile_predictions_loss: 369.6940 - logcount_predictions_loss: 0.6017 1890/1908 [============================>.] - ETA: 10s - loss: 380.4646 - logits_profile_predictions_loss: 369.6935 - logcount_predictions_loss: 0.6017 1891/1908 [============================>.] - ETA: 9s - loss: 380.4641 - logits_profile_predictions_loss: 369.6930 - logcount_predictions_loss: 0.6017  1892/1908 [============================>.] - ETA: 9s - loss: 380.4636 - logits_profile_predictions_loss: 369.6925 - logcount_predictions_loss: 0.6017 1893/1908 [============================>.] - ETA: 8s - loss: 380.4631 - logits_profile_predictions_loss: 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1907/1908 [============================>.] - ETA: 0s - loss: 380.4563 - logits_profile_predictions_loss: 369.6857 - logcount_predictions_loss: 0.6017 1908/1908 [==============================] - ETA: 0s - loss: 380.4559 - logits_profile_predictions_loss: 369.6852 - logcount_predictions_loss: 0.6017 1908/1908 [==============================] - 1115s 585ms/step - loss: 380.4554 - logits_profile_predictions_loss: 369.6848 - logcount_predictions_loss: 0.6017 - val_loss: 415.5657 - val_logits_profile_predictions_loss: 401.1005 - val_logcount_predictions_loss: 0.8081 + +Epoch 00012: val_loss did not improve from 414.97516 +Epoch 13/50 + 1/1908 [..............................] - ETA: 18:33 - loss: 440.5450 - logits_profile_predictions_loss: 432.2325 - logcount_predictions_loss: 0.4644 2/1908 [..............................] - ETA: 17:56 - loss: 428.5605 - logits_profile_predictions_loss: 420.1161 - logcount_predictions_loss: 0.4718 3/1908 [..............................] - ETA: 17:56 - loss: 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[..............................] - ETA: 17:55 - loss: 395.0643 - logits_profile_predictions_loss: 385.6565 - logcount_predictions_loss: 0.5256 11/1908 [..............................] - ETA: 17:54 - loss: 393.6534 - logits_profile_predictions_loss: 384.2007 - logcount_predictions_loss: 0.5281 12/1908 [..............................] - ETA: 17:53 - loss: 392.0553 - logits_profile_predictions_loss: 382.5882 - logcount_predictions_loss: 0.5289 13/1908 [..............................] - ETA: 17:52 - loss: 390.7900 - logits_profile_predictions_loss: 381.3038 - logcount_predictions_loss: 0.5300 14/1908 [..............................] - ETA: 17:51 - loss: 389.7656 - logits_profile_predictions_loss: 380.2581 - logcount_predictions_loss: 0.5311 15/1908 [..............................] - ETA: 17:51 - loss: 388.8519 - logits_profile_predictions_loss: 379.3364 - logcount_predictions_loss: 0.5316 16/1908 [..............................] - ETA: 17:50 - loss: 388.2277 - 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[..............................] - ETA: 17:45 - loss: 385.3854 - logits_profile_predictions_loss: 375.8296 - logcount_predictions_loss: 0.5338 24/1908 [..............................] - ETA: 17:45 - loss: 385.1085 - logits_profile_predictions_loss: 375.5464 - logcount_predictions_loss: 0.5342 25/1908 [..............................] - ETA: 17:44 - loss: 384.9249 - logits_profile_predictions_loss: 375.3570 - logcount_predictions_loss: 0.5345 26/1908 [..............................] - ETA: 17:43 - loss: 384.7544 - logits_profile_predictions_loss: 375.1822 - logcount_predictions_loss: 0.5348 27/1908 [..............................] - ETA: 17:43 - loss: 384.5590 - logits_profile_predictions_loss: 374.9835 - logcount_predictions_loss: 0.5349 28/1908 [..............................] - ETA: 17:42 - loss: 384.3192 - logits_profile_predictions_loss: 374.7413 - logcount_predictions_loss: 0.5351 29/1908 [..............................] - ETA: 17:41 - loss: 384.1222 - 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[..............................] - ETA: 17:37 - loss: 382.7307 - logits_profile_predictions_loss: 373.1487 - logcount_predictions_loss: 0.5353 37/1908 [..............................] - ETA: 17:37 - loss: 382.5357 - logits_profile_predictions_loss: 372.9580 - logcount_predictions_loss: 0.5351 38/1908 [..............................] - ETA: 17:36 - loss: 382.4233 - logits_profile_predictions_loss: 372.8492 - logcount_predictions_loss: 0.5349 39/1908 [..............................] - ETA: 17:36 - loss: 382.3472 - logits_profile_predictions_loss: 372.7760 - logcount_predictions_loss: 0.5347 40/1908 [..............................] - ETA: 17:35 - loss: 382.2870 - logits_profile_predictions_loss: 372.7189 - logcount_predictions_loss: 0.5345 41/1908 [..............................] - ETA: 17:34 - loss: 382.2691 - logits_profile_predictions_loss: 372.7049 - logcount_predictions_loss: 0.5343 42/1908 [..............................] - ETA: 17:34 - loss: 382.2656 - 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[..............................] - ETA: 17:30 - loss: 382.2378 - logits_profile_predictions_loss: 372.6873 - logcount_predictions_loss: 0.5336 50/1908 [..............................] - ETA: 17:29 - loss: 382.2300 - logits_profile_predictions_loss: 372.6803 - logcount_predictions_loss: 0.5335 51/1908 [..............................] - ETA: 17:29 - loss: 382.2134 - logits_profile_predictions_loss: 372.6647 - logcount_predictions_loss: 0.5335 52/1908 [..............................] - ETA: 17:28 - loss: 382.1908 - logits_profile_predictions_loss: 372.6422 - logcount_predictions_loss: 0.5334 53/1908 [..............................] - ETA: 17:28 - loss: 382.1645 - logits_profile_predictions_loss: 372.6163 - logcount_predictions_loss: 0.5334 54/1908 [..............................] - ETA: 17:27 - loss: 382.1332 - logits_profile_predictions_loss: 372.5844 - logcount_predictions_loss: 0.5335 55/1908 [..............................] - ETA: 17:27 - loss: 382.1121 - logits_profile_predictions_loss: 372.5625 - logcount_predictions_loss: 0.5335 56/1908 [..............................] - ETA: 17:26 - loss: 382.0907 - logits_profile_predictions_loss: 372.5397 - logcount_predictions_loss: 0.5336 57/1908 [..............................] - ETA: 17:25 - loss: 382.0657 - logits_profile_predictions_loss: 372.5127 - logcount_predictions_loss: 0.5337 58/1908 [..............................] - ETA: 17:25 - loss: 382.0314 - logits_profile_predictions_loss: 372.4772 - logcount_predictions_loss: 0.5338 59/1908 [..............................] - ETA: 17:24 - loss: 381.9835 - logits_profile_predictions_loss: 372.4276 - logcount_predictions_loss: 0.5339 60/1908 [..............................] - ETA: 17:24 - loss: 381.9388 - logits_profile_predictions_loss: 372.3807 - logcount_predictions_loss: 0.5340 61/1908 [..............................] - ETA: 17:23 - loss: 381.8775 - logits_profile_predictions_loss: 372.3177 - logcount_predictions_loss: 0.5341 62/1908 [..............................] - ETA: 17:22 - loss: 381.8178 - logits_profile_predictions_loss: 372.2554 - logcount_predictions_loss: 0.5342 63/1908 [..............................] - ETA: 17:22 - loss: 381.7483 - logits_profile_predictions_loss: 372.1837 - logcount_predictions_loss: 0.5343 64/1908 [>.............................] - ETA: 17:21 - loss: 381.6802 - logits_profile_predictions_loss: 372.1128 - logcount_predictions_loss: 0.5345 65/1908 [>.............................] - ETA: 17:21 - loss: 381.6252 - logits_profile_predictions_loss: 372.0549 - logcount_predictions_loss: 0.5347 66/1908 [>.............................] - ETA: 17:20 - loss: 381.5779 - logits_profile_predictions_loss: 372.0043 - logcount_predictions_loss: 0.5348 67/1908 [>.............................] - ETA: 17:20 - loss: 381.5314 - logits_profile_predictions_loss: 371.9547 - logcount_predictions_loss: 0.5350 68/1908 [>.............................] - ETA: 17:19 - loss: 381.4979 - 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[>.............................] - ETA: 17:15 - loss: 381.3876 - logits_profile_predictions_loss: 371.7902 - logcount_predictions_loss: 0.5362 76/1908 [>.............................] - ETA: 17:15 - loss: 381.3865 - logits_profile_predictions_loss: 371.7866 - logcount_predictions_loss: 0.5363 77/1908 [>.............................] - ETA: 17:14 - loss: 381.3923 - logits_profile_predictions_loss: 371.7903 - logcount_predictions_loss: 0.5364 78/1908 [>.............................] - ETA: 17:13 - loss: 381.4013 - logits_profile_predictions_loss: 371.7975 - logcount_predictions_loss: 0.5365 79/1908 [>.............................] - ETA: 17:13 - loss: 381.4137 - logits_profile_predictions_loss: 371.8071 - logcount_predictions_loss: 0.5367 80/1908 [>.............................] - ETA: 17:12 - loss: 381.4227 - logits_profile_predictions_loss: 371.8133 - logcount_predictions_loss: 0.5368 81/1908 [>.............................] - ETA: 17:12 - loss: 381.4258 - 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logits_profile_predictions_loss: 371.1005 - logcount_predictions_loss: 0.5494 251/1908 [==>...........................] - ETA: 15:36 - loss: 380.9364 - logits_profile_predictions_loss: 371.1001 - logcount_predictions_loss: 0.5495 252/1908 [==>...........................] - ETA: 15:36 - loss: 380.9368 - logits_profile_predictions_loss: 371.0993 - logcount_predictions_loss: 0.5496 253/1908 [==>...........................] - ETA: 15:35 - loss: 380.9384 - logits_profile_predictions_loss: 371.0996 - logcount_predictions_loss: 0.5497 254/1908 [==>...........................] - ETA: 15:34 - loss: 380.9392 - logits_profile_predictions_loss: 371.0991 - logcount_predictions_loss: 0.5497 255/1908 [===>..........................] - ETA: 15:34 - loss: 380.9398 - logits_profile_predictions_loss: 371.0984 - logcount_predictions_loss: 0.5498 256/1908 [===>..........................] - ETA: 15:33 - loss: 380.9405 - logits_profile_predictions_loss: 371.0978 - logcount_predictions_loss: 0.5499 257/1908 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logits_profile_predictions_loss: 371.0877 - logcount_predictions_loss: 0.5503 264/1908 [===>..........................] - ETA: 15:29 - loss: 380.9379 - logits_profile_predictions_loss: 371.0864 - logcount_predictions_loss: 0.5504 265/1908 [===>..........................] - ETA: 15:28 - loss: 380.9381 - logits_profile_predictions_loss: 371.0856 - logcount_predictions_loss: 0.5504 266/1908 [===>..........................] - ETA: 15:28 - loss: 380.9376 - logits_profile_predictions_loss: 371.0841 - logcount_predictions_loss: 0.5505 267/1908 [===>..........................] - ETA: 15:27 - loss: 380.9371 - logits_profile_predictions_loss: 371.0826 - logcount_predictions_loss: 0.5505 268/1908 [===>..........................] - ETA: 15:26 - loss: 380.9382 - logits_profile_predictions_loss: 371.0828 - logcount_predictions_loss: 0.5506 269/1908 [===>..........................] - ETA: 15:26 - loss: 380.9393 - logits_profile_predictions_loss: 371.0829 - logcount_predictions_loss: 0.5506 270/1908 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logits_profile_predictions_loss: 371.0887 - logcount_predictions_loss: 0.5510 277/1908 [===>..........................] - ETA: 15:21 - loss: 380.9534 - logits_profile_predictions_loss: 371.0895 - logcount_predictions_loss: 0.5511 278/1908 [===>..........................] - ETA: 15:21 - loss: 380.9550 - logits_profile_predictions_loss: 371.0900 - logcount_predictions_loss: 0.5511 279/1908 [===>..........................] - ETA: 15:20 - loss: 380.9564 - logits_profile_predictions_loss: 371.0905 - logcount_predictions_loss: 0.5512 280/1908 [===>..........................] - ETA: 15:20 - loss: 380.9577 - logits_profile_predictions_loss: 371.0907 - logcount_predictions_loss: 0.5512 281/1908 [===>..........................] - ETA: 15:19 - loss: 380.9592 - logits_profile_predictions_loss: 371.0913 - logcount_predictions_loss: 0.5513 282/1908 [===>..........................] - ETA: 15:19 - loss: 380.9613 - logits_profile_predictions_loss: 371.0924 - logcount_predictions_loss: 0.5513 283/1908 [===>..........................] - ETA: 15:18 - loss: 380.9627 - logits_profile_predictions_loss: 371.0928 - logcount_predictions_loss: 0.5514 284/1908 [===>..........................] - ETA: 15:17 - loss: 380.9641 - logits_profile_predictions_loss: 371.0932 - logcount_predictions_loss: 0.5514 285/1908 [===>..........................] - ETA: 15:17 - loss: 380.9651 - logits_profile_predictions_loss: 371.0932 - logcount_predictions_loss: 0.5515 286/1908 [===>..........................] - ETA: 15:16 - loss: 380.9663 - logits_profile_predictions_loss: 371.0934 - logcount_predictions_loss: 0.5516 287/1908 [===>..........................] - ETA: 15:16 - loss: 380.9672 - logits_profile_predictions_loss: 371.0933 - logcount_predictions_loss: 0.5516 288/1908 [===>..........................] - ETA: 15:15 - loss: 380.9680 - logits_profile_predictions_loss: 371.0929 - logcount_predictions_loss: 0.5517 289/1908 [===>..........................] - ETA: 15:15 - loss: 380.9684 - logits_profile_predictions_loss: 371.0922 - logcount_predictions_loss: 0.5517 290/1908 [===>..........................] - ETA: 15:14 - loss: 380.9691 - logits_profile_predictions_loss: 371.0918 - logcount_predictions_loss: 0.5518 291/1908 [===>..........................] - ETA: 15:13 - loss: 380.9698 - logits_profile_predictions_loss: 371.0915 - logcount_predictions_loss: 0.5519 292/1908 [===>..........................] - ETA: 15:13 - loss: 380.9705 - logits_profile_predictions_loss: 371.0910 - logcount_predictions_loss: 0.5519 293/1908 [===>..........................] - ETA: 15:12 - loss: 380.9711 - logits_profile_predictions_loss: 371.0906 - logcount_predictions_loss: 0.5520 294/1908 [===>..........................] - ETA: 15:12 - loss: 380.9717 - logits_profile_predictions_loss: 371.0901 - logcount_predictions_loss: 0.5520 295/1908 [===>..........................] - ETA: 15:11 - loss: 380.9719 - logits_profile_predictions_loss: 371.0892 - logcount_predictions_loss: 0.5521 296/1908 [===>..........................] - ETA: 15:11 - loss: 380.9720 - logits_profile_predictions_loss: 371.0882 - logcount_predictions_loss: 0.5522 297/1908 [===>..........................] - ETA: 15:10 - loss: 380.9721 - logits_profile_predictions_loss: 371.0873 - logcount_predictions_loss: 0.5522 298/1908 [===>..........................] - ETA: 15:10 - loss: 380.9720 - logits_profile_predictions_loss: 371.0860 - logcount_predictions_loss: 0.5523 299/1908 [===>..........................] - ETA: 15:09 - loss: 380.9724 - logits_profile_predictions_loss: 371.0854 - logcount_predictions_loss: 0.5523 300/1908 [===>..........................] - ETA: 15:08 - loss: 380.9728 - logits_profile_predictions_loss: 371.0847 - logcount_predictions_loss: 0.5524 301/1908 [===>..........................] - ETA: 15:08 - loss: 380.9734 - logits_profile_predictions_loss: 371.0843 - logcount_predictions_loss: 0.5525 302/1908 [===>..........................] - ETA: 15:07 - loss: 380.9739 - logits_profile_predictions_loss: 371.0838 - logcount_predictions_loss: 0.5525 303/1908 [===>..........................] - ETA: 15:07 - loss: 380.9748 - logits_profile_predictions_loss: 371.0839 - logcount_predictions_loss: 0.5526 304/1908 [===>..........................] - ETA: 15:06 - loss: 380.9751 - logits_profile_predictions_loss: 371.0832 - logcount_predictions_loss: 0.5526 305/1908 [===>..........................] - ETA: 15:06 - loss: 380.9748 - logits_profile_predictions_loss: 371.0821 - logcount_predictions_loss: 0.5527 306/1908 [===>..........................] - ETA: 15:05 - loss: 380.9740 - logits_profile_predictions_loss: 371.0803 - logcount_predictions_loss: 0.5527 307/1908 [===>..........................] - ETA: 15:04 - loss: 380.9732 - logits_profile_predictions_loss: 371.0786 - logcount_predictions_loss: 0.5528 308/1908 [===>..........................] - ETA: 15:04 - loss: 380.9722 - logits_profile_predictions_loss: 371.0766 - logcount_predictions_loss: 0.5528 309/1908 [===>..........................] - ETA: 15:03 - loss: 380.9715 - logits_profile_predictions_loss: 371.0751 - logcount_predictions_loss: 0.5529 310/1908 [===>..........................] - ETA: 15:03 - loss: 380.9710 - logits_profile_predictions_loss: 371.0736 - logcount_predictions_loss: 0.5529 311/1908 [===>..........................] - ETA: 15:02 - loss: 380.9702 - logits_profile_predictions_loss: 371.0719 - logcount_predictions_loss: 0.5530 312/1908 [===>..........................] - ETA: 15:02 - loss: 380.9689 - logits_profile_predictions_loss: 371.0699 - logcount_predictions_loss: 0.5530 313/1908 [===>..........................] - ETA: 15:01 - loss: 380.9677 - logits_profile_predictions_loss: 371.0677 - logcount_predictions_loss: 0.5531 314/1908 [===>..........................] - ETA: 15:00 - loss: 380.9665 - logits_profile_predictions_loss: 371.0658 - logcount_predictions_loss: 0.5531 315/1908 [===>..........................] - ETA: 15:00 - loss: 380.9654 - logits_profile_predictions_loss: 371.0639 - logcount_predictions_loss: 0.5532 316/1908 [===>..........................] - ETA: 14:59 - loss: 380.9647 - logits_profile_predictions_loss: 371.0624 - logcount_predictions_loss: 0.5532 317/1908 [===>..........................] - ETA: 14:59 - loss: 380.9642 - logits_profile_predictions_loss: 371.0612 - logcount_predictions_loss: 0.5532 318/1908 [====>.........................] - ETA: 14:58 - loss: 380.9640 - logits_profile_predictions_loss: 371.0602 - logcount_predictions_loss: 0.5533 319/1908 [====>.........................] - ETA: 14:58 - loss: 380.9637 - logits_profile_predictions_loss: 371.0591 - logcount_predictions_loss: 0.5533 320/1908 [====>.........................] - ETA: 14:57 - loss: 380.9635 - logits_profile_predictions_loss: 371.0581 - logcount_predictions_loss: 0.5534 321/1908 [====>.........................] - ETA: 14:56 - loss: 380.9636 - logits_profile_predictions_loss: 371.0575 - logcount_predictions_loss: 0.5534 322/1908 [====>.........................] - ETA: 14:56 - loss: 380.9635 - logits_profile_predictions_loss: 371.0565 - logcount_predictions_loss: 0.5535 323/1908 [====>.........................] - ETA: 14:55 - loss: 380.9633 - logits_profile_predictions_loss: 371.0556 - logcount_predictions_loss: 0.5535 324/1908 [====>.........................] - ETA: 14:55 - loss: 380.9628 - logits_profile_predictions_loss: 371.0543 - logcount_predictions_loss: 0.5536 325/1908 [====>.........................] - ETA: 14:54 - loss: 380.9624 - logits_profile_predictions_loss: 371.0530 - logcount_predictions_loss: 0.5536 326/1908 [====>.........................] - ETA: 14:54 - loss: 380.9613 - logits_profile_predictions_loss: 371.0513 - logcount_predictions_loss: 0.5536 327/1908 [====>.........................] - ETA: 14:53 - loss: 380.9600 - logits_profile_predictions_loss: 371.0491 - logcount_predictions_loss: 0.5537 328/1908 [====>.........................] - ETA: 14:53 - loss: 380.9582 - logits_profile_predictions_loss: 371.0466 - logcount_predictions_loss: 0.5537 329/1908 [====>.........................] - ETA: 14:52 - loss: 380.9563 - logits_profile_predictions_loss: 371.0439 - logcount_predictions_loss: 0.5538 330/1908 [====>.........................] - ETA: 14:51 - loss: 380.9542 - logits_profile_predictions_loss: 371.0411 - logcount_predictions_loss: 0.5538 331/1908 [====>.........................] - ETA: 14:51 - loss: 380.9521 - logits_profile_predictions_loss: 371.0383 - logcount_predictions_loss: 0.5538 332/1908 [====>.........................] - ETA: 14:50 - loss: 380.9497 - logits_profile_predictions_loss: 371.0352 - logcount_predictions_loss: 0.5539 333/1908 [====>.........................] - ETA: 14:50 - loss: 380.9471 - logits_profile_predictions_loss: 371.0319 - logcount_predictions_loss: 0.5539 334/1908 [====>.........................] - ETA: 14:49 - loss: 380.9446 - logits_profile_predictions_loss: 371.0287 - logcount_predictions_loss: 0.5540 335/1908 [====>.........................] - ETA: 14:49 - loss: 380.9424 - logits_profile_predictions_loss: 371.0259 - logcount_predictions_loss: 0.5540 336/1908 [====>.........................] - ETA: 14:48 - loss: 380.9401 - logits_profile_predictions_loss: 371.0228 - logcount_predictions_loss: 0.5540 337/1908 [====>.........................] - ETA: 14:47 - loss: 380.9374 - logits_profile_predictions_loss: 371.0196 - logcount_predictions_loss: 0.5541 338/1908 [====>.........................] - ETA: 14:47 - loss: 380.9345 - logits_profile_predictions_loss: 371.0159 - logcount_predictions_loss: 0.5541 339/1908 [====>.........................] - ETA: 14:46 - loss: 380.9316 - logits_profile_predictions_loss: 371.0124 - logcount_predictions_loss: 0.5541 340/1908 [====>.........................] - ETA: 14:46 - loss: 380.9287 - logits_profile_predictions_loss: 371.0089 - logcount_predictions_loss: 0.5542 341/1908 [====>.........................] - ETA: 14:45 - loss: 380.9260 - logits_profile_predictions_loss: 371.0055 - logcount_predictions_loss: 0.5542 342/1908 [====>.........................] - ETA: 14:45 - loss: 380.9233 - logits_profile_predictions_loss: 371.0022 - logcount_predictions_loss: 0.5543 343/1908 [====>.........................] - ETA: 14:44 - loss: 380.9202 - logits_profile_predictions_loss: 370.9985 - logcount_predictions_loss: 0.5543 344/1908 [====>.........................] - ETA: 14:43 - loss: 380.9170 - logits_profile_predictions_loss: 370.9947 - logcount_predictions_loss: 0.5543 345/1908 [====>.........................] - ETA: 14:43 - loss: 380.9134 - logits_profile_predictions_loss: 370.9905 - logcount_predictions_loss: 0.5544 346/1908 [====>.........................] - ETA: 14:42 - loss: 380.9097 - logits_profile_predictions_loss: 370.9863 - logcount_predictions_loss: 0.5544 347/1908 [====>.........................] - ETA: 14:42 - loss: 380.9060 - logits_profile_predictions_loss: 370.9819 - logcount_predictions_loss: 0.5544 348/1908 [====>.........................] - ETA: 14:41 - loss: 380.9023 - logits_profile_predictions_loss: 370.9776 - logcount_predictions_loss: 0.5545 349/1908 [====>.........................] - ETA: 14:41 - loss: 380.8986 - logits_profile_predictions_loss: 370.9733 - logcount_predictions_loss: 0.5545 350/1908 [====>.........................] - ETA: 14:40 - loss: 380.8949 - logits_profile_predictions_loss: 370.9690 - logcount_predictions_loss: 0.5545 351/1908 [====>.........................] - ETA: 14:40 - loss: 380.8914 - logits_profile_predictions_loss: 370.9650 - logcount_predictions_loss: 0.5546 352/1908 [====>.........................] - ETA: 14:39 - loss: 380.8880 - logits_profile_predictions_loss: 370.9609 - logcount_predictions_loss: 0.5546 353/1908 [====>.........................] - ETA: 14:38 - loss: 380.8845 - logits_profile_predictions_loss: 370.9569 - logcount_predictions_loss: 0.5546 354/1908 [====>.........................] - ETA: 14:38 - loss: 380.8815 - logits_profile_predictions_loss: 370.9533 - logcount_predictions_loss: 0.5546 355/1908 [====>.........................] - ETA: 14:37 - loss: 380.8787 - logits_profile_predictions_loss: 370.9500 - logcount_predictions_loss: 0.5547 356/1908 [====>.........................] - ETA: 14:37 - loss: 380.8758 - logits_profile_predictions_loss: 370.9466 - logcount_predictions_loss: 0.5547 357/1908 [====>.........................] - ETA: 14:36 - loss: 380.8728 - logits_profile_predictions_loss: 370.9430 - logcount_predictions_loss: 0.5547 358/1908 [====>.........................] - ETA: 14:36 - loss: 380.8697 - logits_profile_predictions_loss: 370.9395 - logcount_predictions_loss: 0.5548 359/1908 [====>.........................] - ETA: 14:35 - loss: 380.8669 - logits_profile_predictions_loss: 370.9363 - logcount_predictions_loss: 0.5548 360/1908 [====>.........................] - ETA: 14:34 - loss: 380.8641 - logits_profile_predictions_loss: 370.9330 - logcount_predictions_loss: 0.5548 361/1908 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368.4528 - logcount_predictions_loss: 0.5623 1902/1908 [============================>.] - ETA: 3s - loss: 378.5171 - logits_profile_predictions_loss: 368.4522 - logcount_predictions_loss: 0.5623 1903/1908 [============================>.] - ETA: 2s - loss: 378.5165 - logits_profile_predictions_loss: 368.4515 - logcount_predictions_loss: 0.5623 1904/1908 [============================>.] - ETA: 2s - loss: 378.5159 - logits_profile_predictions_loss: 368.4509 - logcount_predictions_loss: 0.5623 1905/1908 [============================>.] - ETA: 1s - loss: 378.5153 - logits_profile_predictions_loss: 368.4502 - logcount_predictions_loss: 0.5623 1906/1908 [============================>.] - ETA: 1s - loss: 378.5147 - logits_profile_predictions_loss: 368.4496 - logcount_predictions_loss: 0.5623 1907/1908 [============================>.] - ETA: 0s - loss: 378.5140 - logits_profile_predictions_loss: 368.4489 - logcount_predictions_loss: 0.5623 1908/1908 [==============================] - ETA: 0s - loss: 378.5134 - logits_profile_predictions_loss: 368.4482 - logcount_predictions_loss: 0.5623 1908/1908 [==============================] - 1116s 585ms/step - loss: 378.5128 - logits_profile_predictions_loss: 368.4476 - logcount_predictions_loss: 0.5623 - val_loss: 418.0461 - val_logits_profile_predictions_loss: 401.7578 - val_logcount_predictions_loss: 0.9100 + +Epoch 00013: val_loss did not improve from 414.97516 +Epoch 14/50 + 1/1908 [..............................] - ETA: 18:39 - loss: 402.4915 - logits_profile_predictions_loss: 394.0211 - logcount_predictions_loss: 0.4732 2/1908 [..............................] - ETA: 17:56 - loss: 397.8810 - logits_profile_predictions_loss: 388.7938 - logcount_predictions_loss: 0.5077 3/1908 [..............................] - ETA: 17:55 - loss: 391.4790 - logits_profile_predictions_loss: 381.9922 - logcount_predictions_loss: 0.5300 4/1908 [..............................] - ETA: 17:54 - loss: 386.5034 - logits_profile_predictions_loss: 376.8477 - logcount_predictions_loss: 0.5394 5/1908 [..............................] - ETA: 17:54 - loss: 384.2055 - logits_profile_predictions_loss: 374.3561 - logcount_predictions_loss: 0.5503 6/1908 [..............................] - ETA: 17:53 - loss: 382.4604 - logits_profile_predictions_loss: 372.5023 - logcount_predictions_loss: 0.5563 7/1908 [..............................] - ETA: 17:52 - loss: 381.1362 - logits_profile_predictions_loss: 371.1709 - logcount_predictions_loss: 0.5567 8/1908 [..............................] - ETA: 17:52 - loss: 379.9552 - logits_profile_predictions_loss: 369.9907 - logcount_predictions_loss: 0.5567 9/1908 [..............................] - ETA: 17:51 - loss: 379.0609 - logits_profile_predictions_loss: 369.0945 - logcount_predictions_loss: 0.5568 10/1908 [..............................] - ETA: 17:51 - loss: 377.9260 - logits_profile_predictions_loss: 367.9580 - logcount_predictions_loss: 0.5569 11/1908 [..............................] - ETA: 17:50 - loss: 377.6202 - logits_profile_predictions_loss: 367.6533 - logcount_predictions_loss: 0.5568 12/1908 [..............................] - ETA: 17:50 - loss: 377.5282 - logits_profile_predictions_loss: 367.5689 - logcount_predictions_loss: 0.5564 13/1908 [..............................] - ETA: 17:49 - loss: 377.6520 - logits_profile_predictions_loss: 367.7098 - logcount_predictions_loss: 0.5554 14/1908 [..............................] - ETA: 17:48 - loss: 377.8881 - logits_profile_predictions_loss: 367.9759 - logcount_predictions_loss: 0.5538 15/1908 [..............................] - ETA: 17:48 - loss: 378.0600 - logits_profile_predictions_loss: 368.1790 - logcount_predictions_loss: 0.5520 16/1908 [..............................] - ETA: 17:47 - loss: 378.2359 - logits_profile_predictions_loss: 368.3906 - logcount_predictions_loss: 0.5500 17/1908 [..............................] - ETA: 17:47 - loss: 378.5332 - logits_profile_predictions_loss: 368.7138 - logcount_predictions_loss: 0.5486 18/1908 [..............................] - ETA: 17:46 - loss: 378.7379 - logits_profile_predictions_loss: 368.9424 - logcount_predictions_loss: 0.5472 19/1908 [..............................] - ETA: 17:46 - loss: 378.9755 - logits_profile_predictions_loss: 369.2081 - logcount_predictions_loss: 0.5457 20/1908 [..............................] - ETA: 17:45 - loss: 379.2478 - logits_profile_predictions_loss: 369.5038 - logcount_predictions_loss: 0.5444 21/1908 [..............................] - ETA: 17:44 - loss: 379.4030 - logits_profile_predictions_loss: 369.6822 - logcount_predictions_loss: 0.5431 22/1908 [..............................] - ETA: 17:44 - loss: 379.6038 - logits_profile_predictions_loss: 369.9004 - logcount_predictions_loss: 0.5421 23/1908 [..............................] - ETA: 17:43 - loss: 379.8585 - logits_profile_predictions_loss: 370.1742 - logcount_predictions_loss: 0.5410 24/1908 [..............................] - ETA: 17:43 - loss: 380.0750 - logits_profile_predictions_loss: 370.4088 - logcount_predictions_loss: 0.5400 25/1908 [..............................] - ETA: 17:42 - loss: 380.3431 - logits_profile_predictions_loss: 370.6976 - logcount_predictions_loss: 0.5389 26/1908 [..............................] - ETA: 17:42 - loss: 380.5150 - logits_profile_predictions_loss: 370.8933 - logcount_predictions_loss: 0.5375 27/1908 [..............................] - ETA: 17:42 - loss: 380.6375 - logits_profile_predictions_loss: 371.0310 - logcount_predictions_loss: 0.5367 28/1908 [..............................] - ETA: 17:41 - loss: 380.7302 - logits_profile_predictions_loss: 371.1364 - logcount_predictions_loss: 0.5360 29/1908 [..............................] - ETA: 17:41 - loss: 380.7967 - logits_profile_predictions_loss: 371.2127 - logcount_predictions_loss: 0.5354 30/1908 [..............................] - ETA: 17:40 - loss: 380.8951 - logits_profile_predictions_loss: 371.3249 - logcount_predictions_loss: 0.5346 31/1908 [..............................] - ETA: 17:40 - loss: 380.9532 - logits_profile_predictions_loss: 371.3952 - logcount_predictions_loss: 0.5340 32/1908 [..............................] - ETA: 17:39 - loss: 380.9950 - logits_profile_predictions_loss: 371.4487 - logcount_predictions_loss: 0.5333 33/1908 [..............................] - ETA: 17:39 - loss: 381.0419 - logits_profile_predictions_loss: 371.5086 - logcount_predictions_loss: 0.5326 34/1908 [..............................] - ETA: 17:38 - loss: 381.0626 - logits_profile_predictions_loss: 371.5426 - logcount_predictions_loss: 0.5318 35/1908 [..............................] - ETA: 17:37 - loss: 381.0626 - logits_profile_predictions_loss: 371.5526 - logcount_predictions_loss: 0.5313 36/1908 [..............................] - ETA: 17:37 - loss: 381.0680 - logits_profile_predictions_loss: 371.5653 - logcount_predictions_loss: 0.5309 37/1908 [..............................] - ETA: 17:36 - loss: 381.0706 - logits_profile_predictions_loss: 371.5745 - logcount_predictions_loss: 0.5305 38/1908 [..............................] - ETA: 17:36 - loss: 381.0121 - logits_profile_predictions_loss: 371.5217 - logcount_predictions_loss: 0.5302 39/1908 [..............................] - ETA: 17:35 - loss: 380.9344 - logits_profile_predictions_loss: 371.4484 - logcount_predictions_loss: 0.5299 40/1908 [..............................] - ETA: 17:35 - loss: 380.8637 - logits_profile_predictions_loss: 371.3843 - logcount_predictions_loss: 0.5296 41/1908 [..............................] - ETA: 17:34 - loss: 380.7849 - logits_profile_predictions_loss: 371.3138 - logcount_predictions_loss: 0.5291 42/1908 [..............................] - ETA: 17:33 - loss: 380.6963 - logits_profile_predictions_loss: 371.2321 - logcount_predictions_loss: 0.5287 43/1908 [..............................] - ETA: 17:33 - loss: 380.6082 - logits_profile_predictions_loss: 371.1480 - logcount_predictions_loss: 0.5285 44/1908 [..............................] - ETA: 17:32 - loss: 380.5243 - logits_profile_predictions_loss: 371.0678 - logcount_predictions_loss: 0.5283 45/1908 [..............................] - ETA: 17:32 - loss: 380.4435 - logits_profile_predictions_loss: 370.9914 - logcount_predictions_loss: 0.5281 46/1908 [..............................] - ETA: 17:31 - loss: 380.3459 - logits_profile_predictions_loss: 370.8993 - logcount_predictions_loss: 0.5277 47/1908 [..............................] - ETA: 17:31 - loss: 380.2479 - logits_profile_predictions_loss: 370.8081 - logcount_predictions_loss: 0.5274 48/1908 [..............................] - ETA: 17:30 - loss: 380.1445 - logits_profile_predictions_loss: 370.7108 - logcount_predictions_loss: 0.5270 49/1908 [..............................] - ETA: 17:29 - loss: 380.0373 - logits_profile_predictions_loss: 370.6086 - logcount_predictions_loss: 0.5267 50/1908 [..............................] - ETA: 17:29 - loss: 379.9163 - logits_profile_predictions_loss: 370.4900 - logcount_predictions_loss: 0.5266 51/1908 [..............................] - ETA: 17:28 - loss: 379.7984 - logits_profile_predictions_loss: 370.3742 - logcount_predictions_loss: 0.5265 52/1908 [..............................] - ETA: 17:28 - loss: 379.6728 - logits_profile_predictions_loss: 370.2517 - logcount_predictions_loss: 0.5263 53/1908 [..............................] - ETA: 17:27 - loss: 379.5496 - logits_profile_predictions_loss: 370.1317 - logcount_predictions_loss: 0.5261 54/1908 [..............................] - ETA: 17:27 - loss: 379.4460 - logits_profile_predictions_loss: 370.0304 - logcount_predictions_loss: 0.5260 55/1908 [..............................] - ETA: 17:26 - loss: 379.3468 - logits_profile_predictions_loss: 369.9340 - logcount_predictions_loss: 0.5258 56/1908 [..............................] - ETA: 17:25 - loss: 379.2349 - logits_profile_predictions_loss: 369.8250 - logcount_predictions_loss: 0.5257 57/1908 [..............................] - ETA: 17:25 - loss: 379.1267 - logits_profile_predictions_loss: 369.7202 - logcount_predictions_loss: 0.5255 58/1908 [..............................] - ETA: 17:24 - loss: 379.0075 - logits_profile_predictions_loss: 369.6040 - logcount_predictions_loss: 0.5253 59/1908 [..............................] - ETA: 17:24 - loss: 378.8808 - logits_profile_predictions_loss: 369.4805 - logcount_predictions_loss: 0.5252 60/1908 [..............................] - ETA: 17:23 - loss: 378.7628 - logits_profile_predictions_loss: 369.3637 - logcount_predictions_loss: 0.5251 61/1908 [..............................] - ETA: 17:23 - loss: 378.6631 - logits_profile_predictions_loss: 369.2660 - logcount_predictions_loss: 0.5250 62/1908 [..............................] - ETA: 17:22 - loss: 378.5703 - logits_profile_predictions_loss: 369.1757 - logcount_predictions_loss: 0.5248 63/1908 [..............................] - ETA: 17:21 - loss: 378.4857 - logits_profile_predictions_loss: 369.0935 - logcount_predictions_loss: 0.5247 64/1908 [>.............................] - ETA: 17:21 - loss: 378.4021 - logits_profile_predictions_loss: 369.0123 - logcount_predictions_loss: 0.5246 65/1908 [>.............................] - ETA: 17:20 - loss: 378.3196 - logits_profile_predictions_loss: 368.9322 - logcount_predictions_loss: 0.5244 66/1908 [>.............................] - ETA: 17:20 - loss: 378.2416 - logits_profile_predictions_loss: 368.8575 - logcount_predictions_loss: 0.5243 67/1908 [>.............................] - ETA: 17:19 - loss: 378.1618 - logits_profile_predictions_loss: 368.7809 - logcount_predictions_loss: 0.5241 68/1908 [>.............................] - ETA: 17:19 - loss: 378.0797 - logits_profile_predictions_loss: 368.7019 - logcount_predictions_loss: 0.5239 69/1908 [>.............................] - ETA: 17:18 - loss: 377.9987 - logits_profile_predictions_loss: 368.6245 - logcount_predictions_loss: 0.5237 70/1908 [>.............................] - ETA: 17:18 - loss: 377.9219 - logits_profile_predictions_loss: 368.5515 - logcount_predictions_loss: 0.5235 71/1908 [>.............................] - ETA: 17:17 - loss: 377.8560 - logits_profile_predictions_loss: 368.4894 - logcount_predictions_loss: 0.5233 72/1908 [>.............................] - ETA: 17:16 - loss: 377.7880 - logits_profile_predictions_loss: 368.4255 - logcount_predictions_loss: 0.5230 73/1908 [>.............................] - ETA: 17:16 - loss: 377.7105 - logits_profile_predictions_loss: 368.3521 - logcount_predictions_loss: 0.5228 74/1908 [>.............................] - ETA: 17:15 - loss: 377.6441 - logits_profile_predictions_loss: 368.2899 - logcount_predictions_loss: 0.5226 75/1908 [>.............................] - ETA: 17:15 - loss: 377.5656 - logits_profile_predictions_loss: 368.2153 - logcount_predictions_loss: 0.5224 76/1908 [>.............................] - ETA: 17:14 - loss: 377.4883 - logits_profile_predictions_loss: 368.1419 - logcount_predictions_loss: 0.5221 77/1908 [>.............................] - ETA: 17:14 - loss: 377.4114 - logits_profile_predictions_loss: 368.0686 - logcount_predictions_loss: 0.5219 78/1908 [>.............................] - ETA: 17:13 - loss: 377.3333 - logits_profile_predictions_loss: 367.9944 - logcount_predictions_loss: 0.5217 79/1908 [>.............................] - ETA: 17:12 - loss: 377.2585 - logits_profile_predictions_loss: 367.9232 - logcount_predictions_loss: 0.5215 80/1908 [>.............................] - ETA: 17:12 - loss: 377.1882 - logits_profile_predictions_loss: 367.8561 - logcount_predictions_loss: 0.5213 81/1908 [>.............................] - ETA: 17:11 - loss: 377.1152 - logits_profile_predictions_loss: 367.7864 - logcount_predictions_loss: 0.5212 82/1908 [>.............................] - ETA: 17:11 - loss: 377.0387 - logits_profile_predictions_loss: 367.7134 - logcount_predictions_loss: 0.5210 83/1908 [>.............................] - ETA: 17:10 - loss: 376.9715 - logits_profile_predictions_loss: 367.6499 - logcount_predictions_loss: 0.5208 84/1908 [>.............................] - ETA: 17:10 - loss: 376.9056 - logits_profile_predictions_loss: 367.5877 - logcount_predictions_loss: 0.5206 85/1908 [>.............................] - ETA: 17:09 - loss: 376.8408 - logits_profile_predictions_loss: 367.5268 - logcount_predictions_loss: 0.5203 86/1908 [>.............................] - ETA: 17:08 - loss: 376.7774 - logits_profile_predictions_loss: 367.4671 - logcount_predictions_loss: 0.5201 87/1908 [>.............................] - ETA: 17:08 - loss: 376.7269 - logits_profile_predictions_loss: 367.4204 - logcount_predictions_loss: 0.5199 88/1908 [>.............................] - ETA: 17:07 - loss: 376.6747 - logits_profile_predictions_loss: 367.3716 - logcount_predictions_loss: 0.5197 89/1908 [>.............................] - ETA: 17:07 - loss: 376.6262 - logits_profile_predictions_loss: 367.3251 - logcount_predictions_loss: 0.5196 90/1908 [>.............................] - ETA: 17:06 - loss: 376.5784 - logits_profile_predictions_loss: 367.2790 - logcount_predictions_loss: 0.5195 91/1908 [>.............................] - ETA: 17:06 - loss: 376.5385 - logits_profile_predictions_loss: 367.2403 - logcount_predictions_loss: 0.5194 92/1908 [>.............................] - ETA: 17:05 - loss: 376.4953 - logits_profile_predictions_loss: 367.1986 - logcount_predictions_loss: 0.5194 93/1908 [>.............................] - ETA: 17:05 - loss: 376.4497 - logits_profile_predictions_loss: 367.1544 - logcount_predictions_loss: 0.5193 94/1908 [>.............................] - ETA: 17:04 - loss: 376.4019 - logits_profile_predictions_loss: 367.1082 - logcount_predictions_loss: 0.5192 95/1908 [>.............................] - ETA: 17:03 - loss: 376.3561 - logits_profile_predictions_loss: 367.0639 - logcount_predictions_loss: 0.5191 96/1908 [>.............................] - ETA: 17:03 - loss: 376.3098 - logits_profile_predictions_loss: 367.0182 - logcount_predictions_loss: 0.5191 97/1908 [>.............................] - ETA: 17:02 - loss: 376.2625 - logits_profile_predictions_loss: 366.9714 - logcount_predictions_loss: 0.5191 98/1908 [>.............................] - ETA: 17:02 - loss: 376.2140 - logits_profile_predictions_loss: 366.9230 - logcount_predictions_loss: 0.5190 99/1908 [>.............................] - ETA: 17:01 - loss: 376.1642 - logits_profile_predictions_loss: 366.8737 - logcount_predictions_loss: 0.5190 100/1908 [>.............................] - ETA: 17:01 - loss: 376.1165 - logits_profile_predictions_loss: 366.8265 - logcount_predictions_loss: 0.5190 101/1908 [>.............................] - ETA: 17:00 - loss: 376.0746 - logits_profile_predictions_loss: 366.7849 - logcount_predictions_loss: 0.5190 102/1908 [>.............................] - ETA: 16:59 - loss: 376.0289 - logits_profile_predictions_loss: 366.7396 - logcount_predictions_loss: 0.5190 103/1908 [>.............................] - ETA: 16:59 - loss: 375.9829 - logits_profile_predictions_loss: 366.6939 - logcount_predictions_loss: 0.5189 104/1908 [>.............................] - ETA: 16:58 - loss: 375.9387 - logits_profile_predictions_loss: 366.6502 - logcount_predictions_loss: 0.5189 105/1908 [>.............................] - ETA: 16:58 - loss: 375.8960 - logits_profile_predictions_loss: 366.6082 - logcount_predictions_loss: 0.5189 106/1908 [>.............................] - ETA: 16:57 - loss: 375.8553 - logits_profile_predictions_loss: 366.5684 - logcount_predictions_loss: 0.5188 107/1908 [>.............................] - ETA: 16:57 - loss: 375.8146 - logits_profile_predictions_loss: 366.5286 - logcount_predictions_loss: 0.5188 108/1908 [>.............................] - ETA: 16:56 - loss: 375.7723 - logits_profile_predictions_loss: 366.4873 - logcount_predictions_loss: 0.5187 109/1908 [>.............................] - ETA: 16:55 - loss: 375.7300 - logits_profile_predictions_loss: 366.4461 - logcount_predictions_loss: 0.5186 110/1908 [>.............................] - ETA: 16:55 - loss: 375.6852 - logits_profile_predictions_loss: 366.4023 - logcount_predictions_loss: 0.5186 111/1908 [>.............................] - ETA: 16:54 - loss: 375.6424 - logits_profile_predictions_loss: 366.3605 - logcount_predictions_loss: 0.5185 112/1908 [>.............................] - ETA: 16:54 - loss: 375.6013 - logits_profile_predictions_loss: 366.3205 - logcount_predictions_loss: 0.5185 113/1908 [>.............................] - ETA: 16:53 - loss: 375.5581 - logits_profile_predictions_loss: 366.2783 - logcount_predictions_loss: 0.5184 114/1908 [>.............................] - ETA: 16:53 - loss: 375.5150 - logits_profile_predictions_loss: 366.2361 - logcount_predictions_loss: 0.5184 115/1908 [>.............................] - ETA: 16:52 - loss: 375.4742 - logits_profile_predictions_loss: 366.1965 - logcount_predictions_loss: 0.5183 116/1908 [>.............................] - ETA: 16:52 - loss: 375.4301 - logits_profile_predictions_loss: 366.1535 - logcount_predictions_loss: 0.5182 117/1908 [>.............................] - ETA: 16:51 - loss: 375.3906 - logits_profile_predictions_loss: 366.1154 - logcount_predictions_loss: 0.5182 118/1908 [>.............................] - ETA: 16:50 - loss: 375.3515 - logits_profile_predictions_loss: 366.0775 - logcount_predictions_loss: 0.5181 119/1908 [>.............................] - ETA: 16:50 - loss: 375.3138 - logits_profile_predictions_loss: 366.0412 - logcount_predictions_loss: 0.5180 120/1908 [>.............................] - ETA: 16:49 - loss: 375.2770 - logits_profile_predictions_loss: 366.0055 - logcount_predictions_loss: 0.5180 121/1908 [>.............................] - ETA: 16:49 - loss: 375.2423 - logits_profile_predictions_loss: 365.9717 - logcount_predictions_loss: 0.5179 122/1908 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[=====>........................] - ETA: 14:14 - loss: 372.8036 - logits_profile_predictions_loss: 363.7718 - logcount_predictions_loss: 0.5046 396/1908 [=====>........................] - ETA: 14:13 - loss: 372.7992 - logits_profile_predictions_loss: 363.7677 - logcount_predictions_loss: 0.5045 397/1908 [=====>........................] - ETA: 14:13 - loss: 372.7945 - logits_profile_predictions_loss: 363.7635 - logcount_predictions_loss: 0.5045 398/1908 [=====>........................] - ETA: 14:12 - loss: 372.7900 - logits_profile_predictions_loss: 363.7592 - logcount_predictions_loss: 0.5045 399/1908 [=====>........................] - ETA: 14:12 - loss: 372.7855 - logits_profile_predictions_loss: 363.7552 - logcount_predictions_loss: 0.5045 400/1908 [=====>........................] - ETA: 14:11 - loss: 372.7809 - logits_profile_predictions_loss: 363.7508 - logcount_predictions_loss: 0.5045 401/1908 [=====>........................] - ETA: 14:11 - loss: 372.7760 - 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[..............................] - ETA: 17:50 - loss: 364.5466 - logits_profile_predictions_loss: 356.6538 - logcount_predictions_loss: 0.4409 14/1908 [..............................] - ETA: 17:50 - loss: 364.3054 - logits_profile_predictions_loss: 356.3861 - logcount_predictions_loss: 0.4424 15/1908 [..............................] - ETA: 17:49 - loss: 364.0499 - logits_profile_predictions_loss: 356.1128 - logcount_predictions_loss: 0.4434 16/1908 [..............................] - ETA: 17:48 - loss: 363.7405 - logits_profile_predictions_loss: 355.7909 - logcount_predictions_loss: 0.4441 17/1908 [..............................] - ETA: 17:48 - loss: 363.4779 - logits_profile_predictions_loss: 355.5034 - logcount_predictions_loss: 0.4455 18/1908 [..............................] - ETA: 17:47 - loss: 363.2648 - logits_profile_predictions_loss: 355.2641 - logcount_predictions_loss: 0.4470 19/1908 [..............................] - ETA: 17:47 - loss: 363.0817 - logits_profile_predictions_loss: 355.0419 - logcount_predictions_loss: 0.4491 20/1908 [..............................] - ETA: 17:46 - loss: 362.8202 - logits_profile_predictions_loss: 354.7467 - logcount_predictions_loss: 0.4510 21/1908 [..............................] - ETA: 17:45 - loss: 362.6973 - logits_profile_predictions_loss: 354.6006 - logcount_predictions_loss: 0.4523 22/1908 [..............................] - ETA: 17:45 - loss: 362.5816 - logits_profile_predictions_loss: 354.4684 - logcount_predictions_loss: 0.4533 23/1908 [..............................] - ETA: 17:44 - loss: 362.5231 - logits_profile_predictions_loss: 354.3982 - logcount_predictions_loss: 0.4539 24/1908 [..............................] - ETA: 17:44 - loss: 362.4984 - logits_profile_predictions_loss: 354.3589 - logcount_predictions_loss: 0.4547 25/1908 [..............................] - ETA: 17:43 - loss: 362.4809 - logits_profile_predictions_loss: 354.3282 - logcount_predictions_loss: 0.4555 26/1908 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[============================>.] - ETA: 35s - loss: 365.2458 - logits_profile_predictions_loss: 357.7321 - logcount_predictions_loss: 0.4198 1847/1908 [============================>.] - ETA: 34s - loss: 365.2457 - logits_profile_predictions_loss: 357.7319 - logcount_predictions_loss: 0.4198 1848/1908 [============================>.] - ETA: 33s - loss: 365.2455 - logits_profile_predictions_loss: 357.7318 - logcount_predictions_loss: 0.4198 1849/1908 [============================>.] - ETA: 33s - loss: 365.2454 - logits_profile_predictions_loss: 357.7317 - logcount_predictions_loss: 0.4198 1850/1908 [============================>.] - ETA: 32s - loss: 365.2453 - logits_profile_predictions_loss: 357.7316 - logcount_predictions_loss: 0.4198 1851/1908 [============================>.] - ETA: 32s - loss: 365.2451 - logits_profile_predictions_loss: 357.7315 - logcount_predictions_loss: 0.4198 1852/1908 [============================>.] - ETA: 31s - loss: 365.2449 - logits_profile_predictions_loss: 357.7314 - logcount_predictions_loss: 0.4198 1853/1908 [============================>.] - ETA: 31s - loss: 365.2448 - logits_profile_predictions_loss: 357.7313 - logcount_predictions_loss: 0.4198 1854/1908 [============================>.] - ETA: 30s - loss: 365.2446 - logits_profile_predictions_loss: 357.7312 - logcount_predictions_loss: 0.4198 1855/1908 [============================>.] - ETA: 29s - loss: 365.2445 - logits_profile_predictions_loss: 357.7310 - logcount_predictions_loss: 0.4198 1856/1908 [============================>.] - ETA: 29s - loss: 365.2443 - logits_profile_predictions_loss: 357.7309 - logcount_predictions_loss: 0.4198 1857/1908 [============================>.] - ETA: 28s - loss: 365.2441 - logits_profile_predictions_loss: 357.7308 - logcount_predictions_loss: 0.4198 1858/1908 [============================>.] - ETA: 28s - loss: 365.2440 - logits_profile_predictions_loss: 357.7307 - logcount_predictions_loss: 0.4197 1859/1908 [============================>.] - ETA: 27s - loss: 365.2438 - logits_profile_predictions_loss: 357.7305 - logcount_predictions_loss: 0.4197 1860/1908 [============================>.] - ETA: 27s - loss: 365.2436 - logits_profile_predictions_loss: 357.7304 - logcount_predictions_loss: 0.4197 1861/1908 [============================>.] - ETA: 26s - loss: 365.2435 - logits_profile_predictions_loss: 357.7303 - logcount_predictions_loss: 0.4197 1862/1908 [============================>.] - ETA: 25s - loss: 365.2433 - logits_profile_predictions_loss: 357.7302 - logcount_predictions_loss: 0.4197 1863/1908 [============================>.] - ETA: 25s - loss: 365.2431 - logits_profile_predictions_loss: 357.7300 - logcount_predictions_loss: 0.4197 1864/1908 [============================>.] - ETA: 24s - loss: 365.2430 - logits_profile_predictions_loss: 357.7299 - logcount_predictions_loss: 0.4197 1865/1908 [============================>.] - ETA: 24s - loss: 365.2428 - logits_profile_predictions_loss: 357.7298 - logcount_predictions_loss: 0.4197 1866/1908 [============================>.] - ETA: 23s - loss: 365.2426 - logits_profile_predictions_loss: 357.7296 - logcount_predictions_loss: 0.4197 1867/1908 [============================>.] - ETA: 23s - loss: 365.2424 - logits_profile_predictions_loss: 357.7295 - logcount_predictions_loss: 0.4197 1868/1908 [============================>.] - ETA: 22s - loss: 365.2422 - logits_profile_predictions_loss: 357.7293 - logcount_predictions_loss: 0.4197 1869/1908 [============================>.] - ETA: 22s - loss: 365.2420 - logits_profile_predictions_loss: 357.7291 - logcount_predictions_loss: 0.4197 1870/1908 [============================>.] - ETA: 21s - loss: 365.2418 - logits_profile_predictions_loss: 357.7290 - logcount_predictions_loss: 0.4197 1871/1908 [============================>.] - ETA: 20s - loss: 365.2416 - logits_profile_predictions_loss: 357.7288 - logcount_predictions_loss: 0.4197 1872/1908 [============================>.] - ETA: 20s - loss: 365.2414 - logits_profile_predictions_loss: 357.7286 - logcount_predictions_loss: 0.4197 1873/1908 [============================>.] - ETA: 19s - loss: 365.2411 - logits_profile_predictions_loss: 357.7284 - logcount_predictions_loss: 0.4197 1874/1908 [============================>.] - ETA: 19s - loss: 365.2409 - logits_profile_predictions_loss: 357.7283 - logcount_predictions_loss: 0.4197 1875/1908 [============================>.] - ETA: 18s - loss: 365.2407 - logits_profile_predictions_loss: 357.7281 - logcount_predictions_loss: 0.4197 1876/1908 [============================>.] - ETA: 18s - loss: 365.2405 - logits_profile_predictions_loss: 357.7279 - logcount_predictions_loss: 0.4197 1877/1908 [============================>.] - ETA: 17s - loss: 365.2403 - logits_profile_predictions_loss: 357.7277 - logcount_predictions_loss: 0.4197 1878/1908 [============================>.] - ETA: 16s - loss: 365.2401 - logits_profile_predictions_loss: 357.7276 - logcount_predictions_loss: 0.4197 1879/1908 [============================>.] - ETA: 16s - loss: 365.2399 - logits_profile_predictions_loss: 357.7274 - logcount_predictions_loss: 0.4197 1880/1908 [============================>.] - ETA: 15s - loss: 365.2397 - logits_profile_predictions_loss: 357.7272 - logcount_predictions_loss: 0.4197 1881/1908 [============================>.] - ETA: 15s - loss: 365.2394 - logits_profile_predictions_loss: 357.7270 - logcount_predictions_loss: 0.4197 1882/1908 [============================>.] - ETA: 14s - loss: 365.2392 - logits_profile_predictions_loss: 357.7269 - logcount_predictions_loss: 0.4197 1883/1908 [============================>.] - ETA: 14s - loss: 365.2390 - logits_profile_predictions_loss: 357.7267 - logcount_predictions_loss: 0.4197 1884/1908 [============================>.] - ETA: 13s - loss: 365.2387 - logits_profile_predictions_loss: 357.7264 - logcount_predictions_loss: 0.4197 1885/1908 [============================>.] - ETA: 12s - loss: 365.2385 - logits_profile_predictions_loss: 357.7262 - logcount_predictions_loss: 0.4197 1886/1908 [============================>.] - ETA: 12s - loss: 365.2382 - logits_profile_predictions_loss: 357.7260 - logcount_predictions_loss: 0.4197 1887/1908 [============================>.] - ETA: 11s - loss: 365.2380 - logits_profile_predictions_loss: 357.7258 - logcount_predictions_loss: 0.4197 1888/1908 [============================>.] - ETA: 11s - loss: 365.2377 - logits_profile_predictions_loss: 357.7256 - logcount_predictions_loss: 0.4197 1889/1908 [============================>.] - ETA: 10s - loss: 365.2374 - logits_profile_predictions_loss: 357.7254 - logcount_predictions_loss: 0.4197 1890/1908 [============================>.] - ETA: 10s - loss: 365.2372 - logits_profile_predictions_loss: 357.7251 - logcount_predictions_loss: 0.4197 1891/1908 [============================>.] - ETA: 9s - loss: 365.2369 - logits_profile_predictions_loss: 357.7249 - logcount_predictions_loss: 0.4197  1892/1908 [============================>.] - ETA: 9s - loss: 365.2367 - logits_profile_predictions_loss: 357.7247 - logcount_predictions_loss: 0.4197 1893/1908 [============================>.] - ETA: 8s - loss: 365.2364 - logits_profile_predictions_loss: 357.7245 - logcount_predictions_loss: 0.4197 1894/1908 [============================>.] - ETA: 7s - loss: 365.2361 - logits_profile_predictions_loss: 357.7242 - logcount_predictions_loss: 0.4197 1895/1908 [============================>.] - ETA: 7s - loss: 365.2358 - logits_profile_predictions_loss: 357.7240 - logcount_predictions_loss: 0.4197 1896/1908 [============================>.] - ETA: 6s - loss: 365.2356 - logits_profile_predictions_loss: 357.7238 - logcount_predictions_loss: 0.4197 1897/1908 [============================>.] - ETA: 6s - loss: 365.2353 - logits_profile_predictions_loss: 357.7236 - logcount_predictions_loss: 0.4197 1898/1908 [============================>.] - ETA: 5s - loss: 365.2351 - logits_profile_predictions_loss: 357.7234 - logcount_predictions_loss: 0.4197 1899/1908 [============================>.] - ETA: 5s - loss: 365.2348 - logits_profile_predictions_loss: 357.7231 - logcount_predictions_loss: 0.4197 1900/1908 [============================>.] - ETA: 4s - loss: 365.2346 - logits_profile_predictions_loss: 357.7229 - logcount_predictions_loss: 0.4197 1901/1908 [============================>.] - ETA: 3s - loss: 365.2343 - logits_profile_predictions_loss: 357.7227 - logcount_predictions_loss: 0.4197 1902/1908 [============================>.] - ETA: 3s - loss: 365.2341 - logits_profile_predictions_loss: 357.7226 - logcount_predictions_loss: 0.4197 1903/1908 [============================>.] - ETA: 2s - loss: 365.2339 - logits_profile_predictions_loss: 357.7224 - logcount_predictions_loss: 0.4197 1904/1908 [============================>.] - ETA: 2s - loss: 365.2337 - logits_profile_predictions_loss: 357.7222 - logcount_predictions_loss: 0.4196 1905/1908 [============================>.] - ETA: 1s - loss: 365.2334 - logits_profile_predictions_loss: 357.7220 - logcount_predictions_loss: 0.4196 1906/1908 [============================>.] - ETA: 1s - loss: 365.2332 - logits_profile_predictions_loss: 357.7218 - logcount_predictions_loss: 0.4196 1907/1908 [============================>.] - ETA: 0s - loss: 365.2329 - logits_profile_predictions_loss: 357.7216 - logcount_predictions_loss: 0.4196 1908/1908 [==============================] - ETA: 0s - loss: 365.2327 - logits_profile_predictions_loss: 357.7213 - logcount_predictions_loss: 0.4196 1908/1908 [==============================] - 1116s 585ms/step - loss: 365.2324 - logits_profile_predictions_loss: 357.7211 - logcount_predictions_loss: 0.4196 - val_loss: 416.6637 - val_logits_profile_predictions_loss: 401.3476 - val_logcount_predictions_loss: 0.8557 + +Epoch 00015: val_loss did not improve from 414.97516 +Restoring model weights from the end of the best epoch. +Epoch 00015: early stopping +save model +save model without bias +2022-03-26_16-21-34: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//preprocessing/bigWigs/ENCSR705KEB.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(33974, 10) +loading nonpeaks... +got split:test for bed regions:(33973, 10) +0/266 +100/266 +200/266 +2022-03-26_16-28-05: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//preprocessing/bigWigs/ENCSR705KEB.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(33974, 10) +loading nonpeaks... +got split:test for bed regions:(33973, 10) +0/266 +100/266 +200/266 +2022-03-26_16-34-16: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//preprocessing/bigWigs/ENCSR705KEB.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(33974, 10) +loading nonpeaks... +got split:test for bed regions:(33973, 10) +0/266 +100/266 +200/266 +2022-03-26_16-37-21: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//footprints +2022-03-26_16-37-21: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ + -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//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 + 1/33 [..............................] - ETA: 5:03 3/33 [=>............................] - ETA: 23s  4/33 [==>...........................] - ETA: 30s 5/33 [===>..........................] - ETA: 33s 6/33 [====>.........................] - ETA: 34s 7/33 [=====>........................] - ETA: 34s 8/33 [======>.......................] - ETA: 33s 9/33 [=======>......................] - ETA: 33s 10/33 [========>.....................] - ETA: 32s 11/33 [=========>....................] - ETA: 31s 12/33 [=========>....................] - ETA: 30s 13/33 [==========>...................] - ETA: 28s 14/33 [===========>..................] - ETA: 27s 15/33 [============>.................] - ETA: 26s 16/33 [=============>................] - ETA: 24s 17/33 [==============>...............] - ETA: 23s 18/33 [===============>..............] - ETA: 22s 19/33 [================>.............] - ETA: 20s 20/33 [=================>............] - ETA: 19s 21/33 [==================>...........] - ETA: 17s 22/33 [===================>..........] - ETA: 16s 23/33 [===================>..........] - ETA: 14s 24/33 [====================>.........] - ETA: 13s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 64s 2s/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step +inserting motif: tn5_2 +GTGCACAGTTCTAGAGTGTGCAG + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step +inserting motif: tn5_3 +CCTCTACACTGTGCAGAA + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step +inserting motif: tn5_4 +GCACAGTTCTAGACTGTGCAG + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step +inserting motif: tn5_5 +CTGCACAGTGTAGAGTTGTGC + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 48s 3/33 [=>............................] - ETA: 47s 4/33 [==>...........................] - ETA: 45s 5/33 [===>..........................] - ETA: 43s 6/33 [====>.........................] - ETA: 42s 7/33 [=====>........................] - ETA: 40s 8/33 [======>.......................] - ETA: 39s 9/33 [=======>......................] - ETA: 37s 10/33 [========>.....................] - ETA: 36s 11/33 [=========>....................] - ETA: 34s 12/33 [=========>....................] - ETA: 32s 13/33 [==========>...................] - ETA: 31s 14/33 [===========>..................] - ETA: 29s 15/33 [============>.................] - ETA: 28s 16/33 [=============>................] - ETA: 26s 17/33 [==============>...............] - ETA: 25s 18/33 [===============>..............] - ETA: 23s 19/33 [================>.............] - ETA: 21s 20/33 [=================>............] - ETA: 20s 21/33 [==================>...........] - ETA: 18s 22/33 [===================>..........] - ETA: 17s 23/33 [===================>..........] - ETA: 15s 24/33 [====================>.........] - ETA: 14s 25/33 [=====================>........] - ETA: 12s 26/33 [======================>.......] - ETA: 10s 27/33 [=======================>......] - ETA: 9s  28/33 [========================>.....] - ETA: 7s 29/33 [=========================>....] - ETA: 6s 30/33 [==========================>...] - ETA: 4s 31/33 [===========================>..] - ETA: 3s 32/33 [============================>.] - ETA: 1s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 51s 2s/step +Saving marginal footprints +2022-03-26_16-46-41: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//footprints +2022-03-26_16-46-41: 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/ENCSR705KEB//chrombpnet_model_feb15//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR705KEB//chrombpnet_model_feb15//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: "functional_1" +__________________________________________________________________________________________________ +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 + 1/33 [..............................] - ETA: 1:44 3/33 [=>............................] - ETA: 2s  4/33 [==>...........................] - ETA: 2s 5/33 [===>..........................] - ETA: 2s 6/33 [====>.........................] - ETA: 2s 7/33 [=====>........................] - ETA: 2s 8/33 [======>.......................] - ETA: 2s 9/33 [=======>......................] - ETA: 2s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 1s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 0s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 8s 141ms/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step +inserting motif: tn5_2 +GTGCACAGTTCTAGAGTGTGCAG + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step +inserting motif: tn5_3 +CCTCTACACTGTGCAGAA + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step +inserting motif: tn5_4 +GCACAGTTCTAGACTGTGCAG + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step +inserting motif: tn5_5 +CTGCACAGTGTAGAGTTGTGC + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step + 1/33 [..............................] - ETA: 0s 2/33 [>.............................] - ETA: 3s 3/33 [=>............................] - ETA: 3s 4/33 [==>...........................] - ETA: 3s 5/33 [===>..........................] - ETA: 3s 6/33 [====>.........................] - ETA: 3s 7/33 [=====>........................] - ETA: 3s 8/33 [======>.......................] - ETA: 3s 9/33 [=======>......................] - ETA: 3s 10/33 [========>.....................] - ETA: 2s 11/33 [=========>....................] - ETA: 2s 12/33 [=========>....................] - ETA: 2s 13/33 [==========>...................] - ETA: 2s 14/33 [===========>..................] - ETA: 2s 15/33 [============>.................] - ETA: 2s 16/33 [=============>................] - ETA: 2s 17/33 [==============>...............] - ETA: 2s 18/33 [===============>..............] - ETA: 1s 19/33 [================>.............] - ETA: 1s 20/33 [=================>............] - ETA: 1s 21/33 [==================>...........] - ETA: 1s 22/33 [===================>..........] - ETA: 1s 23/33 [===================>..........] - ETA: 1s 24/33 [====================>.........] - ETA: 1s 25/33 [=====================>........] - ETA: 1s 26/33 [======================>.......] - ETA: 0s 27/33 [=======================>......] - ETA: 0s 28/33 [========================>.....] - ETA: 0s 29/33 [=========================>....] - ETA: 0s 30/33 [==========================>...] - ETA: 0s 31/33 [===========================>..] - ETA: 0s 32/33 [============================>.] - ETA: 0s 33/33 [==============================] - ETA: 0s 33/33 [==============================] - 4s 128ms/step +Saving marginal footprints