diff --git "a/fold_1/logs.models.fold_1.ENCSR609GST/logfile.modelling.fold_1.ENCSR609GST.stdout.txt" "b/fold_1/logs.models.fold_1.ENCSR609GST/logfile.modelling.fold_1.ENCSR609GST.stdout.txt" new file mode 100644--- /dev/null +++ "b/fold_1/logs.models.fold_1.ENCSR609GST/logfile.modelling.fold_1.ENCSR609GST.stdout.txt" @@ -0,0 +1,463 @@ +ATAC-seq +ATAC_PE +/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json +Thu Sep 22 22:57:35 2022 ++-----------------------------------------------------------------------------+ +| NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | +|-------------------------------+----------------------+----------------------+ +| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | +| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | +| | | MIG M. | +|===============================+======================+======================| +| 0 NVIDIA GeForce ... On | 00000000:8A:00.0 Off | N/A | +| 31% 31C P8 23W / 315W | 1MiB / 24576MiB | 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 +2022-09-22_22-57-35: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//preprocessing/bigWigs/ENCSR609GST.bigWig \ + --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//negatives_data/negatives_with_summit.bed \ + --outlier_threshold=0.99 \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --negative_sampling_ratio=0.1 \ + --inputlen=2114 \ + --outputlen=1000 \ + --max_jitter=500 \ + --filters=512 \ + --n_dilation_layers=8 \ + --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_1/bias.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1/ +evaluating hyperparameters on the following chromosomes ['chr1', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr10', 'chr11', 'chr13', 'chr14', 'chr15', 'chr18', 'chr19', 'chr20', 'chr21', 'chr22', 'chrX', 'chrY', 'chr12', 'chr17'] +Number of peaks input: 45220 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 45220 +Number of peaks input: 11453 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 11453 +Number of non peaks input: 45332 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 45332 +Number of non peaks input: 11340 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 11340 +Number of peaks after removing outliers: 44722 +Number of nonpeaks after removing outliers: 39651 +got the model +Model: "model" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 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1240/1240 [==============================] - ETA: 0s 1240/1240 [==============================] - 41s 16ms/step +2022-09-22_22-59-57: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//preprocessing/bigWigs/ENCSR609GST.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --batch_size=64 \ + --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ + --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +{'counts_loss_weight': '5.4', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json', 'negative_sampling_ratio': '0.1'} +got the model +loading peaks... +got split:train for bed regions:(39767, 10) +loading nonpeaks... +got split:train for bed regions:(35148, 10) +loading peaks... +got split:valid for bed regions:(4955, 10) +loading nonpeaks... +got split:valid for bed regions:(4503, 10) +Epoch 1/50 + 1/684 [..............................] - ETA: 17:42:09 - loss: 186.5936 - logits_profile_predictions_loss: 179.1144 - logcount_predictions_loss: 1.3850 2/684 [..............................] - ETA: 3:33 - loss: 531.6050 - logits_profile_predictions_loss: 178.1500 - logcount_predictions_loss: 65.4546  3/684 [..............................] - ETA: 3:31 - loss: 568.2155 - logits_profile_predictions_loss: 176.4602 - logcount_predictions_loss: 72.5473 4/684 [..............................] - ETA: 3:31 - loss: 557.4261 - logits_profile_predictions_loss: 175.3908 - logcount_predictions_loss: 70.7473 5/684 [..............................] - ETA: 3:30 - loss: 538.0042 - logits_profile_predictions_loss: 175.5733 - logcount_predictions_loss: 67.1168 6/684 [..............................] - ETA: 3:30 - loss: 516.9291 - logits_profile_predictions_loss: 175.2926 - logcount_predictions_loss: 63.2660 7/684 [..............................] - ETA: 3:29 - loss: 497.0228 - logits_profile_predictions_loss: 174.9476 - logcount_predictions_loss: 59.6435 8/684 [..............................] - ETA: 3:29 - loss: 478.7019 - logits_profile_predictions_loss: 174.4184 - logcount_predictions_loss: 56.3488 9/684 [..............................] - ETA: 3:28 - loss: 462.2869 - logits_profile_predictions_loss: 173.9770 - logcount_predictions_loss: 53.3907 10/684 [..............................] - ETA: 3:28 - loss: 447.6851 - logits_profile_predictions_loss: 173.6826 - logcount_predictions_loss: 50.7412 11/684 [..............................] - ETA: 3:27 - loss: 434.5547 - logits_profile_predictions_loss: 173.4082 - logcount_predictions_loss: 48.3605 12/684 [..............................] - ETA: 3:27 - loss: 422.7957 - logits_profile_predictions_loss: 173.2331 - logcount_predictions_loss: 46.2153 13/684 [..............................] - ETA: 3:27 - loss: 412.1355 - logits_profile_predictions_loss: 173.0629 - logcount_predictions_loss: 44.2727 14/684 [..............................] - ETA: 3:26 - loss: 402.5196 - logits_profile_predictions_loss: 172.9818 - logcount_predictions_loss: 42.5070 15/684 [..............................] - ETA: 3:26 - loss: 393.7011 - logits_profile_predictions_loss: 172.8701 - logcount_predictions_loss: 40.8946 16/684 [..............................] - ETA: 3:26 - loss: 385.6266 - logits_profile_predictions_loss: 172.7747 - logcount_predictions_loss: 39.4170 17/684 [..............................] - ETA: 3:25 - loss: 378.1727 - logits_profile_predictions_loss: 172.6637 - logcount_predictions_loss: 38.0572 18/684 [..............................] - ETA: 3:25 - loss: 371.2914 - logits_profile_predictions_loss: 172.5599 - logcount_predictions_loss: 36.8021 19/684 [..............................] - ETA: 3:25 - loss: 364.8928 - logits_profile_predictions_loss: 172.4415 - logcount_predictions_loss: 35.6391 20/684 [..............................] - ETA: 3:24 - loss: 358.9605 - logits_profile_predictions_loss: 172.3440 - logcount_predictions_loss: 34.5586 21/684 [..............................] - ETA: 3:24 - loss: 353.4112 - logits_profile_predictions_loss: 172.2339 - logcount_predictions_loss: 33.5513 22/684 [..............................] - ETA: 3:24 - loss: 348.2670 - logits_profile_predictions_loss: 172.1679 - logcount_predictions_loss: 32.6109 23/684 [>.............................] - ETA: 3:23 - loss: 343.4471 - logits_profile_predictions_loss: 172.1037 - logcount_predictions_loss: 31.7302 24/684 [>.............................] - ETA: 3:23 - loss: 338.9323 - logits_profile_predictions_loss: 172.0520 - logcount_predictions_loss: 30.9037 25/684 [>.............................] - ETA: 3:23 - loss: 334.6694 - logits_profile_predictions_loss: 171.9883 - logcount_predictions_loss: 30.1261 26/684 [>.............................] - ETA: 3:22 - loss: 330.6394 - logits_profile_predictions_loss: 171.9174 - logcount_predictions_loss: 29.3930 27/684 [>.............................] - ETA: 3:22 - loss: 326.8264 - logits_profile_predictions_loss: 171.8438 - logcount_predictions_loss: 28.7005 28/684 [>.............................] - ETA: 3:22 - loss: 323.2095 - logits_profile_predictions_loss: 171.7652 - logcount_predictions_loss: 28.0452 29/684 [>.............................] - ETA: 3:21 - loss: 319.7850 - logits_profile_predictions_loss: 171.6930 - logcount_predictions_loss: 27.4244 30/684 [>.............................] - ETA: 3:21 - loss: 316.5174 - logits_profile_predictions_loss: 171.6087 - logcount_predictions_loss: 26.8349 31/684 [>.............................] - ETA: 3:21 - loss: 313.4102 - logits_profile_predictions_loss: 171.5275 - logcount_predictions_loss: 26.2746 32/684 [>.............................] - ETA: 3:20 - loss: 310.4517 - logits_profile_predictions_loss: 171.4497 - logcount_predictions_loss: 25.7411 33/684 [>.............................] - ETA: 3:20 - loss: 307.6321 - logits_profile_predictions_loss: 171.3765 - logcount_predictions_loss: 25.2325 34/684 [>.............................] - ETA: 3:20 - loss: 304.9297 - logits_profile_predictions_loss: 171.2965 - logcount_predictions_loss: 24.7469 35/684 [>.............................] - ETA: 3:19 - loss: 302.3420 - logits_profile_predictions_loss: 171.2153 - logcount_predictions_loss: 24.2827 36/684 [>.............................] - ETA: 3:19 - loss: 299.8676 - logits_profile_predictions_loss: 171.1380 - logcount_predictions_loss: 23.8388 37/684 [>.............................] - ETA: 3:19 - loss: 297.5042 - logits_profile_predictions_loss: 171.0694 - logcount_predictions_loss: 23.4139 38/684 [>.............................] - ETA: 3:18 - loss: 295.2343 - logits_profile_predictions_loss: 171.0001 - logcount_predictions_loss: 23.0063 39/684 [>.............................] - ETA: 3:18 - loss: 293.0602 - logits_profile_predictions_loss: 170.9375 - logcount_predictions_loss: 22.6153 40/684 [>.............................] - ETA: 3:18 - loss: 290.9728 - logits_profile_predictions_loss: 170.8785 - logcount_predictions_loss: 22.2397 41/684 [>.............................] - ETA: 3:17 - loss: 288.9781 - logits_profile_predictions_loss: 170.8330 - logcount_predictions_loss: 21.8787 42/684 [>.............................] - ETA: 3:17 - loss: 287.0561 - logits_profile_predictions_loss: 170.7864 - logcount_predictions_loss: 21.5314 43/684 [>.............................] - ETA: 3:17 - loss: 285.2025 - logits_profile_predictions_loss: 170.7392 - logcount_predictions_loss: 21.1969 44/684 [>.............................] - ETA: 3:17 - loss: 283.4077 - logits_profile_predictions_loss: 170.6863 - logcount_predictions_loss: 20.8743 45/684 [>.............................] - ETA: 3:16 - loss: 281.6741 - logits_profile_predictions_loss: 170.6333 - logcount_predictions_loss: 20.5631 46/684 [=>............................] - ETA: 3:16 - loss: 280.0013 - logits_profile_predictions_loss: 170.5828 - logcount_predictions_loss: 20.2627 47/684 [=>............................] - ETA: 3:16 - loss: 278.3766 - logits_profile_predictions_loss: 170.5257 - logcount_predictions_loss: 19.9724 48/684 [=>............................] - ETA: 3:15 - loss: 276.8131 - logits_profile_predictions_loss: 170.4769 - logcount_predictions_loss: 19.6919 49/684 [=>............................] - ETA: 3:15 - loss: 275.2964 - logits_profile_predictions_loss: 170.4254 - logcount_predictions_loss: 19.4206 50/684 [=>............................] - ETA: 3:15 - loss: 273.8286 - logits_profile_predictions_loss: 170.3755 - logcount_predictions_loss: 19.1580 51/684 [=>............................] - ETA: 3:14 - loss: 272.4060 - logits_profile_predictions_loss: 170.3259 - logcount_predictions_loss: 18.9037 52/684 [=>............................] - ETA: 3:14 - loss: 271.0340 - logits_profile_predictions_loss: 170.2838 - logcount_predictions_loss: 18.6574 53/684 [=>............................] - ETA: 3:14 - loss: 269.7086 - logits_profile_predictions_loss: 170.2473 - logcount_predictions_loss: 18.4187 54/684 [=>............................] - ETA: 3:14 - loss: 268.4214 - logits_profile_predictions_loss: 170.2103 - logcount_predictions_loss: 18.1872 55/684 [=>............................] - ETA: 3:13 - loss: 267.1732 - logits_profile_predictions_loss: 170.1756 - logcount_predictions_loss: 17.9625 56/684 [=>............................] - ETA: 3:13 - loss: 265.9613 - logits_profile_predictions_loss: 170.1415 - logcount_predictions_loss: 17.7444 57/684 [=>............................] - ETA: 3:13 - loss: 264.7854 - logits_profile_predictions_loss: 170.1095 - logcount_predictions_loss: 17.5326 58/684 [=>............................] - ETA: 3:12 - loss: 263.6427 - logits_profile_predictions_loss: 170.0788 - logcount_predictions_loss: 17.3266 59/684 [=>............................] - ETA: 3:12 - loss: 262.5360 - logits_profile_predictions_loss: 170.0529 - logcount_predictions_loss: 17.1265 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[..............................] - ETA: 3:23 - loss: 175.8632 - logits_profile_predictions_loss: 174.1276 - logcount_predictions_loss: 0.3214 21/684 [..............................] - ETA: 3:23 - loss: 175.4943 - logits_profile_predictions_loss: 173.7607 - logcount_predictions_loss: 0.3210 22/684 [..............................] - ETA: 3:23 - loss: 175.1431 - logits_profile_predictions_loss: 173.4123 - logcount_predictions_loss: 0.3205 23/684 [>.............................] - ETA: 3:22 - loss: 174.7916 - logits_profile_predictions_loss: 173.0641 - logcount_predictions_loss: 0.3199 24/684 [>.............................] - ETA: 3:22 - loss: 174.4690 - logits_profile_predictions_loss: 172.7441 - logcount_predictions_loss: 0.3194 25/684 [>.............................] - ETA: 3:22 - loss: 174.1799 - logits_profile_predictions_loss: 172.4567 - logcount_predictions_loss: 0.3191 26/684 [>.............................] - ETA: 3:21 - loss: 173.9223 - logits_profile_predictions_loss: 172.2005 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[>.............................] - ETA: 3:17 - loss: 172.1730 - logits_profile_predictions_loss: 170.4637 - logcount_predictions_loss: 0.3165 41/684 [>.............................] - ETA: 3:17 - loss: 172.0890 - logits_profile_predictions_loss: 170.3802 - logcount_predictions_loss: 0.3164 42/684 [>.............................] - ETA: 3:17 - loss: 172.0146 - logits_profile_predictions_loss: 170.3061 - logcount_predictions_loss: 0.3164 43/684 [>.............................] - ETA: 3:16 - loss: 171.9449 - logits_profile_predictions_loss: 170.2365 - logcount_predictions_loss: 0.3164 44/684 [>.............................] - ETA: 3:16 - loss: 171.8752 - logits_profile_predictions_loss: 170.1667 - logcount_predictions_loss: 0.3164 45/684 [>.............................] - ETA: 3:16 - loss: 171.7997 - logits_profile_predictions_loss: 170.0912 - logcount_predictions_loss: 0.3164 46/684 [=>............................] - ETA: 3:16 - loss: 171.7306 - logits_profile_predictions_loss: 170.0220 - logcount_predictions_loss: 0.3164 47/684 [=>............................] - ETA: 3:15 - loss: 171.6673 - logits_profile_predictions_loss: 169.9588 - logcount_predictions_loss: 0.3164 48/684 [=>............................] - ETA: 3:15 - loss: 171.6119 - logits_profile_predictions_loss: 169.9032 - logcount_predictions_loss: 0.3164 49/684 [=>............................] - ETA: 3:15 - loss: 171.5543 - logits_profile_predictions_loss: 169.8456 - logcount_predictions_loss: 0.3164 50/684 [=>............................] - ETA: 3:14 - loss: 171.4975 - logits_profile_predictions_loss: 169.7887 - logcount_predictions_loss: 0.3164 51/684 [=>............................] - ETA: 3:14 - loss: 171.4432 - logits_profile_predictions_loss: 169.7345 - logcount_predictions_loss: 0.3164 52/684 [=>............................] - ETA: 3:14 - loss: 171.3906 - logits_profile_predictions_loss: 169.6819 - logcount_predictions_loss: 0.3164 53/684 [=>............................] - ETA: 3:13 - loss: 171.3435 - 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[=>............................] - ETA: 3:11 - loss: 171.1627 - logits_profile_predictions_loss: 169.4537 - logcount_predictions_loss: 0.3165 61/684 [=>............................] - ETA: 3:11 - loss: 171.1387 - logits_profile_predictions_loss: 169.4299 - logcount_predictions_loss: 0.3164 62/684 [=>............................] - ETA: 3:11 - loss: 171.1134 - logits_profile_predictions_loss: 169.4047 - logcount_predictions_loss: 0.3164 63/684 [=>............................] - ETA: 3:10 - loss: 171.0878 - logits_profile_predictions_loss: 169.3795 - logcount_predictions_loss: 0.3163 64/684 [=>............................] - ETA: 3:10 - loss: 171.0598 - logits_profile_predictions_loss: 169.3519 - logcount_predictions_loss: 0.3163 65/684 [=>............................] - ETA: 3:10 - loss: 171.0307 - logits_profile_predictions_loss: 169.3232 - logcount_predictions_loss: 0.3162 66/684 [=>............................] - ETA: 3:10 - loss: 171.0026 - logits_profile_predictions_loss: 169.2956 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logits_profile_predictions_loss: 169.0740 - logcount_predictions_loss: 0.3155 74/684 [==>...........................] - ETA: 3:07 - loss: 170.7413 - logits_profile_predictions_loss: 169.0380 - logcount_predictions_loss: 0.3154 75/684 [==>...........................] - ETA: 3:07 - loss: 170.7057 - logits_profile_predictions_loss: 169.0029 - logcount_predictions_loss: 0.3153 76/684 [==>...........................] - ETA: 3:06 - loss: 170.6698 - logits_profile_predictions_loss: 168.9675 - logcount_predictions_loss: 0.3152 77/684 [==>...........................] - ETA: 3:06 - loss: 170.6340 - logits_profile_predictions_loss: 168.9323 - logcount_predictions_loss: 0.3151 78/684 [==>...........................] - ETA: 3:06 - loss: 170.6012 - logits_profile_predictions_loss: 168.8999 - logcount_predictions_loss: 0.3150 79/684 [==>...........................] - ETA: 3:06 - loss: 170.5691 - logits_profile_predictions_loss: 168.8684 - logcount_predictions_loss: 0.3150 80/684 [==>...........................] - ETA: 3:05 - loss: 170.5366 - logits_profile_predictions_loss: 168.8363 - logcount_predictions_loss: 0.3149 81/684 [==>...........................] - ETA: 3:05 - loss: 170.5047 - logits_profile_predictions_loss: 168.8050 - logcount_predictions_loss: 0.3147 82/684 [==>...........................] - ETA: 3:05 - loss: 170.4711 - logits_profile_predictions_loss: 168.7720 - logcount_predictions_loss: 0.3146 83/684 [==>...........................] - ETA: 3:04 - loss: 170.4405 - logits_profile_predictions_loss: 168.7421 - logcount_predictions_loss: 0.3145 84/684 [==>...........................] - ETA: 3:04 - loss: 170.4119 - logits_profile_predictions_loss: 168.7142 - logcount_predictions_loss: 0.3144 85/684 [==>...........................] - ETA: 3:04 - loss: 170.3861 - logits_profile_predictions_loss: 168.6892 - logcount_predictions_loss: 0.3142 86/684 [==>...........................] - ETA: 3:03 - loss: 170.3589 - logits_profile_predictions_loss: 168.6627 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logcount_predictions_loss: 0.2665 683/684 [============================>.] - ETA: 0s - loss: 167.1934 - logits_profile_predictions_loss: 165.7542 - logcount_predictions_loss: 0.2665 684/684 [==============================] - ETA: 0s - loss: 167.1920 - logits_profile_predictions_loss: 165.7530 - logcount_predictions_loss: 0.2665 684/684 [==============================] - 221s 323ms/step - loss: 167.1906 - logits_profile_predictions_loss: 165.7518 - logcount_predictions_loss: 0.2664 - val_loss: 180.2128 - val_logits_profile_predictions_loss: 179.0819 - val_logcount_predictions_loss: 0.2094 + +Epoch 00002: val_loss improved from 182.37222 to 180.21284, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1/chrombpnet.h5 +Epoch 3/50 + 1/684 [..............................] - ETA: 3:35 - loss: 161.9078 - logits_profile_predictions_loss: 160.9722 - logcount_predictions_loss: 0.1733 2/684 [..............................] - ETA: 3:29 - loss: 164.8393 - logits_profile_predictions_loss: 163.9309 - logcount_predictions_loss: 0.1682 3/684 [..............................] - ETA: 3:29 - loss: 166.6374 - logits_profile_predictions_loss: 165.7109 - logcount_predictions_loss: 0.1716 4/684 [..............................] - ETA: 3:29 - loss: 166.2427 - logits_profile_predictions_loss: 165.3015 - logcount_predictions_loss: 0.1743 5/684 [..............................] - ETA: 3:29 - loss: 165.6229 - logits_profile_predictions_loss: 164.6902 - logcount_predictions_loss: 0.1727 6/684 [..............................] - ETA: 3:29 - loss: 165.4221 - logits_profile_predictions_loss: 164.4775 - logcount_predictions_loss: 0.1749 7/684 [..............................] - ETA: 3:28 - loss: 165.2870 - logits_profile_predictions_loss: 164.3318 - logcount_predictions_loss: 0.1769 8/684 [..............................] - ETA: 3:28 - loss: 165.3894 - logits_profile_predictions_loss: 164.4236 - logcount_predictions_loss: 0.1789 9/684 [..............................] - ETA: 3:28 - loss: 165.3745 - logits_profile_predictions_loss: 164.3975 - logcount_predictions_loss: 0.1809 10/684 [..............................] - ETA: 3:28 - loss: 165.2978 - logits_profile_predictions_loss: 164.3091 - logcount_predictions_loss: 0.1831 11/684 [..............................] - ETA: 3:27 - loss: 165.2926 - logits_profile_predictions_loss: 164.2943 - logcount_predictions_loss: 0.1849 12/684 [..............................] - ETA: 3:27 - loss: 165.1668 - logits_profile_predictions_loss: 164.1618 - logcount_predictions_loss: 0.1861 13/684 [..............................] - ETA: 3:27 - loss: 165.1433 - logits_profile_predictions_loss: 164.1295 - logcount_predictions_loss: 0.1877 14/684 [..............................] - ETA: 3:26 - loss: 165.1800 - logits_profile_predictions_loss: 164.1572 - logcount_predictions_loss: 0.1894 15/684 [..............................] - ETA: 3:26 - loss: 165.2142 - logits_profile_predictions_loss: 164.1838 - logcount_predictions_loss: 0.1908 16/684 [..............................] - ETA: 3:26 - loss: 165.2418 - logits_profile_predictions_loss: 164.2060 - logcount_predictions_loss: 0.1918 17/684 [..............................] - ETA: 3:25 - loss: 165.2692 - logits_profile_predictions_loss: 164.2293 - logcount_predictions_loss: 0.1926 18/684 [..............................] - ETA: 3:25 - loss: 165.2921 - logits_profile_predictions_loss: 164.2487 - logcount_predictions_loss: 0.1932 19/684 [..............................] - ETA: 3:25 - loss: 165.3121 - logits_profile_predictions_loss: 164.2659 - logcount_predictions_loss: 0.1937 20/684 [..............................] - ETA: 3:24 - loss: 165.3311 - logits_profile_predictions_loss: 164.2831 - logcount_predictions_loss: 0.1941 21/684 [..............................] - ETA: 3:24 - loss: 165.3400 - logits_profile_predictions_loss: 164.2901 - logcount_predictions_loss: 0.1944 22/684 [..............................] - ETA: 3:24 - loss: 165.3465 - logits_profile_predictions_loss: 164.2954 - logcount_predictions_loss: 0.1946 23/684 [>.............................] - ETA: 3:24 - loss: 165.3798 - logits_profile_predictions_loss: 164.3278 - logcount_predictions_loss: 0.1948 24/684 [>.............................] - ETA: 3:23 - loss: 165.4238 - logits_profile_predictions_loss: 164.3701 - logcount_predictions_loss: 0.1951 25/684 [>.............................] - ETA: 3:23 - loss: 165.4543 - logits_profile_predictions_loss: 164.3991 - logcount_predictions_loss: 0.1954 26/684 [>.............................] - ETA: 3:23 - loss: 165.4768 - logits_profile_predictions_loss: 164.4207 - logcount_predictions_loss: 0.1956 27/684 [>.............................] - ETA: 3:22 - loss: 165.4980 - logits_profile_predictions_loss: 164.4414 - logcount_predictions_loss: 0.1957 28/684 [>.............................] - ETA: 3:22 - loss: 165.5139 - logits_profile_predictions_loss: 164.4570 - logcount_predictions_loss: 0.1957 29/684 [>.............................] - ETA: 3:22 - loss: 165.5523 - logits_profile_predictions_loss: 164.4945 - logcount_predictions_loss: 0.1959 30/684 [>.............................] - ETA: 3:21 - loss: 165.5770 - logits_profile_predictions_loss: 164.5179 - logcount_predictions_loss: 0.1961 31/684 [>.............................] - ETA: 3:21 - loss: 165.6068 - logits_profile_predictions_loss: 164.5467 - logcount_predictions_loss: 0.1963 32/684 [>.............................] - ETA: 3:21 - loss: 165.6423 - logits_profile_predictions_loss: 164.5807 - logcount_predictions_loss: 0.1966 33/684 [>.............................] - ETA: 3:20 - loss: 165.6806 - logits_profile_predictions_loss: 164.6174 - logcount_predictions_loss: 0.1969 34/684 [>.............................] - ETA: 3:20 - loss: 165.7065 - logits_profile_predictions_loss: 164.6418 - logcount_predictions_loss: 0.1971 35/684 [>.............................] - ETA: 3:20 - loss: 165.7345 - logits_profile_predictions_loss: 164.6684 - logcount_predictions_loss: 0.1974 36/684 [>.............................] - ETA: 3:20 - loss: 165.7590 - logits_profile_predictions_loss: 164.6913 - logcount_predictions_loss: 0.1977 37/684 [>.............................] - ETA: 3:19 - loss: 165.7844 - logits_profile_predictions_loss: 164.7156 - logcount_predictions_loss: 0.1979 38/684 [>.............................] - ETA: 3:19 - loss: 165.8123 - logits_profile_predictions_loss: 164.7423 - logcount_predictions_loss: 0.1982 39/684 [>.............................] - ETA: 3:19 - loss: 165.8328 - logits_profile_predictions_loss: 164.7615 - logcount_predictions_loss: 0.1984 40/684 [>.............................] - ETA: 3:18 - loss: 165.8376 - logits_profile_predictions_loss: 164.7653 - logcount_predictions_loss: 0.1986 41/684 [>.............................] - ETA: 3:18 - loss: 165.8435 - logits_profile_predictions_loss: 164.7699 - logcount_predictions_loss: 0.1988 42/684 [>.............................] - ETA: 3:18 - loss: 165.8446 - logits_profile_predictions_loss: 164.7697 - logcount_predictions_loss: 0.1990 43/684 [>.............................] - ETA: 3:17 - loss: 165.8402 - logits_profile_predictions_loss: 164.7642 - logcount_predictions_loss: 0.1993 44/684 [>.............................] - ETA: 3:17 - loss: 165.8287 - logits_profile_predictions_loss: 164.7516 - logcount_predictions_loss: 0.1995 45/684 [>.............................] - ETA: 3:17 - loss: 165.8212 - logits_profile_predictions_loss: 164.7432 - logcount_predictions_loss: 0.1996 46/684 [=>............................] - ETA: 3:16 - loss: 165.8121 - logits_profile_predictions_loss: 164.7332 - logcount_predictions_loss: 0.1998 47/684 [=>............................] - ETA: 3:16 - loss: 165.8063 - logits_profile_predictions_loss: 164.7264 - logcount_predictions_loss: 0.2000 48/684 [=>............................] - ETA: 3:16 - loss: 165.7979 - logits_profile_predictions_loss: 164.7172 - logcount_predictions_loss: 0.2001 49/684 [=>............................] - ETA: 3:16 - loss: 165.7922 - logits_profile_predictions_loss: 164.7107 - logcount_predictions_loss: 0.2003 50/684 [=>............................] - ETA: 3:15 - loss: 165.7827 - logits_profile_predictions_loss: 164.7003 - logcount_predictions_loss: 0.2004 51/684 [=>............................] - ETA: 3:15 - loss: 165.7699 - logits_profile_predictions_loss: 164.6868 - logcount_predictions_loss: 0.2006 52/684 [=>............................] - ETA: 3:15 - loss: 165.7599 - logits_profile_predictions_loss: 164.6761 - logcount_predictions_loss: 0.2007 53/684 [=>............................] - ETA: 3:14 - loss: 165.7512 - logits_profile_predictions_loss: 164.6667 - logcount_predictions_loss: 0.2008 54/684 [=>............................] - ETA: 3:14 - loss: 165.7410 - logits_profile_predictions_loss: 164.6560 - logcount_predictions_loss: 0.2009 55/684 [=>............................] - ETA: 3:14 - loss: 165.7326 - logits_profile_predictions_loss: 164.6471 - logcount_predictions_loss: 0.2010 56/684 [=>............................] - ETA: 3:13 - loss: 165.7224 - logits_profile_predictions_loss: 164.6365 - logcount_predictions_loss: 0.2011 57/684 [=>............................] - ETA: 3:13 - loss: 165.7086 - logits_profile_predictions_loss: 164.6223 - logcount_predictions_loss: 0.2011 58/684 [=>............................] - ETA: 3:13 - loss: 165.6933 - logits_profile_predictions_loss: 164.6068 - logcount_predictions_loss: 0.2012 59/684 [=>............................] - ETA: 3:12 - loss: 165.6806 - logits_profile_predictions_loss: 164.5938 - logcount_predictions_loss: 0.2012 60/684 [=>............................] - ETA: 3:12 - loss: 165.6721 - logits_profile_predictions_loss: 164.5851 - logcount_predictions_loss: 0.2013 61/684 [=>............................] - ETA: 3:12 - loss: 165.6621 - logits_profile_predictions_loss: 164.5750 - logcount_predictions_loss: 0.2013 62/684 [=>............................] - ETA: 3:12 - loss: 165.6538 - logits_profile_predictions_loss: 164.5665 - logcount_predictions_loss: 0.2014 63/684 [=>............................] - ETA: 3:11 - loss: 165.6443 - logits_profile_predictions_loss: 164.5569 - logcount_predictions_loss: 0.2014 64/684 [=>............................] - ETA: 3:11 - loss: 165.6303 - logits_profile_predictions_loss: 164.5429 - logcount_predictions_loss: 0.2014 65/684 [=>............................] - ETA: 3:11 - loss: 165.6181 - logits_profile_predictions_loss: 164.5306 - logcount_predictions_loss: 0.2014 66/684 [=>............................] - ETA: 3:10 - loss: 165.6072 - logits_profile_predictions_loss: 164.5197 - logcount_predictions_loss: 0.2014 67/684 [=>............................] - ETA: 3:10 - loss: 165.5965 - logits_profile_predictions_loss: 164.5090 - logcount_predictions_loss: 0.2014 68/684 [=>............................] - ETA: 3:10 - loss: 165.5869 - logits_profile_predictions_loss: 164.4993 - logcount_predictions_loss: 0.2014 69/684 [==>...........................] - ETA: 3:09 - loss: 165.5778 - logits_profile_predictions_loss: 164.4902 - logcount_predictions_loss: 0.2014 70/684 [==>...........................] - ETA: 3:09 - loss: 165.5697 - logits_profile_predictions_loss: 164.4822 - logcount_predictions_loss: 0.2014 71/684 [==>...........................] - ETA: 3:09 - loss: 165.5602 - logits_profile_predictions_loss: 164.4728 - logcount_predictions_loss: 0.2014 72/684 [==>...........................] - ETA: 3:08 - loss: 165.5485 - logits_profile_predictions_loss: 164.4613 - logcount_predictions_loss: 0.2013 73/684 [==>...........................] - ETA: 3:08 - loss: 165.5372 - logits_profile_predictions_loss: 164.4501 - logcount_predictions_loss: 0.2013 74/684 [==>...........................] - ETA: 3:08 - loss: 165.5267 - logits_profile_predictions_loss: 164.4397 - logcount_predictions_loss: 0.2013 75/684 [==>...........................] - ETA: 3:08 - loss: 165.5145 - logits_profile_predictions_loss: 164.4276 - logcount_predictions_loss: 0.2013 76/684 [==>...........................] - ETA: 3:07 - loss: 165.5002 - logits_profile_predictions_loss: 164.4135 - logcount_predictions_loss: 0.2012 77/684 [==>...........................] - ETA: 3:07 - loss: 165.4860 - logits_profile_predictions_loss: 164.3996 - logcount_predictions_loss: 0.2012 78/684 [==>...........................] - ETA: 3:07 - loss: 165.4735 - logits_profile_predictions_loss: 164.3874 - logcount_predictions_loss: 0.2011 79/684 [==>...........................] - ETA: 3:06 - loss: 165.4628 - logits_profile_predictions_loss: 164.3769 - logcount_predictions_loss: 0.2011 80/684 [==>...........................] - ETA: 3:06 - loss: 165.4518 - logits_profile_predictions_loss: 164.3663 - logcount_predictions_loss: 0.2010 81/684 [==>...........................] - ETA: 3:06 - loss: 165.4419 - logits_profile_predictions_loss: 164.3566 - logcount_predictions_loss: 0.2010 82/684 [==>...........................] - ETA: 3:05 - loss: 165.4315 - logits_profile_predictions_loss: 164.3465 - logcount_predictions_loss: 0.2009 83/684 [==>...........................] - ETA: 3:05 - loss: 165.4226 - logits_profile_predictions_loss: 164.3379 - logcount_predictions_loss: 0.2009 84/684 [==>...........................] - ETA: 3:05 - loss: 165.4143 - logits_profile_predictions_loss: 164.3299 - logcount_predictions_loss: 0.2008 85/684 [==>...........................] - ETA: 3:04 - loss: 165.4062 - logits_profile_predictions_loss: 164.3221 - logcount_predictions_loss: 0.2008 86/684 [==>...........................] - ETA: 3:04 - loss: 165.3976 - logits_profile_predictions_loss: 164.3137 - logcount_predictions_loss: 0.2007 87/684 [==>...........................] - ETA: 3:04 - loss: 165.3894 - logits_profile_predictions_loss: 164.3059 - logcount_predictions_loss: 0.2007 88/684 [==>...........................] - ETA: 3:04 - loss: 165.3821 - logits_profile_predictions_loss: 164.2988 - logcount_predictions_loss: 0.2006 89/684 [==>...........................] - ETA: 3:03 - loss: 165.3747 - logits_profile_predictions_loss: 164.2917 - logcount_predictions_loss: 0.2006 90/684 [==>...........................] - ETA: 3:03 - loss: 165.3687 - logits_profile_predictions_loss: 164.2859 - logcount_predictions_loss: 0.2005 91/684 [==>...........................] - ETA: 3:03 - loss: 165.3628 - logits_profile_predictions_loss: 164.2802 - logcount_predictions_loss: 0.2005 92/684 [===>..........................] - ETA: 3:02 - loss: 165.3569 - logits_profile_predictions_loss: 164.2746 - logcount_predictions_loss: 0.2004 93/684 [===>..........................] - ETA: 3:02 - loss: 165.3533 - logits_profile_predictions_loss: 164.2713 - logcount_predictions_loss: 0.2004 94/684 [===>..........................] - ETA: 3:02 - loss: 165.3476 - logits_profile_predictions_loss: 164.2659 - logcount_predictions_loss: 0.2003 95/684 [===>..........................] - ETA: 3:01 - loss: 165.3434 - logits_profile_predictions_loss: 164.2620 - logcount_predictions_loss: 0.2003 96/684 [===>..........................] - ETA: 3:01 - loss: 165.3403 - logits_profile_predictions_loss: 164.2593 - logcount_predictions_loss: 0.2002 97/684 [===>..........................] - ETA: 3:01 - loss: 165.3386 - logits_profile_predictions_loss: 164.2578 - logcount_predictions_loss: 0.2001 98/684 [===>..........................] - ETA: 3:00 - loss: 165.3364 - logits_profile_predictions_loss: 164.2559 - logcount_predictions_loss: 0.2001 99/684 [===>..........................] - ETA: 3:00 - loss: 165.3346 - logits_profile_predictions_loss: 164.2543 - logcount_predictions_loss: 0.2001 100/684 [===>..........................] - ETA: 3:00 - loss: 165.3325 - logits_profile_predictions_loss: 164.2523 - logcount_predictions_loss: 0.2000 101/684 [===>..........................] - ETA: 3:00 - loss: 165.3315 - logits_profile_predictions_loss: 164.2514 - logcount_predictions_loss: 0.2000 102/684 [===>..........................] - ETA: 2:59 - loss: 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[===>..........................] - ETA: 2:57 - loss: 165.3079 - logits_profile_predictions_loss: 164.2283 - logcount_predictions_loss: 0.1999 110/684 [===>..........................] - ETA: 2:57 - loss: 165.3041 - logits_profile_predictions_loss: 164.2246 - logcount_predictions_loss: 0.1999 111/684 [===>..........................] - ETA: 2:56 - loss: 165.3013 - logits_profile_predictions_loss: 164.2218 - logcount_predictions_loss: 0.1999 112/684 [===>..........................] - ETA: 2:56 - loss: 165.2992 - logits_profile_predictions_loss: 164.2198 - logcount_predictions_loss: 0.1999 113/684 [===>..........................] - ETA: 2:56 - loss: 165.2970 - logits_profile_predictions_loss: 164.2176 - logcount_predictions_loss: 0.1999 114/684 [====>.........................] - ETA: 2:55 - loss: 165.2944 - logits_profile_predictions_loss: 164.2150 - logcount_predictions_loss: 0.1999 115/684 [====>.........................] - ETA: 2:55 - loss: 165.2932 - logits_profile_predictions_loss: 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[..............................] - ETA: 3:26 - loss: 162.6993 - logits_profile_predictions_loss: 161.6030 - logcount_predictions_loss: 0.2030 11/684 [..............................] - ETA: 3:26 - loss: 162.5927 - logits_profile_predictions_loss: 161.5063 - logcount_predictions_loss: 0.2012 12/684 [..............................] - ETA: 3:26 - loss: 162.4263 - logits_profile_predictions_loss: 161.3491 - logcount_predictions_loss: 0.1995 13/684 [..............................] - ETA: 3:26 - loss: 162.2862 - logits_profile_predictions_loss: 161.2164 - logcount_predictions_loss: 0.1981 14/684 [..............................] - ETA: 3:25 - loss: 162.1591 - logits_profile_predictions_loss: 161.0965 - logcount_predictions_loss: 0.1968 15/684 [..............................] - ETA: 3:25 - loss: 162.0552 - logits_profile_predictions_loss: 160.9991 - logcount_predictions_loss: 0.1956 16/684 [..............................] - ETA: 3:25 - loss: 161.9264 - logits_profile_predictions_loss: 160.8767 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[>.............................] - ETA: 3:20 - loss: 161.7508 - logits_profile_predictions_loss: 160.7373 - logcount_predictions_loss: 0.1877 31/684 [>.............................] - ETA: 3:20 - loss: 161.7690 - logits_profile_predictions_loss: 160.7554 - logcount_predictions_loss: 0.1877 32/684 [>.............................] - ETA: 3:20 - loss: 161.7794 - logits_profile_predictions_loss: 160.7656 - logcount_predictions_loss: 0.1878 33/684 [>.............................] - ETA: 3:19 - loss: 161.7870 - logits_profile_predictions_loss: 160.7732 - logcount_predictions_loss: 0.1877 34/684 [>.............................] - ETA: 3:19 - loss: 161.8027 - logits_profile_predictions_loss: 160.7891 - logcount_predictions_loss: 0.1877 35/684 [>.............................] - ETA: 3:19 - loss: 161.8136 - logits_profile_predictions_loss: 160.7999 - logcount_predictions_loss: 0.1877 36/684 [>.............................] - ETA: 3:19 - loss: 161.8347 - logits_profile_predictions_loss: 160.8210 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[=>............................] - ETA: 3:14 - loss: 162.0740 - logits_profile_predictions_loss: 161.0610 - logcount_predictions_loss: 0.1876 51/684 [=>............................] - ETA: 3:14 - loss: 162.0840 - logits_profile_predictions_loss: 161.0712 - logcount_predictions_loss: 0.1876 52/684 [=>............................] - ETA: 3:14 - loss: 162.0917 - logits_profile_predictions_loss: 161.0790 - logcount_predictions_loss: 0.1875 53/684 [=>............................] - ETA: 3:13 - loss: 162.1016 - logits_profile_predictions_loss: 161.0891 - logcount_predictions_loss: 0.1875 54/684 [=>............................] - ETA: 3:13 - loss: 162.1052 - logits_profile_predictions_loss: 161.0929 - logcount_predictions_loss: 0.1875 55/684 [=>............................] - ETA: 3:13 - loss: 162.1119 - logits_profile_predictions_loss: 161.0999 - logcount_predictions_loss: 0.1874 56/684 [=>............................] - ETA: 3:12 - loss: 162.1178 - logits_profile_predictions_loss: 161.1061 - logcount_predictions_loss: 0.1874 57/684 [=>............................] - ETA: 3:12 - loss: 162.1296 - logits_profile_predictions_loss: 161.1181 - logcount_predictions_loss: 0.1873 58/684 [=>............................] - ETA: 3:12 - loss: 162.1423 - logits_profile_predictions_loss: 161.1312 - logcount_predictions_loss: 0.1873 59/684 [=>............................] - ETA: 3:12 - loss: 162.1541 - logits_profile_predictions_loss: 161.1432 - logcount_predictions_loss: 0.1872 60/684 [=>............................] - ETA: 3:11 - loss: 162.1633 - logits_profile_predictions_loss: 161.1525 - logcount_predictions_loss: 0.1872 61/684 [=>............................] - ETA: 3:11 - loss: 162.1706 - logits_profile_predictions_loss: 161.1597 - logcount_predictions_loss: 0.1872 62/684 [=>............................] - ETA: 3:11 - loss: 162.1760 - logits_profile_predictions_loss: 161.1650 - logcount_predictions_loss: 0.1872 63/684 [=>............................] - ETA: 3:10 - loss: 162.1792 - 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[==>...........................] - ETA: 3:08 - loss: 162.2044 - logits_profile_predictions_loss: 161.1920 - logcount_predictions_loss: 0.1875 71/684 [==>...........................] - ETA: 3:08 - loss: 162.2091 - logits_profile_predictions_loss: 161.1967 - logcount_predictions_loss: 0.1875 72/684 [==>...........................] - ETA: 3:08 - loss: 162.2132 - logits_profile_predictions_loss: 161.2007 - logcount_predictions_loss: 0.1875 73/684 [==>...........................] - ETA: 3:07 - loss: 162.2179 - logits_profile_predictions_loss: 161.2054 - logcount_predictions_loss: 0.1875 74/684 [==>...........................] - ETA: 3:07 - loss: 162.2225 - logits_profile_predictions_loss: 161.2100 - logcount_predictions_loss: 0.1875 75/684 [==>...........................] - ETA: 3:07 - loss: 162.2248 - logits_profile_predictions_loss: 161.2122 - logcount_predictions_loss: 0.1875 76/684 [==>...........................] - ETA: 3:06 - loss: 162.2261 - logits_profile_predictions_loss: 161.2135 - logcount_predictions_loss: 0.1875 77/684 [==>...........................] - ETA: 3:06 - loss: 162.2280 - logits_profile_predictions_loss: 161.2153 - logcount_predictions_loss: 0.1875 78/684 [==>...........................] - ETA: 3:06 - loss: 162.2307 - logits_profile_predictions_loss: 161.2180 - logcount_predictions_loss: 0.1875 79/684 [==>...........................] - ETA: 3:05 - loss: 162.2351 - logits_profile_predictions_loss: 161.2224 - logcount_predictions_loss: 0.1875 80/684 [==>...........................] - ETA: 3:05 - loss: 162.2370 - logits_profile_predictions_loss: 161.2243 - logcount_predictions_loss: 0.1875 81/684 [==>...........................] - ETA: 3:05 - loss: 162.2437 - logits_profile_predictions_loss: 161.2311 - logcount_predictions_loss: 0.1875 82/684 [==>...........................] - ETA: 3:04 - loss: 162.2482 - logits_profile_predictions_loss: 161.2356 - logcount_predictions_loss: 0.1875 83/684 [==>...........................] - ETA: 3:04 - loss: 162.2524 - logits_profile_predictions_loss: 161.2400 - logcount_predictions_loss: 0.1875 84/684 [==>...........................] - ETA: 3:04 - loss: 162.2578 - logits_profile_predictions_loss: 161.2454 - logcount_predictions_loss: 0.1875 85/684 [==>...........................] - ETA: 3:04 - loss: 162.2613 - logits_profile_predictions_loss: 161.2490 - logcount_predictions_loss: 0.1875 86/684 [==>...........................] - ETA: 3:03 - loss: 162.2633 - logits_profile_predictions_loss: 161.2511 - logcount_predictions_loss: 0.1874 87/684 [==>...........................] - ETA: 3:03 - loss: 162.2638 - logits_profile_predictions_loss: 161.2517 - logcount_predictions_loss: 0.1874 88/684 [==>...........................] - ETA: 3:03 - loss: 162.2651 - logits_profile_predictions_loss: 161.2531 - logcount_predictions_loss: 0.1874 89/684 [==>...........................] - ETA: 3:02 - loss: 162.2664 - logits_profile_predictions_loss: 161.2545 - logcount_predictions_loss: 0.1874 90/684 [==>...........................] - ETA: 3:02 - loss: 162.2698 - logits_profile_predictions_loss: 161.2580 - logcount_predictions_loss: 0.1874 91/684 [==>...........................] - ETA: 3:02 - loss: 162.2738 - logits_profile_predictions_loss: 161.2621 - logcount_predictions_loss: 0.1874 92/684 [===>..........................] - ETA: 3:01 - loss: 162.2785 - logits_profile_predictions_loss: 161.2669 - logcount_predictions_loss: 0.1873 93/684 [===>..........................] - ETA: 3:01 - loss: 162.2835 - logits_profile_predictions_loss: 161.2720 - logcount_predictions_loss: 0.1873 94/684 [===>..........................] - ETA: 3:01 - loss: 162.2863 - logits_profile_predictions_loss: 161.2750 - logcount_predictions_loss: 0.1873 95/684 [===>..........................] - ETA: 3:00 - loss: 162.2885 - logits_profile_predictions_loss: 161.2772 - logcount_predictions_loss: 0.1873 96/684 [===>..........................] - ETA: 3:00 - loss: 162.2905 - logits_profile_predictions_loss: 161.2793 - logcount_predictions_loss: 0.1873 97/684 [===>..........................] - ETA: 3:00 - loss: 162.2915 - logits_profile_predictions_loss: 161.2804 - logcount_predictions_loss: 0.1872 98/684 [===>..........................] - ETA: 3:00 - loss: 162.2922 - logits_profile_predictions_loss: 161.2811 - logcount_predictions_loss: 0.1872 99/684 [===>..........................] - ETA: 2:59 - loss: 162.2919 - logits_profile_predictions_loss: 161.2809 - logcount_predictions_loss: 0.1872 100/684 [===>..........................] - ETA: 2:59 - loss: 162.2917 - logits_profile_predictions_loss: 161.2809 - logcount_predictions_loss: 0.1872 101/684 [===>..........................] - ETA: 2:59 - loss: 162.2908 - logits_profile_predictions_loss: 161.2802 - logcount_predictions_loss: 0.1871 102/684 [===>..........................] - ETA: 2:58 - loss: 162.2897 - logits_profile_predictions_loss: 161.2793 - logcount_predictions_loss: 0.1871 103/684 [===>..........................] - ETA: 2:58 - loss: 162.2876 - logits_profile_predictions_loss: 161.2773 - logcount_predictions_loss: 0.1871 104/684 [===>..........................] - ETA: 2:58 - loss: 162.2847 - logits_profile_predictions_loss: 161.2746 - logcount_predictions_loss: 0.1871 105/684 [===>..........................] - ETA: 2:57 - loss: 162.2813 - logits_profile_predictions_loss: 161.2714 - logcount_predictions_loss: 0.1870 106/684 [===>..........................] - ETA: 2:57 - loss: 162.2780 - logits_profile_predictions_loss: 161.2682 - logcount_predictions_loss: 0.1870 107/684 [===>..........................] - ETA: 2:57 - loss: 162.2751 - logits_profile_predictions_loss: 161.2655 - logcount_predictions_loss: 0.1870 108/684 [===>..........................] - ETA: 2:57 - loss: 162.2722 - logits_profile_predictions_loss: 161.2628 - logcount_predictions_loss: 0.1869 109/684 [===>..........................] - ETA: 2:56 - loss: 162.2690 - logits_profile_predictions_loss: 161.2598 - logcount_predictions_loss: 0.1869 110/684 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[>.............................] - ETA: 3:17 - loss: 158.9636 - logits_profile_predictions_loss: 158.0933 - logcount_predictions_loss: 0.1612 42/684 [>.............................] - ETA: 3:17 - loss: 158.9745 - logits_profile_predictions_loss: 158.1042 - logcount_predictions_loss: 0.1612 43/684 [>.............................] - ETA: 3:16 - loss: 158.9884 - logits_profile_predictions_loss: 158.1182 - logcount_predictions_loss: 0.1612 44/684 [>.............................] - ETA: 3:16 - loss: 158.9943 - logits_profile_predictions_loss: 158.1241 - logcount_predictions_loss: 0.1611 45/684 [>.............................] - ETA: 3:16 - loss: 158.9962 - logits_profile_predictions_loss: 158.1261 - logcount_predictions_loss: 0.1611 46/684 [=>............................] - ETA: 3:15 - loss: 158.9967 - logits_profile_predictions_loss: 158.1268 - logcount_predictions_loss: 0.1611 47/684 [=>............................] - ETA: 3:15 - loss: 159.0031 - logits_profile_predictions_loss: 158.1331 - logcount_predictions_loss: 0.1611 48/684 [=>............................] - ETA: 3:15 - loss: 159.0061 - logits_profile_predictions_loss: 158.1361 - logcount_predictions_loss: 0.1611 49/684 [=>............................] - ETA: 3:15 - loss: 159.0052 - logits_profile_predictions_loss: 158.1353 - logcount_predictions_loss: 0.1611 50/684 [=>............................] - ETA: 3:14 - loss: 158.9980 - logits_profile_predictions_loss: 158.1281 - logcount_predictions_loss: 0.1611 51/684 [=>............................] - ETA: 3:14 - loss: 158.9853 - logits_profile_predictions_loss: 158.1156 - logcount_predictions_loss: 0.1611 52/684 [=>............................] - ETA: 3:14 - loss: 158.9787 - logits_profile_predictions_loss: 158.1092 - logcount_predictions_loss: 0.1610 53/684 [=>............................] - ETA: 3:13 - loss: 158.9793 - logits_profile_predictions_loss: 158.1098 - logcount_predictions_loss: 0.1610 54/684 [=>............................] - ETA: 3:13 - loss: 158.9827 - logits_profile_predictions_loss: 158.1134 - logcount_predictions_loss: 0.1610 55/684 [=>............................] - ETA: 3:13 - loss: 158.9857 - logits_profile_predictions_loss: 158.1165 - logcount_predictions_loss: 0.1610 56/684 [=>............................] - ETA: 3:12 - loss: 158.9924 - logits_profile_predictions_loss: 158.1232 - logcount_predictions_loss: 0.1610 57/684 [=>............................] - ETA: 3:12 - loss: 159.0022 - logits_profile_predictions_loss: 158.1330 - logcount_predictions_loss: 0.1610 58/684 [=>............................] - ETA: 3:12 - loss: 159.0121 - logits_profile_predictions_loss: 158.1429 - logcount_predictions_loss: 0.1610 59/684 [=>............................] - ETA: 3:12 - loss: 159.0217 - logits_profile_predictions_loss: 158.1524 - logcount_predictions_loss: 0.1610 60/684 [=>............................] - ETA: 3:11 - loss: 159.0312 - logits_profile_predictions_loss: 158.1620 - logcount_predictions_loss: 0.1610 61/684 [=>............................] - ETA: 3:11 - loss: 159.0399 - logits_profile_predictions_loss: 158.1708 - logcount_predictions_loss: 0.1609 62/684 [=>............................] - ETA: 3:11 - loss: 159.0529 - logits_profile_predictions_loss: 158.1838 - logcount_predictions_loss: 0.1609 63/684 [=>............................] - ETA: 3:10 - loss: 159.0634 - logits_profile_predictions_loss: 158.1945 - logcount_predictions_loss: 0.1609 64/684 [=>............................] - ETA: 3:10 - loss: 159.0763 - logits_profile_predictions_loss: 158.2075 - logcount_predictions_loss: 0.1609 65/684 [=>............................] - ETA: 3:10 - loss: 159.0886 - logits_profile_predictions_loss: 158.2199 - logcount_predictions_loss: 0.1609 66/684 [=>............................] - ETA: 3:09 - loss: 159.0995 - logits_profile_predictions_loss: 158.2310 - logcount_predictions_loss: 0.1608 67/684 [=>............................] - ETA: 3:09 - loss: 159.1125 - logits_profile_predictions_loss: 158.2442 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logits_profile_predictions_loss: 158.3518 - logcount_predictions_loss: 0.1606 75/684 [==>...........................] - ETA: 3:07 - loss: 159.2364 - logits_profile_predictions_loss: 158.3696 - logcount_predictions_loss: 0.1605 76/684 [==>...........................] - ETA: 3:06 - loss: 159.2527 - logits_profile_predictions_loss: 158.3862 - logcount_predictions_loss: 0.1605 77/684 [==>...........................] - ETA: 3:06 - loss: 159.2686 - logits_profile_predictions_loss: 158.4024 - logcount_predictions_loss: 0.1604 78/684 [==>...........................] - ETA: 3:06 - loss: 159.2845 - logits_profile_predictions_loss: 158.4185 - logcount_predictions_loss: 0.1604 79/684 [==>...........................] - ETA: 3:05 - loss: 159.2995 - logits_profile_predictions_loss: 158.4339 - logcount_predictions_loss: 0.1603 80/684 [==>...........................] - ETA: 3:05 - loss: 159.3129 - logits_profile_predictions_loss: 158.4475 - logcount_predictions_loss: 0.1603 81/684 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[============================>.] - ETA: 2s - loss: 160.2805 - logits_profile_predictions_loss: 159.4644 - logcount_predictions_loss: 0.1511 678/684 [============================>.] - ETA: 1s - loss: 160.2802 - logits_profile_predictions_loss: 159.4641 - logcount_predictions_loss: 0.1511 679/684 [============================>.] - ETA: 1s - loss: 160.2800 - logits_profile_predictions_loss: 159.4638 - logcount_predictions_loss: 0.1511 680/684 [============================>.] - ETA: 1s - loss: 160.2797 - logits_profile_predictions_loss: 159.4635 - logcount_predictions_loss: 0.1511 681/684 [============================>.] - ETA: 0s - loss: 160.2794 - logits_profile_predictions_loss: 159.4632 - logcount_predictions_loss: 0.1511 682/684 [============================>.] - ETA: 0s - loss: 160.2792 - logits_profile_predictions_loss: 159.4630 - logcount_predictions_loss: 0.1511 683/684 [============================>.] - ETA: 0s - loss: 160.2789 - logits_profile_predictions_loss: 159.4627 - logcount_predictions_loss: 0.1511 684/684 [==============================] - ETA: 0s - loss: 160.2787 - logits_profile_predictions_loss: 159.4625 - logcount_predictions_loss: 0.1511 684/684 [==============================] - 221s 323ms/step - loss: 160.2784 - logits_profile_predictions_loss: 159.4622 - logcount_predictions_loss: 0.1511 - val_loss: 179.8371 - val_logits_profile_predictions_loss: 179.0387 - val_logcount_predictions_loss: 0.1479 + +Epoch 00009: val_loss did not improve from 179.07896 +Epoch 10/50 + 1/684 [..............................] - ETA: 3:37 - loss: 150.3097 - logits_profile_predictions_loss: 149.7068 - logcount_predictions_loss: 0.1116 2/684 [..............................] - ETA: 3:29 - loss: 154.3215 - logits_profile_predictions_loss: 153.5863 - logcount_predictions_loss: 0.1361 3/684 [..............................] - ETA: 3:28 - loss: 155.7335 - logits_profile_predictions_loss: 154.9378 - logcount_predictions_loss: 0.1473 4/684 [..............................] - ETA: 3:28 - loss: 156.9978 - logits_profile_predictions_loss: 156.1671 - logcount_predictions_loss: 0.1538 5/684 [..............................] - ETA: 3:28 - loss: 157.5913 - logits_profile_predictions_loss: 156.7407 - logcount_predictions_loss: 0.1575 6/684 [..............................] - ETA: 3:28 - loss: 157.9533 - logits_profile_predictions_loss: 157.0939 - logcount_predictions_loss: 0.1591 7/684 [..............................] - ETA: 3:27 - loss: 158.1556 - logits_profile_predictions_loss: 157.2941 - logcount_predictions_loss: 0.1595 8/684 [..............................] - ETA: 3:27 - loss: 158.2269 - logits_profile_predictions_loss: 157.3604 - logcount_predictions_loss: 0.1605 9/684 [..............................] - ETA: 3:27 - loss: 158.3523 - logits_profile_predictions_loss: 157.4825 - logcount_predictions_loss: 0.1611 10/684 [..............................] - ETA: 3:27 - loss: 158.5929 - logits_profile_predictions_loss: 157.7208 - logcount_predictions_loss: 0.1615 11/684 [..............................] - ETA: 3:26 - loss: 158.8055 - logits_profile_predictions_loss: 157.9341 - logcount_predictions_loss: 0.1614 12/684 [..............................] - ETA: 3:26 - loss: 158.9496 - logits_profile_predictions_loss: 158.0782 - logcount_predictions_loss: 0.1614 13/684 [..............................] - ETA: 3:26 - loss: 159.0379 - logits_profile_predictions_loss: 158.1685 - logcount_predictions_loss: 0.1610 14/684 [..............................] - ETA: 3:26 - loss: 159.0763 - logits_profile_predictions_loss: 158.2091 - logcount_predictions_loss: 0.1606 15/684 [..............................] - ETA: 3:25 - loss: 159.0052 - logits_profile_predictions_loss: 158.1395 - logcount_predictions_loss: 0.1603 16/684 [..............................] - ETA: 3:25 - loss: 158.9381 - logits_profile_predictions_loss: 158.0746 - logcount_predictions_loss: 0.1599 17/684 [..............................] - ETA: 3:25 - loss: 158.9266 - logits_profile_predictions_loss: 158.0646 - logcount_predictions_loss: 0.1596 18/684 [..............................] - ETA: 3:24 - loss: 158.9158 - logits_profile_predictions_loss: 158.0540 - logcount_predictions_loss: 0.1596 19/684 [..............................] - ETA: 3:24 - loss: 158.8834 - logits_profile_predictions_loss: 158.0221 - logcount_predictions_loss: 0.1595 20/684 [..............................] - ETA: 3:24 - loss: 158.8487 - logits_profile_predictions_loss: 157.9879 - logcount_predictions_loss: 0.1594 21/684 [..............................] - ETA: 3:23 - loss: 158.8190 - logits_profile_predictions_loss: 157.9584 - logcount_predictions_loss: 0.1594 22/684 [..............................] - ETA: 3:23 - loss: 158.7816 - logits_profile_predictions_loss: 157.9220 - logcount_predictions_loss: 0.1592 23/684 [>.............................] - ETA: 3:23 - loss: 158.7589 - logits_profile_predictions_loss: 157.9005 - logcount_predictions_loss: 0.1590 24/684 [>.............................] - ETA: 3:23 - loss: 158.7359 - logits_profile_predictions_loss: 157.8783 - logcount_predictions_loss: 0.1588 25/684 [>.............................] - ETA: 3:22 - loss: 158.7139 - logits_profile_predictions_loss: 157.8569 - logcount_predictions_loss: 0.1587 26/684 [>.............................] - ETA: 3:22 - loss: 158.6999 - logits_profile_predictions_loss: 157.8433 - logcount_predictions_loss: 0.1586 27/684 [>.............................] - ETA: 3:22 - loss: 158.6882 - logits_profile_predictions_loss: 157.8319 - logcount_predictions_loss: 0.1586 28/684 [>.............................] - ETA: 3:21 - loss: 158.6913 - logits_profile_predictions_loss: 157.8353 - logcount_predictions_loss: 0.1585 29/684 [>.............................] - ETA: 3:21 - loss: 158.6920 - logits_profile_predictions_loss: 157.8362 - logcount_predictions_loss: 0.1585 30/684 [>.............................] - ETA: 3:21 - loss: 158.6881 - logits_profile_predictions_loss: 157.8325 - logcount_predictions_loss: 0.1584 31/684 [>.............................] - ETA: 3:20 - loss: 158.6958 - logits_profile_predictions_loss: 157.8404 - logcount_predictions_loss: 0.1584 32/684 [>.............................] - ETA: 3:20 - loss: 158.7120 - logits_profile_predictions_loss: 157.8566 - logcount_predictions_loss: 0.1584 33/684 [>.............................] - ETA: 3:20 - loss: 158.7145 - logits_profile_predictions_loss: 157.8593 - logcount_predictions_loss: 0.1584 34/684 [>.............................] - ETA: 3:20 - loss: 158.7160 - logits_profile_predictions_loss: 157.8610 - logcount_predictions_loss: 0.1583 35/684 [>.............................] - ETA: 3:19 - loss: 158.7053 - logits_profile_predictions_loss: 157.8502 - logcount_predictions_loss: 0.1584 36/684 [>.............................] - ETA: 3:19 - loss: 158.7024 - logits_profile_predictions_loss: 157.8469 - logcount_predictions_loss: 0.1584 37/684 [>.............................] - ETA: 3:19 - loss: 158.6944 - logits_profile_predictions_loss: 157.8384 - logcount_predictions_loss: 0.1585 38/684 [>.............................] - ETA: 3:18 - loss: 158.6863 - logits_profile_predictions_loss: 157.8301 - logcount_predictions_loss: 0.1586 39/684 [>.............................] - ETA: 3:18 - loss: 158.6627 - logits_profile_predictions_loss: 157.8062 - logcount_predictions_loss: 0.1586 40/684 [>.............................] - ETA: 3:18 - loss: 158.6365 - logits_profile_predictions_loss: 157.7797 - logcount_predictions_loss: 0.1587 41/684 [>.............................] - ETA: 3:17 - loss: 158.6201 - logits_profile_predictions_loss: 157.7633 - logcount_predictions_loss: 0.1587 42/684 [>.............................] - ETA: 3:17 - loss: 158.6116 - logits_profile_predictions_loss: 157.7549 - logcount_predictions_loss: 0.1587 43/684 [>.............................] - ETA: 3:17 - loss: 158.6012 - logits_profile_predictions_loss: 157.7446 - logcount_predictions_loss: 0.1586 44/684 [>.............................] - ETA: 3:16 - loss: 158.5867 - logits_profile_predictions_loss: 157.7301 - logcount_predictions_loss: 0.1586 45/684 [>.............................] - ETA: 3:16 - loss: 158.5699 - logits_profile_predictions_loss: 157.7135 - logcount_predictions_loss: 0.1586 46/684 [=>............................] - ETA: 3:16 - loss: 158.5484 - logits_profile_predictions_loss: 157.6920 - logcount_predictions_loss: 0.1586 47/684 [=>............................] - ETA: 3:16 - loss: 158.5368 - logits_profile_predictions_loss: 157.6805 - logcount_predictions_loss: 0.1586 48/684 [=>............................] - ETA: 3:15 - loss: 158.5275 - logits_profile_predictions_loss: 157.6713 - logcount_predictions_loss: 0.1586 49/684 [=>............................] - ETA: 3:15 - loss: 158.5210 - logits_profile_predictions_loss: 157.6650 - logcount_predictions_loss: 0.1585 50/684 [=>............................] - ETA: 3:15 - loss: 158.5143 - logits_profile_predictions_loss: 157.6584 - logcount_predictions_loss: 0.1585 51/684 [=>............................] - ETA: 3:14 - loss: 158.5107 - logits_profile_predictions_loss: 157.6551 - logcount_predictions_loss: 0.1584 52/684 [=>............................] - ETA: 3:14 - loss: 158.5170 - logits_profile_predictions_loss: 157.6617 - logcount_predictions_loss: 0.1584 53/684 [=>............................] - ETA: 3:14 - loss: 158.5252 - logits_profile_predictions_loss: 157.6701 - logcount_predictions_loss: 0.1584 54/684 [=>............................] - ETA: 3:13 - loss: 158.5339 - logits_profile_predictions_loss: 157.6790 - logcount_predictions_loss: 0.1583 55/684 [=>............................] - ETA: 3:13 - loss: 158.5432 - logits_profile_predictions_loss: 157.6886 - logcount_predictions_loss: 0.1583 56/684 [=>............................] - ETA: 3:13 - loss: 158.5519 - logits_profile_predictions_loss: 157.6975 - logcount_predictions_loss: 0.1582 57/684 [=>............................] - ETA: 3:13 - loss: 158.5652 - logits_profile_predictions_loss: 157.7110 - logcount_predictions_loss: 0.1582 58/684 [=>............................] - ETA: 3:12 - loss: 158.5773 - logits_profile_predictions_loss: 157.7232 - logcount_predictions_loss: 0.1582 59/684 [=>............................] - ETA: 3:12 - loss: 158.5907 - logits_profile_predictions_loss: 157.7368 - logcount_predictions_loss: 0.1581 60/684 [=>............................] - ETA: 3:12 - loss: 158.6006 - logits_profile_predictions_loss: 157.7469 - logcount_predictions_loss: 0.1581 61/684 [=>............................] - ETA: 3:11 - loss: 158.6137 - logits_profile_predictions_loss: 157.7603 - logcount_predictions_loss: 0.1580 62/684 [=>............................] - ETA: 3:11 - loss: 158.6298 - logits_profile_predictions_loss: 157.7768 - logcount_predictions_loss: 0.1580 63/684 [=>............................] - ETA: 3:11 - loss: 158.6467 - logits_profile_predictions_loss: 157.7940 - logcount_predictions_loss: 0.1579 64/684 [=>............................] - ETA: 3:10 - loss: 158.6628 - logits_profile_predictions_loss: 157.8104 - logcount_predictions_loss: 0.1579 65/684 [=>............................] - ETA: 3:10 - loss: 158.6770 - logits_profile_predictions_loss: 157.8247 - logcount_predictions_loss: 0.1578 66/684 [=>............................] - ETA: 3:10 - loss: 158.6879 - logits_profile_predictions_loss: 157.8359 - logcount_predictions_loss: 0.1578 67/684 [=>............................] - ETA: 3:09 - loss: 158.6997 - logits_profile_predictions_loss: 157.8479 - logcount_predictions_loss: 0.1577 68/684 [=>............................] - ETA: 3:09 - loss: 158.7120 - logits_profile_predictions_loss: 157.8603 - logcount_predictions_loss: 0.1577 69/684 [==>...........................] - ETA: 3:09 - loss: 158.7263 - logits_profile_predictions_loss: 157.8748 - logcount_predictions_loss: 0.1577 70/684 [==>...........................] - ETA: 3:09 - loss: 158.7432 - logits_profile_predictions_loss: 157.8918 - logcount_predictions_loss: 0.1577 71/684 [==>...........................] - ETA: 3:08 - loss: 158.7610 - logits_profile_predictions_loss: 157.9098 - logcount_predictions_loss: 0.1576 72/684 [==>...........................] - ETA: 3:08 - loss: 158.7763 - logits_profile_predictions_loss: 157.9253 - logcount_predictions_loss: 0.1576 73/684 [==>...........................] - ETA: 3:08 - loss: 158.7888 - logits_profile_predictions_loss: 157.9379 - logcount_predictions_loss: 0.1576 74/684 [==>...........................] - ETA: 3:07 - loss: 158.7994 - logits_profile_predictions_loss: 157.9487 - logcount_predictions_loss: 0.1575 75/684 [==>...........................] - ETA: 3:07 - loss: 158.8116 - logits_profile_predictions_loss: 157.9611 - logcount_predictions_loss: 0.1575 76/684 [==>...........................] - ETA: 3:07 - loss: 158.8235 - logits_profile_predictions_loss: 157.9732 - logcount_predictions_loss: 0.1575 77/684 [==>...........................] - ETA: 3:06 - loss: 158.8339 - logits_profile_predictions_loss: 157.9837 - logcount_predictions_loss: 0.1574 78/684 [==>...........................] - ETA: 3:06 - loss: 158.8457 - logits_profile_predictions_loss: 157.9957 - logcount_predictions_loss: 0.1574 79/684 [==>...........................] - ETA: 3:06 - loss: 158.8588 - logits_profile_predictions_loss: 158.0090 - logcount_predictions_loss: 0.1574 80/684 [==>...........................] - ETA: 3:05 - loss: 158.8709 - logits_profile_predictions_loss: 158.0213 - logcount_predictions_loss: 0.1573 81/684 [==>...........................] - ETA: 3:05 - loss: 158.8810 - logits_profile_predictions_loss: 158.0316 - logcount_predictions_loss: 0.1573 82/684 [==>...........................] - ETA: 3:05 - loss: 158.8905 - logits_profile_predictions_loss: 158.0414 - logcount_predictions_loss: 0.1573 83/684 [==>...........................] - ETA: 3:05 - loss: 158.8975 - logits_profile_predictions_loss: 158.0485 - logcount_predictions_loss: 0.1572 84/684 [==>...........................] - ETA: 3:04 - loss: 158.9051 - logits_profile_predictions_loss: 158.0563 - logcount_predictions_loss: 0.1572 85/684 [==>...........................] - ETA: 3:04 - loss: 158.9126 - logits_profile_predictions_loss: 158.0641 - logcount_predictions_loss: 0.1571 86/684 [==>...........................] - ETA: 3:04 - loss: 158.9213 - logits_profile_predictions_loss: 158.0730 - logcount_predictions_loss: 0.1571 87/684 [==>...........................] - ETA: 3:03 - loss: 158.9302 - logits_profile_predictions_loss: 158.0821 - logcount_predictions_loss: 0.1571 88/684 [==>...........................] - ETA: 3:03 - loss: 158.9381 - logits_profile_predictions_loss: 158.0902 - logcount_predictions_loss: 0.1570 89/684 [==>...........................] - ETA: 3:03 - loss: 158.9461 - logits_profile_predictions_loss: 158.0983 - logcount_predictions_loss: 0.1570 90/684 [==>...........................] - ETA: 3:02 - loss: 158.9528 - logits_profile_predictions_loss: 158.1052 - logcount_predictions_loss: 0.1570 91/684 [==>...........................] - ETA: 3:02 - loss: 158.9590 - logits_profile_predictions_loss: 158.1116 - logcount_predictions_loss: 0.1569 92/684 [===>..........................] - ETA: 3:02 - loss: 158.9643 - logits_profile_predictions_loss: 158.1170 - logcount_predictions_loss: 0.1569 93/684 [===>..........................] - ETA: 3:01 - loss: 158.9688 - logits_profile_predictions_loss: 158.1217 - logcount_predictions_loss: 0.1569 94/684 [===>..........................] - ETA: 3:01 - loss: 158.9708 - logits_profile_predictions_loss: 158.1240 - logcount_predictions_loss: 0.1568 95/684 [===>..........................] - ETA: 3:01 - loss: 158.9729 - logits_profile_predictions_loss: 158.1263 - logcount_predictions_loss: 0.1568 96/684 [===>..........................] - ETA: 3:01 - loss: 158.9750 - logits_profile_predictions_loss: 158.1288 - logcount_predictions_loss: 0.1567 97/684 [===>..........................] - ETA: 3:00 - loss: 158.9771 - logits_profile_predictions_loss: 158.1311 - logcount_predictions_loss: 0.1567 98/684 [===>..........................] - ETA: 3:00 - loss: 158.9792 - logits_profile_predictions_loss: 158.1335 - logcount_predictions_loss: 0.1566 99/684 [===>..........................] - ETA: 3:00 - loss: 158.9808 - logits_profile_predictions_loss: 158.1354 - logcount_predictions_loss: 0.1566 100/684 [===>..........................] - ETA: 2:59 - loss: 158.9819 - logits_profile_predictions_loss: 158.1367 - logcount_predictions_loss: 0.1565 101/684 [===>..........................] - ETA: 2:59 - loss: 158.9832 - logits_profile_predictions_loss: 158.1383 - logcount_predictions_loss: 0.1565 102/684 [===>..........................] - ETA: 2:59 - loss: 158.9834 - logits_profile_predictions_loss: 158.1388 - logcount_predictions_loss: 0.1564 103/684 [===>..........................] - ETA: 2:58 - loss: 158.9836 - logits_profile_predictions_loss: 158.1393 - logcount_predictions_loss: 0.1563 104/684 [===>..........................] - ETA: 2:58 - loss: 158.9838 - logits_profile_predictions_loss: 158.1398 - logcount_predictions_loss: 0.1563 105/684 [===>..........................] - ETA: 2:58 - loss: 158.9841 - logits_profile_predictions_loss: 158.1404 - logcount_predictions_loss: 0.1562 106/684 [===>..........................] - ETA: 2:57 - loss: 158.9854 - logits_profile_predictions_loss: 158.1420 - logcount_predictions_loss: 0.1562 107/684 [===>..........................] - ETA: 2:57 - loss: 158.9866 - logits_profile_predictions_loss: 158.1435 - logcount_predictions_loss: 0.1561 108/684 [===>..........................] - ETA: 2:57 - loss: 158.9879 - logits_profile_predictions_loss: 158.1451 - logcount_predictions_loss: 0.1561 109/684 [===>..........................] - ETA: 2:57 - loss: 158.9895 - logits_profile_predictions_loss: 158.1469 - logcount_predictions_loss: 0.1560 110/684 [===>..........................] - ETA: 2:56 - loss: 158.9915 - logits_profile_predictions_loss: 158.1492 - logcount_predictions_loss: 0.1560 111/684 [===>..........................] - ETA: 2:56 - loss: 158.9938 - logits_profile_predictions_loss: 158.1518 - logcount_predictions_loss: 0.1559 112/684 [===>..........................] - ETA: 2:56 - loss: 158.9956 - logits_profile_predictions_loss: 158.1538 - logcount_predictions_loss: 0.1559 113/684 [===>..........................] - ETA: 2:55 - loss: 158.9973 - logits_profile_predictions_loss: 158.1557 - logcount_predictions_loss: 0.1558 114/684 [====>.........................] - ETA: 2:55 - loss: 158.9993 - logits_profile_predictions_loss: 158.1579 - logcount_predictions_loss: 0.1558 115/684 [====>.........................] - ETA: 2:55 - loss: 159.0014 - logits_profile_predictions_loss: 158.1603 - logcount_predictions_loss: 0.1558 116/684 [====>.........................] - ETA: 2:54 - loss: 159.0026 - logits_profile_predictions_loss: 158.1617 - logcount_predictions_loss: 0.1557 117/684 [====>.........................] - ETA: 2:54 - loss: 159.0047 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 158.3606 - logcount_predictions_loss: 0.1511 568/684 [=======================>......] - ETA: 35s - loss: 159.1763 - logits_profile_predictions_loss: 158.3601 - logcount_predictions_loss: 0.1511 569/684 [=======================>......] - ETA: 35s - loss: 159.1758 - logits_profile_predictions_loss: 158.3597 - logcount_predictions_loss: 0.1511 570/684 [========================>.....] - ETA: 35s - loss: 159.1754 - logits_profile_predictions_loss: 158.3592 - logcount_predictions_loss: 0.1511 571/684 [========================>.....] - ETA: 34s - loss: 159.1749 - logits_profile_predictions_loss: 158.3588 - logcount_predictions_loss: 0.1511 572/684 [========================>.....] - ETA: 34s - loss: 159.1745 - logits_profile_predictions_loss: 158.3584 - logcount_predictions_loss: 0.1511 573/684 [========================>.....] - ETA: 34s - loss: 159.1740 - logits_profile_predictions_loss: 158.3579 - logcount_predictions_loss: 0.1511 574/684 [========================>.....] - ETA: 33s - loss: 159.1736 - logits_profile_predictions_loss: 158.3575 - logcount_predictions_loss: 0.1511 575/684 [========================>.....] - ETA: 33s - loss: 159.1731 - logits_profile_predictions_loss: 158.3570 - logcount_predictions_loss: 0.1511 576/684 [========================>.....] - ETA: 33s - loss: 159.1726 - logits_profile_predictions_loss: 158.3565 - logcount_predictions_loss: 0.1511 577/684 [========================>.....] - ETA: 32s - loss: 159.1721 - logits_profile_predictions_loss: 158.3560 - logcount_predictions_loss: 0.1511 578/684 [========================>.....] - ETA: 32s - loss: 159.1716 - logits_profile_predictions_loss: 158.3556 - logcount_predictions_loss: 0.1511 579/684 [========================>.....] - ETA: 32s - loss: 159.1712 - logits_profile_predictions_loss: 158.3551 - logcount_predictions_loss: 0.1511 580/684 [========================>.....] - ETA: 32s - loss: 159.1707 - logits_profile_predictions_loss: 158.3547 - logcount_predictions_loss: 0.1511 581/684 [========================>.....] - ETA: 31s - loss: 159.1703 - logits_profile_predictions_loss: 158.3543 - logcount_predictions_loss: 0.1511 582/684 [========================>.....] - ETA: 31s - loss: 159.1699 - logits_profile_predictions_loss: 158.3539 - logcount_predictions_loss: 0.1511 583/684 [========================>.....] - ETA: 31s - loss: 159.1694 - logits_profile_predictions_loss: 158.3535 - logcount_predictions_loss: 0.1511 584/684 [========================>.....] - ETA: 30s - loss: 159.1690 - logits_profile_predictions_loss: 158.3531 - logcount_predictions_loss: 0.1511 585/684 [========================>.....] - ETA: 30s - loss: 159.1686 - logits_profile_predictions_loss: 158.3527 - logcount_predictions_loss: 0.1511 586/684 [========================>.....] - ETA: 30s - loss: 159.1682 - logits_profile_predictions_loss: 158.3523 - logcount_predictions_loss: 0.1511 587/684 [========================>.....] - ETA: 29s - loss: 159.1678 - logits_profile_predictions_loss: 158.3519 - logcount_predictions_loss: 0.1511 588/684 [========================>.....] - ETA: 29s - loss: 159.1674 - logits_profile_predictions_loss: 158.3515 - logcount_predictions_loss: 0.1511 589/684 [========================>.....] - ETA: 29s - loss: 159.1670 - logits_profile_predictions_loss: 158.3511 - logcount_predictions_loss: 0.1511 590/684 [========================>.....] - ETA: 28s - loss: 159.1666 - logits_profile_predictions_loss: 158.3507 - logcount_predictions_loss: 0.1511 591/684 [========================>.....] - ETA: 28s - loss: 159.1662 - logits_profile_predictions_loss: 158.3503 - logcount_predictions_loss: 0.1511 592/684 [========================>.....] - ETA: 28s - loss: 159.1657 - logits_profile_predictions_loss: 158.3498 - logcount_predictions_loss: 0.1511 593/684 [=========================>....] - ETA: 28s - loss: 159.1653 - logits_profile_predictions_loss: 158.3494 - logcount_predictions_loss: 0.1511 594/684 [=========================>....] - ETA: 27s - loss: 159.1648 - logits_profile_predictions_loss: 158.3490 - logcount_predictions_loss: 0.1511 595/684 [=========================>....] - ETA: 27s - loss: 159.1644 - logits_profile_predictions_loss: 158.3485 - logcount_predictions_loss: 0.1511 596/684 [=========================>....] - ETA: 27s - loss: 159.1639 - logits_profile_predictions_loss: 158.3481 - logcount_predictions_loss: 0.1511 597/684 [=========================>....] - ETA: 26s - loss: 159.1635 - logits_profile_predictions_loss: 158.3477 - logcount_predictions_loss: 0.1511 598/684 [=========================>....] - ETA: 26s - loss: 159.1631 - logits_profile_predictions_loss: 158.3473 - logcount_predictions_loss: 0.1511 599/684 [=========================>....] - ETA: 26s - loss: 159.1626 - logits_profile_predictions_loss: 158.3468 - logcount_predictions_loss: 0.1511 600/684 [=========================>....] - ETA: 25s - loss: 159.1621 - logits_profile_predictions_loss: 158.3464 - logcount_predictions_loss: 0.1511 601/684 [=========================>....] - ETA: 25s - loss: 159.1617 - logits_profile_predictions_loss: 158.3460 - logcount_predictions_loss: 0.1511 602/684 [=========================>....] - ETA: 25s - loss: 159.1613 - logits_profile_predictions_loss: 158.3455 - logcount_predictions_loss: 0.1511 603/684 [=========================>....] - ETA: 24s - loss: 159.1609 - logits_profile_predictions_loss: 158.3451 - logcount_predictions_loss: 0.1511 604/684 [=========================>....] - ETA: 24s - loss: 159.1604 - logits_profile_predictions_loss: 158.3447 - logcount_predictions_loss: 0.1511 605/684 [=========================>....] - ETA: 24s - loss: 159.1600 - logits_profile_predictions_loss: 158.3443 - logcount_predictions_loss: 0.1511 606/684 [=========================>....] - ETA: 24s - loss: 159.1596 - logits_profile_predictions_loss: 158.3439 - logcount_predictions_loss: 0.1510 607/684 [=========================>....] - ETA: 23s - loss: 159.1591 - logits_profile_predictions_loss: 158.3435 - logcount_predictions_loss: 0.1510 608/684 [=========================>....] - ETA: 23s - loss: 159.1587 - logits_profile_predictions_loss: 158.3430 - logcount_predictions_loss: 0.1510 609/684 [=========================>....] - ETA: 23s - loss: 159.1583 - logits_profile_predictions_loss: 158.3426 - logcount_predictions_loss: 0.1510 610/684 [=========================>....] - ETA: 22s - loss: 159.1578 - logits_profile_predictions_loss: 158.3421 - logcount_predictions_loss: 0.1510 611/684 [=========================>....] - ETA: 22s - loss: 159.1573 - logits_profile_predictions_loss: 158.3416 - logcount_predictions_loss: 0.1510 612/684 [=========================>....] - ETA: 22s - loss: 159.1567 - logits_profile_predictions_loss: 158.3411 - logcount_predictions_loss: 0.1510 613/684 [=========================>....] - ETA: 21s - loss: 159.1561 - logits_profile_predictions_loss: 158.3405 - logcount_predictions_loss: 0.1510 614/684 [=========================>....] - ETA: 21s - loss: 159.1556 - logits_profile_predictions_loss: 158.3399 - logcount_predictions_loss: 0.1510 615/684 [=========================>....] - ETA: 21s - loss: 159.1550 - logits_profile_predictions_loss: 158.3394 - logcount_predictions_loss: 0.1510 616/684 [==========================>...] - ETA: 20s - loss: 159.1545 - logits_profile_predictions_loss: 158.3388 - logcount_predictions_loss: 0.1510 617/684 [==========================>...] - ETA: 20s - loss: 159.1539 - logits_profile_predictions_loss: 158.3383 - logcount_predictions_loss: 0.1510 618/684 [==========================>...] - ETA: 20s - loss: 159.1534 - logits_profile_predictions_loss: 158.3378 - logcount_predictions_loss: 0.1510 619/684 [==========================>...] - ETA: 20s - loss: 159.1529 - logits_profile_predictions_loss: 158.3373 - logcount_predictions_loss: 0.1510 620/684 [==========================>...] - ETA: 19s - loss: 159.1524 - logits_profile_predictions_loss: 158.3369 - logcount_predictions_loss: 0.1510 621/684 [==========================>...] - ETA: 19s - loss: 159.1520 - logits_profile_predictions_loss: 158.3364 - logcount_predictions_loss: 0.1510 622/684 [==========================>...] - ETA: 19s - loss: 159.1515 - logits_profile_predictions_loss: 158.3359 - logcount_predictions_loss: 0.1510 623/684 [==========================>...] - ETA: 18s - loss: 159.1510 - logits_profile_predictions_loss: 158.3354 - logcount_predictions_loss: 0.1510 624/684 [==========================>...] - ETA: 18s - loss: 159.1505 - logits_profile_predictions_loss: 158.3349 - logcount_predictions_loss: 0.1510 625/684 [==========================>...] - ETA: 18s - loss: 159.1500 - logits_profile_predictions_loss: 158.3344 - logcount_predictions_loss: 0.1510 626/684 [==========================>...] - ETA: 17s - loss: 159.1496 - logits_profile_predictions_loss: 158.3340 - logcount_predictions_loss: 0.1510 627/684 [==========================>...] - ETA: 17s - loss: 159.1491 - logits_profile_predictions_loss: 158.3335 - logcount_predictions_loss: 0.1510 628/684 [==========================>...] - ETA: 17s - loss: 159.1486 - logits_profile_predictions_loss: 158.3331 - logcount_predictions_loss: 0.1510 629/684 [==========================>...] - ETA: 16s - loss: 159.1481 - logits_profile_predictions_loss: 158.3326 - logcount_predictions_loss: 0.1510 630/684 [==========================>...] - ETA: 16s - loss: 159.1477 - logits_profile_predictions_loss: 158.3321 - logcount_predictions_loss: 0.1510 631/684 [==========================>...] - ETA: 16s - loss: 159.1472 - logits_profile_predictions_loss: 158.3316 - logcount_predictions_loss: 0.1510 632/684 [==========================>...] - ETA: 16s - loss: 159.1467 - logits_profile_predictions_loss: 158.3312 - logcount_predictions_loss: 0.1510 633/684 [==========================>...] - ETA: 15s - loss: 159.1463 - logits_profile_predictions_loss: 158.3308 - logcount_predictions_loss: 0.1510 634/684 [==========================>...] - ETA: 15s - loss: 159.1458 - logits_profile_predictions_loss: 158.3303 - logcount_predictions_loss: 0.1510 635/684 [==========================>...] - ETA: 15s - loss: 159.1454 - logits_profile_predictions_loss: 158.3299 - logcount_predictions_loss: 0.1510 636/684 [==========================>...] - ETA: 14s - loss: 159.1450 - logits_profile_predictions_loss: 158.3294 - logcount_predictions_loss: 0.1510 637/684 [==========================>...] - ETA: 14s - loss: 159.1445 - logits_profile_predictions_loss: 158.3290 - logcount_predictions_loss: 0.1510 638/684 [==========================>...] - ETA: 14s - loss: 159.1441 - logits_profile_predictions_loss: 158.3286 - logcount_predictions_loss: 0.1510 639/684 [===========================>..] - ETA: 13s - loss: 159.1436 - logits_profile_predictions_loss: 158.3281 - logcount_predictions_loss: 0.1510 640/684 [===========================>..] - ETA: 13s - loss: 159.1432 - logits_profile_predictions_loss: 158.3277 - logcount_predictions_loss: 0.1510 641/684 [===========================>..] - ETA: 13s - loss: 159.1427 - logits_profile_predictions_loss: 158.3272 - logcount_predictions_loss: 0.1510 642/684 [===========================>..] - ETA: 12s - loss: 159.1423 - logits_profile_predictions_loss: 158.3268 - logcount_predictions_loss: 0.1510 643/684 [===========================>..] - ETA: 12s - loss: 159.1418 - logits_profile_predictions_loss: 158.3263 - logcount_predictions_loss: 0.1510 644/684 [===========================>..] - ETA: 12s - loss: 159.1414 - logits_profile_predictions_loss: 158.3259 - logcount_predictions_loss: 0.1510 645/684 [===========================>..] - ETA: 12s - loss: 159.1409 - logits_profile_predictions_loss: 158.3254 - logcount_predictions_loss: 0.1510 646/684 [===========================>..] - ETA: 11s - loss: 159.1404 - logits_profile_predictions_loss: 158.3249 - logcount_predictions_loss: 0.1510 647/684 [===========================>..] - ETA: 11s - loss: 159.1399 - logits_profile_predictions_loss: 158.3245 - logcount_predictions_loss: 0.1510 648/684 [===========================>..] - ETA: 11s - loss: 159.1394 - logits_profile_predictions_loss: 158.3240 - logcount_predictions_loss: 0.1510 649/684 [===========================>..] - ETA: 10s - loss: 159.1389 - logits_profile_predictions_loss: 158.3235 - logcount_predictions_loss: 0.1510 650/684 [===========================>..] - ETA: 10s - loss: 159.1384 - logits_profile_predictions_loss: 158.3230 - logcount_predictions_loss: 0.1510 651/684 [===========================>..] - ETA: 10s - loss: 159.1379 - logits_profile_predictions_loss: 158.3225 - logcount_predictions_loss: 0.1510 652/684 [===========================>..] - ETA: 9s - loss: 159.1374 - logits_profile_predictions_loss: 158.3220 - logcount_predictions_loss: 0.1510  653/684 [===========================>..] - ETA: 9s - loss: 159.1369 - logits_profile_predictions_loss: 158.3215 - logcount_predictions_loss: 0.1510 654/684 [===========================>..] - ETA: 9s - loss: 159.1365 - logits_profile_predictions_loss: 158.3211 - logcount_predictions_loss: 0.1510 655/684 [===========================>..] - ETA: 8s - loss: 159.1361 - logits_profile_predictions_loss: 158.3207 - logcount_predictions_loss: 0.1510 656/684 [===========================>..] - ETA: 8s - loss: 159.1357 - logits_profile_predictions_loss: 158.3203 - logcount_predictions_loss: 0.1510 657/684 [===========================>..] - ETA: 8s - loss: 159.1354 - logits_profile_predictions_loss: 158.3199 - logcount_predictions_loss: 0.1510 658/684 [===========================>..] - ETA: 8s - loss: 159.1350 - logits_profile_predictions_loss: 158.3195 - logcount_predictions_loss: 0.1510 659/684 [===========================>..] - ETA: 7s - loss: 159.1346 - logits_profile_predictions_loss: 158.3192 - logcount_predictions_loss: 0.1510 660/684 [===========================>..] - ETA: 7s - loss: 159.1342 - logits_profile_predictions_loss: 158.3187 - logcount_predictions_loss: 0.1510 661/684 [===========================>..] - ETA: 7s - loss: 159.1338 - logits_profile_predictions_loss: 158.3184 - logcount_predictions_loss: 0.1510 662/684 [============================>.] - ETA: 6s - loss: 159.1334 - logits_profile_predictions_loss: 158.3180 - logcount_predictions_loss: 0.1510 663/684 [============================>.] - ETA: 6s - loss: 159.1330 - logits_profile_predictions_loss: 158.3176 - logcount_predictions_loss: 0.1510 664/684 [============================>.] - ETA: 6s - loss: 159.1326 - logits_profile_predictions_loss: 158.3172 - logcount_predictions_loss: 0.1510 665/684 [============================>.] - ETA: 5s - loss: 159.1323 - logits_profile_predictions_loss: 158.3169 - logcount_predictions_loss: 0.1510 666/684 [============================>.] - ETA: 5s - loss: 159.1319 - logits_profile_predictions_loss: 158.3165 - logcount_predictions_loss: 0.1510 667/684 [============================>.] - ETA: 5s - loss: 159.1315 - logits_profile_predictions_loss: 158.3161 - logcount_predictions_loss: 0.1510 668/684 [============================>.] - ETA: 4s - loss: 159.1310 - logits_profile_predictions_loss: 158.3156 - logcount_predictions_loss: 0.1510 669/684 [============================>.] - ETA: 4s - loss: 159.1306 - logits_profile_predictions_loss: 158.3152 - logcount_predictions_loss: 0.1510 670/684 [============================>.] - ETA: 4s - loss: 159.1302 - logits_profile_predictions_loss: 158.3148 - logcount_predictions_loss: 0.1510 671/684 [============================>.] - ETA: 4s - loss: 159.1298 - logits_profile_predictions_loss: 158.3144 - logcount_predictions_loss: 0.1510 672/684 [============================>.] - ETA: 3s - loss: 159.1294 - logits_profile_predictions_loss: 158.3140 - logcount_predictions_loss: 0.1510 673/684 [============================>.] - ETA: 3s - loss: 159.1290 - logits_profile_predictions_loss: 158.3136 - logcount_predictions_loss: 0.1510 674/684 [============================>.] - ETA: 3s - loss: 159.1285 - logits_profile_predictions_loss: 158.3132 - logcount_predictions_loss: 0.1510 675/684 [============================>.] - ETA: 2s - loss: 159.1281 - logits_profile_predictions_loss: 158.3128 - logcount_predictions_loss: 0.1510 676/684 [============================>.] - ETA: 2s - loss: 159.1277 - logits_profile_predictions_loss: 158.3124 - logcount_predictions_loss: 0.1510 677/684 [============================>.] - ETA: 2s - loss: 159.1273 - logits_profile_predictions_loss: 158.3119 - logcount_predictions_loss: 0.1510 678/684 [============================>.] - ETA: 1s - loss: 159.1269 - logits_profile_predictions_loss: 158.3115 - logcount_predictions_loss: 0.1510 679/684 [============================>.] - ETA: 1s - loss: 159.1265 - logits_profile_predictions_loss: 158.3111 - logcount_predictions_loss: 0.1510 680/684 [============================>.] - ETA: 1s - loss: 159.1260 - logits_profile_predictions_loss: 158.3107 - logcount_predictions_loss: 0.1510 681/684 [============================>.] - ETA: 0s - loss: 159.1256 - logits_profile_predictions_loss: 158.3103 - logcount_predictions_loss: 0.1510 682/684 [============================>.] - ETA: 0s - loss: 159.1252 - logits_profile_predictions_loss: 158.3099 - logcount_predictions_loss: 0.1510 683/684 [============================>.] - ETA: 0s - loss: 159.1248 - logits_profile_predictions_loss: 158.3095 - logcount_predictions_loss: 0.1510 684/684 [==============================] - ETA: 0s - loss: 159.1244 - logits_profile_predictions_loss: 158.3091 - logcount_predictions_loss: 0.1510 684/684 [==============================] - 221s 323ms/step - loss: 159.1240 - logits_profile_predictions_loss: 158.3087 - logcount_predictions_loss: 0.1510 - val_loss: 180.4783 - val_logits_profile_predictions_loss: 179.6669 - val_logcount_predictions_loss: 0.1503 + +Epoch 00010: val_loss did not improve from 179.07896 +Restoring model weights from the end of the best epoch. +Epoch 00010: early stopping +save model +save model without bias +2022-09-22_23-42-24: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//preprocessing/bigWigs/ENCSR609GST.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(11453, 10) +loading nonpeaks... +got split:test for bed regions:(11340, 10) +0/90 +2022-09-22_23-44-55: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//preprocessing/bigWigs/ENCSR609GST.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(11453, 10) +loading nonpeaks... +got split:test for bed regions:(11340, 10) +0/90 +2022-09-22_23-46-56: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR609GST//preprocessing/bigWigs/ENCSR609GST.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(11453, 10) +loading nonpeaks... +got split:test for bed regions:(11340, 10) +0/90 +2022-09-22_23-48-05: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//footprints +2022-09-22_23-48-05: 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/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//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 + 1/11 [=>............................] - ETA: 2:44 3/11 [=======>......................] - ETA: 3s  4/11 [=========>....................] - ETA: 4s 5/11 [============>.................] - ETA: 4s 6/11 [===============>..............] - ETA: 3s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 44s 3s/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step +inserting motif: tn5_2 +GTGCACAGTTCTAGAGTGTGCAG + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step +inserting motif: tn5_3 +CCTCTACACTGTGCAGAA + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step +inserting motif: tn5_4 +GCACAGTTCTAGACTGTGCAG + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step +inserting motif: tn5_5 +CTGCACAGTGTAGAGTTGTGC + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 1s/step +Saving marginal footprints +2022-09-22_23-50-30: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//footprints +2022-09-22_23-50-30: 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/ENCSR609GST//chrombpnet_model_feb15_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR609GST//chrombpnet_model_feb15_fold_1//footprints/bias \ + -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ + -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 + MOTIF_NAME MOTIF_PWM_FWD +0 tn5_1 GCACAGTACAGAGCTG +1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG +2 tn5_3 CCTCTACACTGTGCAGAA +3 tn5_4 GCACAGTTCTAGACTGTGCAG +4 tn5_5 CTGCACAGTGTAGAGTTGTGC +5 dnase_1 TTTACAAGTCCA +6 dnase_2 TGTACTTACGAA +7 NRF1 GCGCATGCGC +8 AP1 CGATATGACTCATCCC +9 CTCF TTGGCCACTAGGGGGCGCTAT +10 ETS CCGAAAGCGGAAGTGAGAC +11 SP1 AAGGGGGCGGGGCCTAA +12 RUNX CCCTAACCACAGCCC +13 NFKB GCAAGGGAAATTCCCCAGG +14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC +15 TAL GGCTGGG +16 NFYB CCAGCCAATCAGAGC +17 GABPA GAAACCGGAAGTGGCC +18 BACH1+MAFK AACTGCTGAGTCATCCCG +19 NRF1 CCCCGCGCATGCGCAGTGC +20 HNF4G CCGTTGGACTTTGGACCCTG +got the model +Model: "model" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 +__________________________________________________________________________________________________ +inferred model inputlen: 2114 +inferred model outputlen: 1000 +inserting motif: tn5_1 +GCACAGTACAGAGCTG + 1/11 [=>............................] - ETA: 1:57 3/11 [=======>......................] - ETA: 0s  4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 22s 1s/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 91ms/step +inserting motif: tn5_2 +GTGCACAGTTCTAGAGTGTGCAG + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 91ms/step +inserting motif: tn5_3 +CCTCTACACTGTGCAGAA + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step +inserting motif: tn5_4 +GCACAGTTCTAGACTGTGCAG + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step +inserting motif: tn5_5 +CTGCACAGTGTAGAGTTGTGC + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step + 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 90ms/step +Saving marginal footprints