DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json Sat Oct 15 13:44:49 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-SXM... On | 00000000:81:00.0 Off | 0 | | N/A 27C P0 60W / 500W | 0MiB / 81920MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-10-15_13-44-57: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR856XGY//preprocessing/bigWigs/ENCSR856XGY.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR856XGY//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR856XGY//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR880CUB/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 164036 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 164036 Number of peaks input: 35964 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 35964 Number of non peaks input: 166395 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 166395 Number of non peaks input: 33604 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 33604 Number of peaks after removing outliers: 162228 Number of nonpeaks after removing outliers: 147031 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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4485/4595 [============================>.] - ETA: 0s 4496/4595 [============================>.] - ETA: 0s 4507/4595 [============================>.] - ETA: 0s 4518/4595 [============================>.] - ETA: 0s 4529/4595 [============================>.] - ETA: 0s 4540/4595 [============================>.] - ETA: 0s 4551/4595 [============================>.] - ETA: 0s 4562/4595 [============================>.] - ETA: 0s 4573/4595 [============================>.] - ETA: 0s 4584/4595 [============================>.] - ETA: 0s 4595/4595 [==============================] - ETA: 0s 4595/4595 [==============================] - 29s 5ms/step 2022-10-15_13-52-31: 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/DNASE//ENCSR856XGY//preprocessing/bigWigs/ENCSR856XGY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '18.5', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(147726, 10) loading nonpeaks... got split:train for bed regions:(132522, 10) loading peaks... got split:valid for bed regions:(14502, 10) loading nonpeaks... got split:valid for bed regions:(14509, 10) Epoch 1/50 1/2540 [..............................] - ETA: 4:39:34 - loss: 743.7960 - logits_profile_predictions_loss: 704.4131 - logcount_predictions_loss: 2.1288 2/2540 [..............................] - ETA: 6:01 - loss: 1558.0676 - logits_profile_predictions_loss: 697.7516 - logcount_predictions_loss: 46.5036  3/2540 [..............................] - ETA: 5:59 - loss: 1652.0120 - logits_profile_predictions_loss: 699.4288 - logcount_predictions_loss: 51.4910 4/2540 [..............................] - ETA: 5:57 - loss: 1626.3359 - logits_profile_predictions_loss: 696.1140 - logcount_predictions_loss: 50.2823 5/2540 [..............................] - ETA: 5:56 - loss: 1581.3936 - logits_profile_predictions_loss: 697.2653 - logcount_predictions_loss: 47.7907 6/2540 [..............................] - ETA: 5:56 - loss: 1537.2310 - logits_profile_predictions_loss: 701.8255 - logcount_predictions_loss: 45.1571 7/2540 [..............................] - ETA: 5:56 - loss: 1492.1563 - logits_profile_predictions_loss: 702.8784 - logcount_predictions_loss: 42.6637 8/2540 [..............................] - ETA: 5:55 - loss: 1451.4651 - logits_profile_predictions_loss: 703.9850 - logcount_predictions_loss: 40.4043 9/2540 [..............................] - ETA: 5:55 - loss: 1415.2074 - logits_profile_predictions_loss: 705.2842 - logcount_predictions_loss: 38.3742 10/2540 [..............................] - ETA: 5:55 - loss: 1381.8438 - logits_profile_predictions_loss: 705.6703 - logcount_predictions_loss: 36.5499 11/2540 [..............................] - ETA: 5:55 - loss: 1353.2586 - logits_profile_predictions_loss: 707.3141 - logcount_predictions_loss: 34.9159 12/2540 [..............................] - ETA: 5:54 - loss: 1327.3378 - logits_profile_predictions_loss: 708.6432 - logcount_predictions_loss: 33.4430 13/2540 [..............................] - ETA: 5:54 - loss: 1304.1735 - logits_profile_predictions_loss: 710.1050 - logcount_predictions_loss: 32.1118 14/2540 [..............................] - ETA: 5:54 - loss: 1284.1346 - logits_profile_predictions_loss: 712.3558 - logcount_predictions_loss: 30.9070 15/2540 [..............................] - ETA: 5:54 - loss: 1265.9613 - logits_profile_predictions_loss: 714.5182 - logcount_predictions_loss: 29.8077 16/2540 [..............................] - ETA: 5:54 - loss: 1248.9319 - logits_profile_predictions_loss: 716.1622 - logcount_predictions_loss: 28.7984 17/2540 [..............................] - ETA: 5:54 - loss: 1232.5831 - logits_profile_predictions_loss: 717.0516 - logcount_predictions_loss: 27.8666 18/2540 [..............................] - ETA: 5:53 - loss: 1216.8810 - logits_profile_predictions_loss: 717.3166 - logcount_predictions_loss: 27.0035 19/2540 [..............................] - ETA: 5:53 - loss: 1202.3076 - logits_profile_predictions_loss: 717.5291 - logcount_predictions_loss: 26.2042 20/2540 [..............................] - ETA: 5:53 - loss: 1188.6252 - logits_profile_predictions_loss: 717.5947 - logcount_predictions_loss: 25.4611 21/2540 [..............................] - ETA: 5:53 - loss: 1175.8124 - logits_profile_predictions_loss: 717.5902 - logcount_predictions_loss: 24.7688 22/2540 [..............................] - ETA: 5:53 - loss: 1163.8757 - logits_profile_predictions_loss: 717.6171 - logcount_predictions_loss: 24.1221 23/2540 [..............................] - ETA: 5:53 - loss: 1153.3372 - logits_profile_predictions_loss: 718.2324 - logcount_predictions_loss: 23.5192 24/2540 [..............................] - ETA: 5:53 - loss: 1143.3664 - logits_profile_predictions_loss: 718.7364 - logcount_predictions_loss: 22.9530 25/2540 [..............................] - ETA: 5:54 - loss: 1133.9064 - logits_profile_predictions_loss: 719.1305 - logcount_predictions_loss: 22.4203 26/2540 [..............................] - ETA: 5:57 - loss: 1124.9473 - logits_profile_predictions_loss: 719.4690 - logcount_predictions_loss: 21.9177 27/2540 [..............................] - ETA: 5:57 - loss: 1116.4192 - logits_profile_predictions_loss: 719.7294 - logcount_predictions_loss: 21.4427 28/2540 [..............................] - ETA: 5:57 - loss: 1108.3819 - logits_profile_predictions_loss: 720.0025 - logcount_predictions_loss: 20.9935 29/2540 [..............................] - ETA: 5:56 - loss: 1100.8977 - logits_profile_predictions_loss: 720.3822 - logcount_predictions_loss: 20.5684 30/2540 [..............................] - ETA: 5:56 - loss: 1093.8545 - logits_profile_predictions_loss: 720.7992 - logcount_predictions_loss: 20.1652 31/2540 [..............................] - ETA: 5:56 - loss: 1087.1571 - logits_profile_predictions_loss: 721.1919 - logcount_predictions_loss: 19.7819 32/2540 [..............................] - ETA: 5:56 - loss: 1080.9818 - logits_profile_predictions_loss: 721.7524 - logcount_predictions_loss: 19.4178 33/2540 [..............................] - ETA: 5:55 - loss: 1074.9947 - logits_profile_predictions_loss: 722.1972 - logcount_predictions_loss: 19.0701 34/2540 [..............................] - ETA: 5:55 - loss: 1069.2917 - logits_profile_predictions_loss: 722.6303 - logcount_predictions_loss: 18.7385 35/2540 [..............................] - ETA: 5:55 - loss: 1063.8493 - logits_profile_predictions_loss: 723.0508 - logcount_predictions_loss: 18.4215 36/2540 [..............................] - ETA: 5:55 - loss: 1058.6206 - logits_profile_predictions_loss: 723.4335 - logcount_predictions_loss: 18.1182 37/2540 [..............................] - ETA: 5:54 - loss: 1053.5890 - logits_profile_predictions_loss: 723.7813 - logcount_predictions_loss: 17.8274 38/2540 [..............................] - ETA: 5:54 - loss: 1048.7921 - logits_profile_predictions_loss: 724.1396 - logcount_predictions_loss: 17.5488 39/2540 [..............................] - ETA: 5:54 - loss: 1044.1370 - logits_profile_predictions_loss: 724.4366 - logcount_predictions_loss: 17.2811 40/2540 [..............................] - ETA: 5:54 - loss: 1039.6194 - logits_profile_predictions_loss: 724.6787 - logcount_predictions_loss: 17.0238 41/2540 [..............................] - ETA: 5:53 - loss: 1035.3482 - logits_profile_predictions_loss: 724.9784 - logcount_predictions_loss: 16.7768 42/2540 [..............................] - ETA: 5:53 - loss: 1031.2131 - logits_profile_predictions_loss: 725.2458 - logcount_predictions_loss: 16.5388 43/2540 [..............................] - ETA: 5:53 - loss: 1027.1950 - logits_profile_predictions_loss: 725.4714 - logcount_predictions_loss: 16.3094 44/2540 [..............................] - ETA: 5:53 - loss: 1023.2141 - logits_profile_predictions_loss: 725.5896 - logcount_predictions_loss: 16.0878 45/2540 [..............................] - ETA: 5:52 - loss: 1019.3939 - logits_profile_predictions_loss: 725.7205 - logcount_predictions_loss: 15.8742 46/2540 [..............................] - ETA: 5:52 - loss: 1015.6149 - logits_profile_predictions_loss: 725.7643 - logcount_predictions_loss: 15.6676 47/2540 [..............................] - ETA: 5:52 - loss: 1012.0326 - logits_profile_predictions_loss: 725.8666 - logcount_predictions_loss: 15.4684 48/2540 [..............................] - ETA: 5:52 - loss: 1008.5677 - logits_profile_predictions_loss: 725.9639 - logcount_predictions_loss: 15.2759 49/2540 [..............................] - ETA: 5:52 - loss: 1005.2468 - logits_profile_predictions_loss: 726.0860 - logcount_predictions_loss: 15.0898 50/2540 [..............................] - ETA: 5:51 - loss: 1002.0408 - logits_profile_predictions_loss: 726.2106 - logcount_predictions_loss: 14.9097 51/2540 [..............................] - ETA: 5:51 - loss: 998.9037 - logits_profile_predictions_loss: 726.3014 - logcount_predictions_loss: 14.7353  52/2540 [..............................] - ETA: 5:51 - loss: 995.8070 - logits_profile_predictions_loss: 726.3371 - logcount_predictions_loss: 14.5659 53/2540 [..............................] - ETA: 5:51 - loss: 992.8075 - logits_profile_predictions_loss: 726.3748 - logcount_predictions_loss: 14.4018 54/2540 [..............................] - ETA: 5:51 - loss: 989.8296 - logits_profile_predictions_loss: 726.3496 - logcount_predictions_loss: 14.2422 55/2540 [..............................] - ETA: 5:50 - loss: 986.8913 - logits_profile_predictions_loss: 726.2820 - logcount_predictions_loss: 14.0870 56/2540 [..............................] - ETA: 5:50 - loss: 984.0038 - logits_profile_predictions_loss: 726.1841 - logcount_predictions_loss: 13.9362 57/2540 [..............................] - ETA: 5:50 - loss: 981.1834 - logits_profile_predictions_loss: 726.0754 - logcount_predictions_loss: 13.7896 58/2540 [..............................] - ETA: 5:50 - loss: 978.4568 - logits_profile_predictions_loss: 725.9816 - logcount_predictions_loss: 13.6473 59/2540 [..............................] - ETA: 5:50 - loss: 975.7701 - logits_profile_predictions_loss: 725.8580 - logcount_predictions_loss: 13.5088 60/2540 [..............................] - ETA: 5:49 - loss: 973.2105 - logits_profile_predictions_loss: 725.7869 - logcount_predictions_loss: 13.3742 61/2540 [..............................] - ETA: 5:49 - loss: 970.7467 - logits_profile_predictions_loss: 725.7436 - logcount_predictions_loss: 13.2434 62/2540 [..............................] - ETA: 5:49 - loss: 968.3190 - logits_profile_predictions_loss: 725.6735 - logcount_predictions_loss: 13.1160 63/2540 [..............................] - ETA: 5:49 - loss: 966.0015 - logits_profile_predictions_loss: 725.6488 - logcount_predictions_loss: 12.9920 64/2540 [..............................] - ETA: 5:49 - loss: 963.7451 - logits_profile_predictions_loss: 725.6265 - logcount_predictions_loss: 12.8713 65/2540 [..............................] - ETA: 5:49 - loss: 961.5175 - logits_profile_predictions_loss: 725.5790 - logcount_predictions_loss: 12.7534 66/2540 [..............................] - ETA: 5:48 - loss: 959.3192 - logits_profile_predictions_loss: 725.5079 - logcount_predictions_loss: 12.6385 67/2540 [..............................] - ETA: 5:48 - loss: 957.1554 - logits_profile_predictions_loss: 725.4201 - logcount_predictions_loss: 12.5262 68/2540 [..............................] - ETA: 5:48 - loss: 955.0477 - logits_profile_predictions_loss: 725.3377 - logcount_predictions_loss: 12.4168 69/2540 [..............................] - ETA: 5:48 - loss: 953.0126 - logits_profile_predictions_loss: 725.2764 - logcount_predictions_loss: 12.3101 70/2540 [..............................] - ETA: 5:48 - loss: 950.9919 - logits_profile_predictions_loss: 725.1852 - logcount_predictions_loss: 12.2058 71/2540 [..............................] - ETA: 5:48 - loss: 949.0134 - logits_profile_predictions_loss: 725.0917 - logcount_predictions_loss: 12.1039 72/2540 [..............................] - ETA: 5:47 - loss: 947.0978 - logits_profile_predictions_loss: 725.0160 - logcount_predictions_loss: 12.0044 73/2540 [..............................] - ETA: 5:47 - loss: 945.2466 - logits_profile_predictions_loss: 724.9609 - logcount_predictions_loss: 11.9073 74/2540 [..............................] - ETA: 5:47 - loss: 943.4186 - logits_profile_predictions_loss: 724.8900 - logcount_predictions_loss: 11.8124 75/2540 [..............................] - ETA: 5:47 - loss: 941.6641 - logits_profile_predictions_loss: 724.8502 - logcount_predictions_loss: 11.7197 76/2540 [..............................] - ETA: 5:47 - loss: 939.9351 - logits_profile_predictions_loss: 724.7993 - logcount_predictions_loss: 11.6290 77/2540 [..............................] - ETA: 5:47 - loss: 938.2483 - logits_profile_predictions_loss: 724.7542 - logcount_predictions_loss: 11.5402 78/2540 [..............................] - ETA: 5:46 - loss: 936.5767 - logits_profile_predictions_loss: 724.6906 - logcount_predictions_loss: 11.4533 79/2540 [..............................] - ETA: 5:46 - loss: 934.9340 - logits_profile_predictions_loss: 724.6222 - logcount_predictions_loss: 11.3682 80/2540 [..............................] - ETA: 5:46 - loss: 933.3252 - logits_profile_predictions_loss: 724.5540 - logcount_predictions_loss: 11.2849 81/2540 [..............................] - ETA: 5:46 - loss: 931.7272 - logits_profile_predictions_loss: 724.4668 - logcount_predictions_loss: 11.2033 82/2540 [..............................] - ETA: 5:46 - loss: 930.1520 - logits_profile_predictions_loss: 724.3734 - logcount_predictions_loss: 11.1232 83/2540 [..............................] - ETA: 5:46 - loss: 928.6062 - logits_profile_predictions_loss: 724.2796 - logcount_predictions_loss: 11.0447 84/2540 [..............................] - ETA: 5:45 - loss: 927.0903 - logits_profile_predictions_loss: 724.1872 - logcount_predictions_loss: 10.9677 85/2540 [>.............................] - ETA: 5:45 - loss: 925.6086 - logits_profile_predictions_loss: 724.1002 - logcount_predictions_loss: 10.8923 86/2540 [>.............................] - ETA: 5:45 - loss: 924.1605 - logits_profile_predictions_loss: 724.0186 - logcount_predictions_loss: 10.8185 87/2540 [>.............................] - ETA: 5:45 - loss: 922.7293 - logits_profile_predictions_loss: 723.9282 - logcount_predictions_loss: 10.7460 88/2540 [>.............................] - ETA: 5:45 - loss: 921.3189 - logits_profile_predictions_loss: 723.8338 - logcount_predictions_loss: 10.6749 89/2540 [>.............................] - ETA: 5:45 - loss: 919.9417 - logits_profile_predictions_loss: 723.7468 - logcount_predictions_loss: 10.6051 90/2540 [>.............................] - ETA: 5:45 - loss: 918.6014 - logits_profile_predictions_loss: 723.6719 - logcount_predictions_loss: 10.5367 91/2540 [>.............................] - ETA: 5:44 - loss: 917.2810 - logits_profile_predictions_loss: 723.5940 - logcount_predictions_loss: 10.4696 92/2540 [>.............................] - ETA: 5:44 - loss: 915.9770 - logits_profile_predictions_loss: 723.5105 - logcount_predictions_loss: 10.4036 93/2540 [>.............................] - ETA: 5:44 - loss: 914.7003 - logits_profile_predictions_loss: 723.4315 - logcount_predictions_loss: 10.3389 94/2540 [>.............................] - ETA: 5:44 - loss: 913.4496 - logits_profile_predictions_loss: 723.3566 - logcount_predictions_loss: 10.2753 95/2540 [>.............................] - ETA: 5:44 - loss: 912.2337 - logits_profile_predictions_loss: 723.2944 - logcount_predictions_loss: 10.2129 96/2540 [>.............................] - ETA: 5:44 - loss: 911.0472 - logits_profile_predictions_loss: 723.2408 - logcount_predictions_loss: 10.1517 97/2540 [>.............................] - ETA: 5:43 - loss: 909.8832 - logits_profile_predictions_loss: 723.1897 - logcount_predictions_loss: 10.0915 98/2540 [>.............................] - ETA: 5:43 - loss: 908.7426 - logits_profile_predictions_loss: 723.1425 - logcount_predictions_loss: 10.0324 99/2540 [>.............................] - ETA: 5:43 - loss: 907.6184 - logits_profile_predictions_loss: 723.0933 - logcount_predictions_loss: 9.9743  100/2540 [>.............................] - ETA: 5:43 - loss: 906.5215 - logits_profile_predictions_loss: 723.0524 - logcount_predictions_loss: 9.9172 101/2540 [>.............................] - ETA: 5:43 - loss: 905.4491 - logits_profile_predictions_loss: 723.0175 - logcount_predictions_loss: 9.8612 102/2540 [>.............................] - ETA: 5:43 - loss: 904.4058 - logits_profile_predictions_loss: 722.9935 - logcount_predictions_loss: 9.8061 103/2540 [>.............................] - ETA: 5:43 - loss: 903.3769 - logits_profile_predictions_loss: 722.9672 - logcount_predictions_loss: 9.7519 104/2540 [>.............................] - ETA: 5:42 - loss: 902.3634 - logits_profile_predictions_loss: 722.9401 - logcount_predictions_loss: 9.6986 105/2540 [>.............................] - ETA: 5:42 - loss: 901.3605 - logits_profile_predictions_loss: 722.9081 - logcount_predictions_loss: 9.6461 106/2540 [>.............................] - ETA: 5:42 - loss: 900.3737 - logits_profile_predictions_loss: 722.8766 - logcount_predictions_loss: 9.5944 107/2540 [>.............................] - ETA: 5:42 - loss: 899.4173 - logits_profile_predictions_loss: 722.8588 - logcount_predictions_loss: 9.5437 108/2540 [>.............................] - ETA: 5:42 - loss: 898.4684 - logits_profile_predictions_loss: 722.8345 - logcount_predictions_loss: 9.4937 109/2540 [>.............................] - ETA: 5:42 - loss: 897.5324 - logits_profile_predictions_loss: 722.8085 - logcount_predictions_loss: 9.4445 110/2540 [>.............................] - ETA: 5:41 - loss: 896.6145 - logits_profile_predictions_loss: 722.7863 - logcount_predictions_loss: 9.3961 111/2540 [>.............................] - ETA: 5:41 - loss: 895.6996 - logits_profile_predictions_loss: 722.7542 - logcount_predictions_loss: 9.3484 112/2540 [>.............................] - ETA: 5:41 - loss: 894.7939 - logits_profile_predictions_loss: 722.7182 - logcount_predictions_loss: 9.3014 113/2540 [>.............................] - ETA: 5:41 - loss: 893.9013 - logits_profile_predictions_loss: 722.6819 - logcount_predictions_loss: 9.2551 114/2540 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logits_profile_predictions_loss: 711.8551 - logcount_predictions_loss: 4.8717 420/2540 [===>..........................] - ETA: 4:57 - loss: 801.8779 - logits_profile_predictions_loss: 711.8369 - logcount_predictions_loss: 4.8671 421/2540 [===>..........................] - ETA: 4:57 - loss: 801.7739 - logits_profile_predictions_loss: 711.8179 - logcount_predictions_loss: 4.8625 422/2540 [===>..........................] - ETA: 4:57 - loss: 801.6695 - logits_profile_predictions_loss: 711.7983 - logcount_predictions_loss: 4.8579 423/2540 [===>..........................] - ETA: 4:57 - loss: 801.5652 - logits_profile_predictions_loss: 711.7785 - logcount_predictions_loss: 4.8533 424/2540 [====>.........................] - ETA: 4:57 - loss: 801.4607 - logits_profile_predictions_loss: 711.7582 - logcount_predictions_loss: 4.8488 425/2540 [====>.........................] - ETA: 4:57 - loss: 801.3569 - logits_profile_predictions_loss: 711.7382 - logcount_predictions_loss: 4.8443 426/2540 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[====>.........................] - ETA: 4:55 - loss: 799.9273 - logits_profile_predictions_loss: 711.4471 - logcount_predictions_loss: 4.7827 440/2540 [====>.........................] - ETA: 4:54 - loss: 799.8278 - logits_profile_predictions_loss: 711.4265 - logcount_predictions_loss: 4.7784 441/2540 [====>.........................] - ETA: 4:54 - loss: 799.7290 - logits_profile_predictions_loss: 711.4062 - logcount_predictions_loss: 4.7742 442/2540 [====>.........................] - ETA: 4:54 - loss: 799.6308 - logits_profile_predictions_loss: 711.3862 - logcount_predictions_loss: 4.7700 443/2540 [====>.........................] - ETA: 4:54 - loss: 799.5329 - logits_profile_predictions_loss: 711.3661 - logcount_predictions_loss: 4.7658 444/2540 [====>.........................] - ETA: 4:54 - loss: 799.4350 - logits_profile_predictions_loss: 711.3458 - logcount_predictions_loss: 4.7616 445/2540 [====>.........................] - ETA: 4:54 - loss: 799.3372 - 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[====>.........................] - ETA: 4:49 - loss: 796.2389 - logits_profile_predictions_loss: 710.6180 - logcount_predictions_loss: 4.6282 479/2540 [====>.........................] - ETA: 4:49 - loss: 796.1491 - logits_profile_predictions_loss: 710.5960 - logcount_predictions_loss: 4.6245 480/2540 [====>.........................] - ETA: 4:49 - loss: 796.0603 - logits_profile_predictions_loss: 710.5747 - logcount_predictions_loss: 4.6208 481/2540 [====>.........................] - ETA: 4:49 - loss: 795.9711 - logits_profile_predictions_loss: 710.5529 - logcount_predictions_loss: 4.6172 482/2540 [====>.........................] - ETA: 4:49 - loss: 795.8822 - logits_profile_predictions_loss: 710.5311 - logcount_predictions_loss: 4.6136 483/2540 [====>.........................] - ETA: 4:49 - loss: 795.7931 - logits_profile_predictions_loss: 710.5089 - logcount_predictions_loss: 4.6100 484/2540 [====>.........................] - ETA: 4:49 - loss: 795.7040 - 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[====>.........................] - ETA: 4:48 - loss: 795.0835 - logits_profile_predictions_loss: 710.3262 - logcount_predictions_loss: 4.5815 492/2540 [====>.........................] - ETA: 4:47 - loss: 794.9965 - logits_profile_predictions_loss: 710.3038 - logcount_predictions_loss: 4.5780 493/2540 [====>.........................] - ETA: 4:47 - loss: 794.9095 - logits_profile_predictions_loss: 710.2813 - logcount_predictions_loss: 4.5745 494/2540 [====>.........................] - ETA: 4:47 - loss: 794.8229 - logits_profile_predictions_loss: 710.2590 - logcount_predictions_loss: 4.5710 495/2540 [====>.........................] - ETA: 4:47 - loss: 794.7367 - logits_profile_predictions_loss: 710.2367 - logcount_predictions_loss: 4.5676 496/2540 [====>.........................] - ETA: 4:47 - loss: 794.6506 - logits_profile_predictions_loss: 710.2144 - logcount_predictions_loss: 4.5641 497/2540 [====>.........................] - ETA: 4:47 - loss: 794.5647 - 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[============================>.] - ETA: 0s - loss: 721.7741 - logits_profile_predictions_loss: 677.1243 - logcount_predictions_loss: 2.4135 2534/2540 [============================>.] - ETA: 0s - loss: 721.7555 - logits_profile_predictions_loss: 677.1144 - logcount_predictions_loss: 2.4130 2535/2540 [============================>.] - ETA: 0s - loss: 721.7369 - logits_profile_predictions_loss: 677.1046 - logcount_predictions_loss: 2.4126 2536/2540 [============================>.] - ETA: 0s - loss: 721.7183 - logits_profile_predictions_loss: 677.0947 - logcount_predictions_loss: 2.4121 2537/2540 [============================>.] - ETA: 0s - loss: 721.6997 - logits_profile_predictions_loss: 677.0848 - logcount_predictions_loss: 2.4116 2538/2540 [============================>.] - ETA: 0s - loss: 721.6811 - logits_profile_predictions_loss: 677.0750 - logcount_predictions_loss: 2.4111 2539/2540 [============================>.] - ETA: 0s - loss: 721.6625 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:04 - loss: 640.3239 - logits_profile_predictions_loss: 632.0354 - logcount_predictions_loss: 0.4480 4/2540 [..............................] - ETA: 6:01 - loss: 635.6534 - logits_profile_predictions_loss: 627.5734 - logcount_predictions_loss: 0.4368 5/2540 [..............................] - ETA: 5:59 - loss: 636.5875 - logits_profile_predictions_loss: 628.6273 - logcount_predictions_loss: 0.4303 6/2540 [..............................] - ETA: 5:58 - loss: 638.3769 - logits_profile_predictions_loss: 630.4922 - logcount_predictions_loss: 0.4262 7/2540 [..............................] - ETA: 5:58 - loss: 638.9593 - logits_profile_predictions_loss: 631.1463 - logcount_predictions_loss: 0.4223 8/2540 [..............................] - ETA: 5:57 - loss: 638.5673 - logits_profile_predictions_loss: 630.8145 - logcount_predictions_loss: 0.4191 9/2540 [..............................] - ETA: 5:56 - loss: 637.9393 - logits_profile_predictions_loss: 630.2426 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[..............................] - ETA: 5:53 - loss: 634.6741 - logits_profile_predictions_loss: 627.1087 - logcount_predictions_loss: 0.4089 24/2540 [..............................] - ETA: 5:53 - loss: 634.5244 - logits_profile_predictions_loss: 626.9611 - logcount_predictions_loss: 0.4088 25/2540 [..............................] - ETA: 5:53 - loss: 634.5281 - logits_profile_predictions_loss: 626.9655 - logcount_predictions_loss: 0.4088 26/2540 [..............................] - ETA: 5:52 - loss: 634.5948 - logits_profile_predictions_loss: 627.0251 - logcount_predictions_loss: 0.4092 27/2540 [..............................] - ETA: 5:52 - loss: 634.6822 - logits_profile_predictions_loss: 627.1048 - logcount_predictions_loss: 0.4096 28/2540 [..............................] - ETA: 5:52 - loss: 634.7825 - logits_profile_predictions_loss: 627.1957 - logcount_predictions_loss: 0.4101 29/2540 [..............................] - ETA: 5:52 - loss: 634.8629 - logits_profile_predictions_loss: 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loss: 636.7329 - logits_profile_predictions_loss: 629.0865 - logcount_predictions_loss: 0.4133 37/2540 [..............................] - ETA: 5:51 - loss: 636.9953 - logits_profile_predictions_loss: 629.3418 - logcount_predictions_loss: 0.4137 38/2540 [..............................] - ETA: 5:50 - loss: 637.2586 - logits_profile_predictions_loss: 629.5985 - logcount_predictions_loss: 0.4141 39/2540 [..............................] - ETA: 5:50 - loss: 637.4578 - logits_profile_predictions_loss: 629.7923 - logcount_predictions_loss: 0.4144 40/2540 [..............................] - ETA: 5:50 - loss: 637.6451 - logits_profile_predictions_loss: 629.9752 - logcount_predictions_loss: 0.4146 41/2540 [..............................] - ETA: 5:50 - loss: 637.8132 - logits_profile_predictions_loss: 630.1409 - logcount_predictions_loss: 0.4147 42/2540 [..............................] - ETA: 5:50 - loss: 637.9143 - logits_profile_predictions_loss: 630.2405 - logcount_predictions_loss: 0.4148 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[..............................] - ETA: 5:49 - loss: 637.5040 - logits_profile_predictions_loss: 629.8198 - logcount_predictions_loss: 0.4154 57/2540 [..............................] - ETA: 5:49 - loss: 637.4027 - logits_profile_predictions_loss: 629.7188 - logcount_predictions_loss: 0.4153 58/2540 [..............................] - ETA: 5:49 - loss: 637.2764 - logits_profile_predictions_loss: 629.5932 - logcount_predictions_loss: 0.4153 59/2540 [..............................] - ETA: 5:49 - loss: 637.1235 - logits_profile_predictions_loss: 629.4413 - logcount_predictions_loss: 0.4153 60/2540 [..............................] - ETA: 5:48 - loss: 636.9722 - logits_profile_predictions_loss: 629.2916 - logcount_predictions_loss: 0.4152 61/2540 [..............................] - ETA: 5:48 - loss: 636.8131 - logits_profile_predictions_loss: 629.1341 - logcount_predictions_loss: 0.4151 62/2540 [..............................] - ETA: 5:48 - loss: 636.6750 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 626.2499 - logcount_predictions_loss: 0.4123 83/2540 [..............................] - ETA: 5:45 - loss: 633.7643 - logits_profile_predictions_loss: 626.1400 - logcount_predictions_loss: 0.4121 84/2540 [..............................] - ETA: 5:45 - loss: 633.6514 - logits_profile_predictions_loss: 626.0304 - logcount_predictions_loss: 0.4120 85/2540 [>.............................] - ETA: 5:44 - loss: 633.5528 - logits_profile_predictions_loss: 625.9351 - logcount_predictions_loss: 0.4118 86/2540 [>.............................] - ETA: 5:44 - loss: 633.4528 - logits_profile_predictions_loss: 625.8386 - logcount_predictions_loss: 0.4116 87/2540 [>.............................] - ETA: 5:44 - loss: 633.3553 - logits_profile_predictions_loss: 625.7446 - logcount_predictions_loss: 0.4114 88/2540 [>.............................] - ETA: 5:44 - loss: 633.2553 - logits_profile_predictions_loss: 625.6478 - logcount_predictions_loss: 0.4112 89/2540 [>.............................] - ETA: 5:44 - loss: 633.1610 - logits_profile_predictions_loss: 625.5565 - logcount_predictions_loss: 0.4111 90/2540 [>.............................] - ETA: 5:44 - loss: 633.0654 - logits_profile_predictions_loss: 625.4639 - logcount_predictions_loss: 0.4109 91/2540 [>.............................] - ETA: 5:43 - loss: 632.9606 - logits_profile_predictions_loss: 625.3623 - logcount_predictions_loss: 0.4107 92/2540 [>.............................] - ETA: 5:43 - loss: 632.8540 - logits_profile_predictions_loss: 625.2589 - logcount_predictions_loss: 0.4106 93/2540 [>.............................] - ETA: 5:43 - loss: 632.7477 - logits_profile_predictions_loss: 625.1555 - logcount_predictions_loss: 0.4104 94/2540 [>.............................] - ETA: 5:43 - loss: 632.6389 - logits_profile_predictions_loss: 625.0494 - logcount_predictions_loss: 0.4103 95/2540 [>.............................] - ETA: 5:43 - loss: 632.5212 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:39 - loss: 630.5825 - logits_profile_predictions_loss: 623.0570 - logcount_predictions_loss: 0.4068 123/2540 [>.............................] - ETA: 5:39 - loss: 630.5444 - logits_profile_predictions_loss: 623.0205 - logcount_predictions_loss: 0.4067 124/2540 [>.............................] - ETA: 5:39 - loss: 630.5092 - logits_profile_predictions_loss: 622.9869 - logcount_predictions_loss: 0.4066 125/2540 [>.............................] - ETA: 5:38 - loss: 630.4723 - logits_profile_predictions_loss: 622.9518 - logcount_predictions_loss: 0.4065 126/2540 [>.............................] - ETA: 5:38 - loss: 630.4328 - logits_profile_predictions_loss: 622.9139 - logcount_predictions_loss: 0.4064 127/2540 [>.............................] - ETA: 5:38 - loss: 630.3917 - logits_profile_predictions_loss: 622.8746 - logcount_predictions_loss: 0.4063 128/2540 [>.............................] - ETA: 5:38 - loss: 630.3520 - 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logits_profile_predictions_loss: 621.7561 - logcount_predictions_loss: 0.4030 168/2540 [>.............................] - ETA: 5:32 - loss: 629.1937 - logits_profile_predictions_loss: 621.7402 - logcount_predictions_loss: 0.4029 169/2540 [>.............................] - ETA: 5:32 - loss: 629.1753 - logits_profile_predictions_loss: 621.7234 - logcount_predictions_loss: 0.4028 170/2540 [=>............................] - ETA: 5:32 - loss: 629.1599 - logits_profile_predictions_loss: 621.7094 - logcount_predictions_loss: 0.4027 171/2540 [=>............................] - ETA: 5:32 - loss: 629.1427 - logits_profile_predictions_loss: 621.6937 - logcount_predictions_loss: 0.4027 172/2540 [=>............................] - ETA: 5:32 - loss: 629.1283 - logits_profile_predictions_loss: 621.6809 - logcount_predictions_loss: 0.4026 173/2540 [=>............................] - ETA: 5:31 - loss: 629.1134 - logits_profile_predictions_loss: 621.6676 - logcount_predictions_loss: 0.4025 174/2540 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logits_profile_predictions_loss: 621.5941 - logcount_predictions_loss: 0.4019 181/2540 [=>............................] - ETA: 5:30 - loss: 629.0206 - logits_profile_predictions_loss: 621.5863 - logcount_predictions_loss: 0.4019 182/2540 [=>............................] - ETA: 5:30 - loss: 629.0109 - logits_profile_predictions_loss: 621.5779 - logcount_predictions_loss: 0.4018 183/2540 [=>............................] - ETA: 5:30 - loss: 629.0050 - logits_profile_predictions_loss: 621.5731 - logcount_predictions_loss: 0.4017 184/2540 [=>............................] - ETA: 5:30 - loss: 628.9974 - logits_profile_predictions_loss: 621.5665 - logcount_predictions_loss: 0.4017 185/2540 [=>............................] - ETA: 5:30 - loss: 628.9879 - logits_profile_predictions_loss: 621.5581 - logcount_predictions_loss: 0.4016 186/2540 [=>............................] - ETA: 5:30 - loss: 628.9779 - logits_profile_predictions_loss: 621.5492 - logcount_predictions_loss: 0.4016 187/2540 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[============================>.] - ETA: 1s - loss: 629.2719 - logits_profile_predictions_loss: 621.9983 - logcount_predictions_loss: 0.3932 2530/2540 [============================>.] - ETA: 1s - loss: 629.2713 - logits_profile_predictions_loss: 621.9978 - logcount_predictions_loss: 0.3932 2531/2540 [============================>.] - ETA: 1s - loss: 629.2707 - logits_profile_predictions_loss: 621.9974 - logcount_predictions_loss: 0.3932 2532/2540 [============================>.] - ETA: 1s - loss: 629.2702 - logits_profile_predictions_loss: 621.9968 - logcount_predictions_loss: 0.3932 2533/2540 [============================>.] - ETA: 0s - loss: 629.2695 - logits_profile_predictions_loss: 621.9963 - logcount_predictions_loss: 0.3932 2534/2540 [============================>.] - ETA: 0s - loss: 629.2689 - logits_profile_predictions_loss: 621.9958 - logcount_predictions_loss: 0.3932 2535/2540 [============================>.] - ETA: 0s - loss: 629.2683 - logits_profile_predictions_loss: 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val_logits_profile_predictions_loss: 656.8442 - val_logcount_predictions_loss: 0.3303 Epoch 00002: val_loss improved from 666.10718 to 662.95380, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 3/50 1/2540 [..............................] - ETA: 6:38 - loss: 622.5137 - logits_profile_predictions_loss: 617.9129 - logcount_predictions_loss: 0.2487 2/2540 [..............................] - ETA: 5:59 - loss: 631.7213 - logits_profile_predictions_loss: 626.7558 - logcount_predictions_loss: 0.2684 3/2540 [..............................] - ETA: 5:56 - loss: 637.3129 - logits_profile_predictions_loss: 631.9197 - logcount_predictions_loss: 0.2915 4/2540 [..............................] - ETA: 5:55 - loss: 638.5358 - logits_profile_predictions_loss: 632.9091 - logcount_predictions_loss: 0.3041 5/2540 [..............................] - ETA: 5:55 - loss: 640.9699 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 4:58 - loss: 624.7472 - logits_profile_predictions_loss: 618.0496 - logcount_predictions_loss: 0.3620 411/2540 [===>..........................] - ETA: 4:58 - loss: 624.7376 - logits_profile_predictions_loss: 618.0402 - logcount_predictions_loss: 0.3620 412/2540 [===>..........................] - ETA: 4:58 - loss: 624.7275 - logits_profile_predictions_loss: 618.0302 - logcount_predictions_loss: 0.3620 413/2540 [===>..........................] - ETA: 4:58 - loss: 624.7177 - logits_profile_predictions_loss: 618.0205 - logcount_predictions_loss: 0.3620 414/2540 [===>..........................] - ETA: 4:58 - loss: 624.7074 - logits_profile_predictions_loss: 618.0104 - logcount_predictions_loss: 0.3620 415/2540 [===>..........................] - ETA: 4:57 - loss: 624.6972 - logits_profile_predictions_loss: 618.0003 - logcount_predictions_loss: 0.3620 416/2540 [===>..........................] - ETA: 4:57 - loss: 624.6876 - 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[============================>.] - ETA: 1s - loss: 620.4422 - logits_profile_predictions_loss: 613.8517 - logcount_predictions_loss: 0.3562 2532/2540 [============================>.] - ETA: 1s - loss: 620.4414 - logits_profile_predictions_loss: 613.8509 - logcount_predictions_loss: 0.3562 2533/2540 [============================>.] - ETA: 0s - loss: 620.4406 - logits_profile_predictions_loss: 613.8502 - logcount_predictions_loss: 0.3562 2534/2540 [============================>.] - ETA: 0s - loss: 620.4398 - logits_profile_predictions_loss: 613.8495 - logcount_predictions_loss: 0.3562 2535/2540 [============================>.] - ETA: 0s - loss: 620.4390 - logits_profile_predictions_loss: 613.8487 - logcount_predictions_loss: 0.3562 2536/2540 [============================>.] - ETA: 0s - loss: 620.4382 - logits_profile_predictions_loss: 613.8480 - logcount_predictions_loss: 0.3562 2537/2540 [============================>.] - ETA: 0s - loss: 620.4374 - logits_profile_predictions_loss: 613.8473 - logcount_predictions_loss: 0.3562 2538/2540 [============================>.] - ETA: 0s - loss: 620.4367 - logits_profile_predictions_loss: 613.8466 - logcount_predictions_loss: 0.3562 2539/2540 [============================>.] - ETA: 0s - loss: 620.4359 - logits_profile_predictions_loss: 613.8459 - logcount_predictions_loss: 0.3562 2540/2540 [==============================] - ETA: 0s - loss: 620.4351 - logits_profile_predictions_loss: 613.8452 - logcount_predictions_loss: 0.3562 2540/2540 [==============================] - 372s 147ms/step - loss: 620.4343 - logits_profile_predictions_loss: 613.8444 - logcount_predictions_loss: 0.3562 - val_loss: 652.5557 - val_logits_profile_predictions_loss: 647.0608 - val_logcount_predictions_loss: 0.2970 Epoch 00003: val_loss improved from 662.95380 to 652.55573, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 4/50 1/2540 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- logcount_predictions_loss: 0.3369 8/2540 [..............................] - ETA: 5:55 - loss: 636.4447 - logits_profile_predictions_loss: 630.1638 - logcount_predictions_loss: 0.3395 9/2540 [..............................] - ETA: 5:55 - loss: 629.4559 - logits_profile_predictions_loss: 623.1330 - logcount_predictions_loss: 0.3418 10/2540 [..............................] - ETA: 5:55 - loss: 624.9149 - logits_profile_predictions_loss: 618.5464 - logcount_predictions_loss: 0.3442 11/2540 [..............................] - ETA: 5:54 - loss: 621.8246 - logits_profile_predictions_loss: 615.4066 - logcount_predictions_loss: 0.3469 12/2540 [..............................] - ETA: 5:54 - loss: 618.3136 - logits_profile_predictions_loss: 611.8735 - logcount_predictions_loss: 0.3481 13/2540 [..............................] - ETA: 5:54 - loss: 615.8419 - logits_profile_predictions_loss: 609.3902 - logcount_predictions_loss: 0.3487 14/2540 [..............................] - ETA: 5:54 - loss: 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[==============================] - ETA: 0s - loss: 611.5368 - logits_profile_predictions_loss: 605.5232 - logcount_predictions_loss: 0.3250 2540/2540 [==============================] - 372s 147ms/step - loss: 611.5372 - logits_profile_predictions_loss: 605.5236 - logcount_predictions_loss: 0.3250 - val_loss: 650.5096 - val_logits_profile_predictions_loss: 645.2231 - val_logcount_predictions_loss: 0.2858 Epoch 00004: val_loss improved from 652.55573 to 650.50964, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 5/50 1/2540 [..............................] - ETA: 6:37 - loss: 595.1073 - logits_profile_predictions_loss: 590.0339 - logcount_predictions_loss: 0.2742 2/2540 [..............................] - ETA: 6:09 - loss: 589.8486 - logits_profile_predictions_loss: 584.9175 - logcount_predictions_loss: 0.2665 3/2540 [..............................] - ETA: 6:01 - loss: 594.3825 - 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[..............................] - ETA: 5:55 - loss: 604.5884 - logits_profile_predictions_loss: 599.9010 - logcount_predictions_loss: 0.2534 11/2540 [..............................] - ETA: 5:54 - loss: 605.6660 - logits_profile_predictions_loss: 600.9571 - logcount_predictions_loss: 0.2545 12/2540 [..............................] - ETA: 5:54 - loss: 606.7661 - logits_profile_predictions_loss: 602.0121 - logcount_predictions_loss: 0.2570 13/2540 [..............................] - ETA: 5:54 - loss: 607.6750 - logits_profile_predictions_loss: 602.8782 - logcount_predictions_loss: 0.2593 14/2540 [..............................] - ETA: 5:54 - loss: 608.2340 - logits_profile_predictions_loss: 603.3949 - logcount_predictions_loss: 0.2616 15/2540 [..............................] - ETA: 5:53 - loss: 608.5318 - logits_profile_predictions_loss: 603.6640 - logcount_predictions_loss: 0.2631 16/2540 [..............................] - ETA: 5:53 - loss: 609.0809 - logits_profile_predictions_loss: 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[=====>........................] - ETA: 4:42 - loss: 609.2752 - logits_profile_predictions_loss: 603.5226 - logcount_predictions_loss: 0.3109 526/2540 [=====>........................] - ETA: 4:42 - loss: 609.2727 - logits_profile_predictions_loss: 603.5201 - logcount_predictions_loss: 0.3109 527/2540 [=====>........................] - ETA: 4:42 - loss: 609.2706 - logits_profile_predictions_loss: 603.5180 - logcount_predictions_loss: 0.3109 528/2540 [=====>........................] - ETA: 4:42 - loss: 609.2687 - logits_profile_predictions_loss: 603.5161 - logcount_predictions_loss: 0.3109 529/2540 [=====>........................] - ETA: 4:42 - loss: 609.2665 - logits_profile_predictions_loss: 603.5140 - logcount_predictions_loss: 0.3109 530/2540 [=====>........................] - ETA: 4:42 - loss: 609.2652 - logits_profile_predictions_loss: 603.5126 - logcount_predictions_loss: 0.3109 531/2540 [=====>........................] - ETA: 4:41 - loss: 609.2637 - 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[=====>........................] - ETA: 4:40 - loss: 609.2569 - logits_profile_predictions_loss: 603.5043 - logcount_predictions_loss: 0.3109 539/2540 [=====>........................] - ETA: 4:40 - loss: 609.2559 - logits_profile_predictions_loss: 603.5033 - logcount_predictions_loss: 0.3109 540/2540 [=====>........................] - ETA: 4:40 - loss: 609.2550 - logits_profile_predictions_loss: 603.5024 - logcount_predictions_loss: 0.3109 541/2540 [=====>........................] - ETA: 4:40 - loss: 609.2539 - logits_profile_predictions_loss: 603.5013 - logcount_predictions_loss: 0.3109 542/2540 [=====>........................] - ETA: 4:40 - loss: 609.2531 - logits_profile_predictions_loss: 603.5005 - logcount_predictions_loss: 0.3109 543/2540 [=====>........................] - ETA: 4:40 - loss: 609.2523 - logits_profile_predictions_loss: 603.4997 - logcount_predictions_loss: 0.3109 544/2540 [=====>........................] - ETA: 4:40 - loss: 609.2516 - 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val_logits_profile_predictions_loss: 643.4451 - val_logcount_predictions_loss: 0.2952 Epoch 00005: val_loss improved from 650.50964 to 648.90698, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 6/50 1/2540 [..............................] - ETA: 6:38 - loss: 612.7111 - logits_profile_predictions_loss: 607.8538 - logcount_predictions_loss: 0.2626 2/2540 [..............................] - ETA: 6:03 - loss: 606.1748 - logits_profile_predictions_loss: 601.4774 - logcount_predictions_loss: 0.2539 3/2540 [..............................] - ETA: 5:59 - loss: 605.5243 - logits_profile_predictions_loss: 600.8623 - logcount_predictions_loss: 0.2520 4/2540 [..............................] - ETA: 5:57 - loss: 604.6662 - logits_profile_predictions_loss: 600.0016 - logcount_predictions_loss: 0.2521 5/2540 [..............................] - ETA: 5:56 - loss: 600.5718 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 602.2179 - logits_profile_predictions_loss: 596.8168 - logcount_predictions_loss: 0.2920 2499/2540 [============================>.] - ETA: 5s - loss: 602.2193 - logits_profile_predictions_loss: 596.8181 - logcount_predictions_loss: 0.2920 2500/2540 [============================>.] - ETA: 5s - loss: 602.2206 - logits_profile_predictions_loss: 596.8195 - logcount_predictions_loss: 0.2920 2501/2540 [============================>.] - ETA: 5s - loss: 602.2219 - logits_profile_predictions_loss: 596.8208 - logcount_predictions_loss: 0.2920 2502/2540 [============================>.] - ETA: 5s - loss: 602.2232 - logits_profile_predictions_loss: 596.8221 - logcount_predictions_loss: 0.2920 2503/2540 [============================>.] - ETA: 5s - loss: 602.2245 - logits_profile_predictions_loss: 596.8234 - logcount_predictions_loss: 0.2920 2504/2540 [============================>.] - ETA: 5s - loss: 602.2258 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 602.2610 - logits_profile_predictions_loss: 596.8604 - logcount_predictions_loss: 0.2919 2532/2540 [============================>.] - ETA: 1s - loss: 602.2623 - logits_profile_predictions_loss: 596.8617 - logcount_predictions_loss: 0.2919 2533/2540 [============================>.] - ETA: 0s - loss: 602.2636 - logits_profile_predictions_loss: 596.8630 - logcount_predictions_loss: 0.2919 2534/2540 [============================>.] - ETA: 0s - loss: 602.2649 - logits_profile_predictions_loss: 596.8643 - logcount_predictions_loss: 0.2919 2535/2540 [============================>.] - ETA: 0s - loss: 602.2662 - logits_profile_predictions_loss: 596.8656 - logcount_predictions_loss: 0.2919 2536/2540 [============================>.] - ETA: 0s - loss: 602.2675 - logits_profile_predictions_loss: 596.8669 - logcount_predictions_loss: 0.2919 2537/2540 [============================>.] - ETA: 0s - loss: 602.2688 - logits_profile_predictions_loss: 596.8683 - logcount_predictions_loss: 0.2919 2538/2540 [============================>.] - ETA: 0s - loss: 602.2700 - logits_profile_predictions_loss: 596.8696 - logcount_predictions_loss: 0.2919 2539/2540 [============================>.] - ETA: 0s - loss: 602.2713 - logits_profile_predictions_loss: 596.8708 - logcount_predictions_loss: 0.2919 2540/2540 [==============================] - ETA: 0s - loss: 602.2726 - logits_profile_predictions_loss: 596.8721 - logcount_predictions_loss: 0.2919 2540/2540 [==============================] - 372s 147ms/step - loss: 602.2738 - logits_profile_predictions_loss: 596.8734 - logcount_predictions_loss: 0.2919 - val_loss: 645.2358 - val_logits_profile_predictions_loss: 640.0457 - val_logcount_predictions_loss: 0.2806 Epoch 00006: val_loss improved from 648.90698 to 645.23578, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 7/50 1/2540 [..............................] - ETA: 6:40 - loss: 596.6561 - logits_profile_predictions_loss: 591.4353 - logcount_predictions_loss: 0.2822 2/2540 [..............................] - ETA: 5:57 - loss: 606.4362 - logits_profile_predictions_loss: 601.0002 - logcount_predictions_loss: 0.2938 3/2540 [..............................] - ETA: 6:09 - loss: 609.1533 - logits_profile_predictions_loss: 603.5892 - logcount_predictions_loss: 0.3008 4/2540 [..............................] - ETA: 6:12 - loss: 605.2703 - logits_profile_predictions_loss: 599.6651 - logcount_predictions_loss: 0.3030 5/2540 [..............................] - ETA: 6:18 - loss: 602.8712 - logits_profile_predictions_loss: 597.2687 - logcount_predictions_loss: 0.3028 6/2540 [..............................] - ETA: 6:13 - loss: 599.1078 - logits_profile_predictions_loss: 593.5161 - logcount_predictions_loss: 0.3022 7/2540 [..............................] - ETA: 6:10 - loss: 598.5452 - logits_profile_predictions_loss: 592.9925 - logcount_predictions_loss: 0.3001 8/2540 [..............................] - ETA: 6:08 - loss: 599.9099 - logits_profile_predictions_loss: 594.3840 - logcount_predictions_loss: 0.2987 9/2540 [..............................] - ETA: 6:06 - loss: 600.8262 - logits_profile_predictions_loss: 595.3258 - logcount_predictions_loss: 0.2973 10/2540 [..............................] - ETA: 6:04 - loss: 600.9677 - logits_profile_predictions_loss: 595.5129 - logcount_predictions_loss: 0.2949 11/2540 [..............................] - ETA: 6:03 - loss: 601.3387 - logits_profile_predictions_loss: 595.9394 - logcount_predictions_loss: 0.2919 12/2540 [..............................] - ETA: 6:02 - loss: 601.1975 - logits_profile_predictions_loss: 595.8372 - logcount_predictions_loss: 0.2897 13/2540 [..............................] - ETA: 6:01 - loss: 600.7902 - logits_profile_predictions_loss: 595.4594 - logcount_predictions_loss: 0.2882 14/2540 [..............................] - ETA: 6:01 - loss: 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[..............................] - ETA: 5:57 - loss: 600.2164 - logits_profile_predictions_loss: 595.0319 - logcount_predictions_loss: 0.2802 22/2540 [..............................] - ETA: 5:57 - loss: 600.5330 - logits_profile_predictions_loss: 595.3564 - logcount_predictions_loss: 0.2798 23/2540 [..............................] - ETA: 5:56 - loss: 600.7744 - logits_profile_predictions_loss: 595.6023 - logcount_predictions_loss: 0.2796 24/2540 [..............................] - ETA: 5:56 - loss: 600.9702 - logits_profile_predictions_loss: 595.7999 - logcount_predictions_loss: 0.2795 25/2540 [..............................] - ETA: 5:56 - loss: 601.0912 - logits_profile_predictions_loss: 595.9229 - logcount_predictions_loss: 0.2794 26/2540 [..............................] - ETA: 5:56 - loss: 601.0990 - logits_profile_predictions_loss: 595.9320 - logcount_predictions_loss: 0.2793 27/2540 [..............................] - ETA: 5:55 - loss: 601.0630 - logits_profile_predictions_loss: 595.8964 - logcount_predictions_loss: 0.2793 28/2540 [..............................] - ETA: 5:55 - loss: 601.0941 - logits_profile_predictions_loss: 595.9281 - logcount_predictions_loss: 0.2792 29/2540 [..............................] - ETA: 5:55 - loss: 601.1065 - logits_profile_predictions_loss: 595.9418 - logcount_predictions_loss: 0.2792 30/2540 [..............................] - ETA: 5:54 - loss: 601.0972 - logits_profile_predictions_loss: 595.9315 - logcount_predictions_loss: 0.2792 31/2540 [..............................] - ETA: 5:54 - loss: 601.0611 - logits_profile_predictions_loss: 595.8949 - logcount_predictions_loss: 0.2793 32/2540 [..............................] - ETA: 5:54 - loss: 601.0960 - logits_profile_predictions_loss: 595.9290 - logcount_predictions_loss: 0.2793 33/2540 [..............................] - ETA: 5:54 - loss: 601.1342 - logits_profile_predictions_loss: 595.9652 - logcount_predictions_loss: 0.2794 34/2540 [..............................] - ETA: 5:53 - 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[..............................] - ETA: 5:50 - loss: 606.4478 - logits_profile_predictions_loss: 601.2534 - logcount_predictions_loss: 0.2808 55/2540 [..............................] - ETA: 5:49 - loss: 606.6775 - logits_profile_predictions_loss: 601.4818 - logcount_predictions_loss: 0.2808 56/2540 [..............................] - ETA: 5:49 - loss: 606.8904 - logits_profile_predictions_loss: 601.6933 - logcount_predictions_loss: 0.2809 57/2540 [..............................] - ETA: 5:49 - loss: 607.0931 - logits_profile_predictions_loss: 601.8943 - logcount_predictions_loss: 0.2810 58/2540 [..............................] - ETA: 5:49 - loss: 607.2919 - logits_profile_predictions_loss: 602.0911 - logcount_predictions_loss: 0.2811 59/2540 [..............................] - ETA: 5:49 - loss: 607.4901 - logits_profile_predictions_loss: 602.2871 - logcount_predictions_loss: 0.2812 60/2540 [..............................] - ETA: 5:49 - loss: 607.6907 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 603.3064 - logcount_predictions_loss: 0.2873 453/2540 [====>.........................] - ETA: 4:52 - loss: 608.6137 - logits_profile_predictions_loss: 603.2983 - logcount_predictions_loss: 0.2873 454/2540 [====>.........................] - ETA: 4:52 - loss: 608.6052 - logits_profile_predictions_loss: 603.2898 - logcount_predictions_loss: 0.2873 455/2540 [====>.........................] - ETA: 4:52 - loss: 608.5960 - logits_profile_predictions_loss: 603.2807 - logcount_predictions_loss: 0.2873 456/2540 [====>.........................] - ETA: 4:51 - loss: 608.5867 - logits_profile_predictions_loss: 603.2715 - logcount_predictions_loss: 0.2873 457/2540 [====>.........................] - ETA: 4:51 - loss: 608.5768 - logits_profile_predictions_loss: 603.2617 - logcount_predictions_loss: 0.2873 458/2540 [====>.........................] - ETA: 4:51 - loss: 608.5670 - logits_profile_predictions_loss: 603.2520 - logcount_predictions_loss: 0.2873 459/2540 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logits_profile_predictions_loss: 603.1822 - logcount_predictions_loss: 0.2873 466/2540 [====>.........................] - ETA: 4:50 - loss: 608.4871 - logits_profile_predictions_loss: 603.1727 - logcount_predictions_loss: 0.2873 467/2540 [====>.........................] - ETA: 4:50 - loss: 608.4778 - logits_profile_predictions_loss: 603.1635 - logcount_predictions_loss: 0.2873 468/2540 [====>.........................] - ETA: 4:50 - loss: 608.4681 - logits_profile_predictions_loss: 603.1538 - logcount_predictions_loss: 0.2873 469/2540 [====>.........................] - ETA: 4:50 - loss: 608.4584 - logits_profile_predictions_loss: 603.1442 - logcount_predictions_loss: 0.2872 470/2540 [====>.........................] - ETA: 4:50 - loss: 608.4485 - logits_profile_predictions_loss: 603.1345 - logcount_predictions_loss: 0.2872 471/2540 [====>.........................] - ETA: 4:49 - loss: 608.4389 - logits_profile_predictions_loss: 603.1249 - logcount_predictions_loss: 0.2872 472/2540 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[==============================] - ETA: 0s - loss: 604.7894 - logits_profile_predictions_loss: 599.5626 - logcount_predictions_loss: 0.2825 2540/2540 [==============================] - 372s 147ms/step - loss: 604.7890 - logits_profile_predictions_loss: 599.5622 - logcount_predictions_loss: 0.2825 - val_loss: 647.2346 - val_logits_profile_predictions_loss: 642.2408 - val_logcount_predictions_loss: 0.2699 Epoch 00007: val_loss did not improve from 645.23578 Epoch 8/50 1/2540 [..............................] - ETA: 6:32 - loss: 670.0667 - logits_profile_predictions_loss: 666.2204 - logcount_predictions_loss: 0.2079 2/2540 [..............................] - ETA: 5:57 - loss: 671.5316 - logits_profile_predictions_loss: 667.6074 - logcount_predictions_loss: 0.2121 3/2540 [..............................] - ETA: 5:56 - loss: 666.8522 - logits_profile_predictions_loss: 662.9640 - logcount_predictions_loss: 0.2102 4/2540 [..............................] - ETA: 5:56 - loss: 667.9649 - 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[..............................] - ETA: 5:55 - loss: 664.1898 - logits_profile_predictions_loss: 659.5181 - logcount_predictions_loss: 0.2525 12/2540 [..............................] - ETA: 5:55 - loss: 662.6285 - logits_profile_predictions_loss: 657.9128 - logcount_predictions_loss: 0.2549 13/2540 [..............................] - ETA: 5:54 - loss: 661.0419 - logits_profile_predictions_loss: 656.2915 - logcount_predictions_loss: 0.2568 14/2540 [..............................] - ETA: 5:54 - loss: 659.2584 - logits_profile_predictions_loss: 654.4797 - logcount_predictions_loss: 0.2583 15/2540 [..............................] - ETA: 5:54 - loss: 657.4533 - logits_profile_predictions_loss: 652.6497 - logcount_predictions_loss: 0.2597 16/2540 [..............................] - ETA: 5:54 - loss: 655.7639 - logits_profile_predictions_loss: 650.9367 - logcount_predictions_loss: 0.2609 17/2540 [..............................] - ETA: 5:54 - loss: 654.2040 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 597.3434 - logcount_predictions_loss: 0.2725 2491/2540 [============================>.] - ETA: 6s - loss: 602.3842 - logits_profile_predictions_loss: 597.3429 - logcount_predictions_loss: 0.2725 2492/2540 [============================>.] - ETA: 6s - loss: 602.3836 - logits_profile_predictions_loss: 597.3424 - logcount_predictions_loss: 0.2725 2493/2540 [============================>.] - ETA: 6s - loss: 602.3831 - logits_profile_predictions_loss: 597.3419 - logcount_predictions_loss: 0.2725 2494/2540 [============================>.] - ETA: 6s - loss: 602.3826 - logits_profile_predictions_loss: 597.3414 - logcount_predictions_loss: 0.2725 2495/2540 [============================>.] - ETA: 6s - loss: 602.3821 - logits_profile_predictions_loss: 597.3408 - logcount_predictions_loss: 0.2725 2496/2540 [============================>.] - ETA: 6s - loss: 602.3816 - logits_profile_predictions_loss: 597.3403 - logcount_predictions_loss: 0.2725 2497/2540 [============================>.] - ETA: 6s - loss: 602.3811 - logits_profile_predictions_loss: 597.3398 - logcount_predictions_loss: 0.2725 2498/2540 [============================>.] - ETA: 5s - loss: 602.3805 - logits_profile_predictions_loss: 597.3393 - logcount_predictions_loss: 0.2725 2499/2540 [============================>.] - ETA: 5s - loss: 602.3800 - logits_profile_predictions_loss: 597.3388 - logcount_predictions_loss: 0.2725 2500/2540 [============================>.] - ETA: 5s - loss: 602.3795 - logits_profile_predictions_loss: 597.3383 - logcount_predictions_loss: 0.2725 2501/2540 [============================>.] - ETA: 5s - loss: 602.3790 - logits_profile_predictions_loss: 597.3377 - logcount_predictions_loss: 0.2725 2502/2540 [============================>.] - ETA: 5s - loss: 602.3785 - logits_profile_predictions_loss: 597.3372 - logcount_predictions_loss: 0.2725 2503/2540 [============================>.] - ETA: 5s - loss: 602.3780 - logits_profile_predictions_loss: 597.3367 - logcount_predictions_loss: 0.2725 2504/2540 [============================>.] - ETA: 5s - loss: 602.3774 - logits_profile_predictions_loss: 597.3362 - logcount_predictions_loss: 0.2725 2505/2540 [============================>.] - ETA: 4s - loss: 602.3769 - logits_profile_predictions_loss: 597.3357 - logcount_predictions_loss: 0.2725 2506/2540 [============================>.] - ETA: 4s - loss: 602.3764 - logits_profile_predictions_loss: 597.3352 - logcount_predictions_loss: 0.2725 2507/2540 [============================>.] - ETA: 4s - loss: 602.3759 - logits_profile_predictions_loss: 597.3346 - logcount_predictions_loss: 0.2725 2508/2540 [============================>.] - ETA: 4s - loss: 602.3753 - logits_profile_predictions_loss: 597.3341 - logcount_predictions_loss: 0.2725 2509/2540 [============================>.] - ETA: 4s - loss: 602.3748 - logits_profile_predictions_loss: 597.3336 - logcount_predictions_loss: 0.2725 2510/2540 [============================>.] - ETA: 4s - loss: 602.3743 - logits_profile_predictions_loss: 597.3330 - logcount_predictions_loss: 0.2725 2511/2540 [============================>.] - ETA: 4s - loss: 602.3738 - logits_profile_predictions_loss: 597.3325 - logcount_predictions_loss: 0.2725 2512/2540 [============================>.] - ETA: 3s - loss: 602.3732 - logits_profile_predictions_loss: 597.3320 - logcount_predictions_loss: 0.2725 2513/2540 [============================>.] - ETA: 3s - loss: 602.3727 - logits_profile_predictions_loss: 597.3315 - logcount_predictions_loss: 0.2725 2514/2540 [============================>.] - ETA: 3s - loss: 602.3722 - logits_profile_predictions_loss: 597.3310 - logcount_predictions_loss: 0.2725 2515/2540 [============================>.] - ETA: 3s - loss: 602.3717 - logits_profile_predictions_loss: 597.3305 - logcount_predictions_loss: 0.2725 2516/2540 [============================>.] - ETA: 3s - loss: 602.3712 - logits_profile_predictions_loss: 597.3299 - logcount_predictions_loss: 0.2725 2517/2540 [============================>.] - ETA: 3s - loss: 602.3706 - logits_profile_predictions_loss: 597.3294 - logcount_predictions_loss: 0.2725 2518/2540 [============================>.] - ETA: 3s - loss: 602.3701 - logits_profile_predictions_loss: 597.3289 - logcount_predictions_loss: 0.2725 2519/2540 [============================>.] - ETA: 2s - loss: 602.3696 - logits_profile_predictions_loss: 597.3284 - logcount_predictions_loss: 0.2725 2520/2540 [============================>.] - ETA: 2s - loss: 602.3690 - logits_profile_predictions_loss: 597.3278 - logcount_predictions_loss: 0.2725 2521/2540 [============================>.] - ETA: 2s - loss: 602.3685 - logits_profile_predictions_loss: 597.3273 - logcount_predictions_loss: 0.2725 2522/2540 [============================>.] - ETA: 2s - loss: 602.3680 - logits_profile_predictions_loss: 597.3268 - logcount_predictions_loss: 0.2725 2523/2540 [============================>.] - ETA: 2s - loss: 602.3675 - logits_profile_predictions_loss: 597.3263 - logcount_predictions_loss: 0.2725 2524/2540 [============================>.] - ETA: 2s - loss: 602.3670 - logits_profile_predictions_loss: 597.3258 - logcount_predictions_loss: 0.2725 2525/2540 [============================>.] - ETA: 2s - loss: 602.3665 - logits_profile_predictions_loss: 597.3253 - logcount_predictions_loss: 0.2725 2526/2540 [============================>.] - ETA: 1s - loss: 602.3660 - logits_profile_predictions_loss: 597.3248 - logcount_predictions_loss: 0.2725 2527/2540 [============================>.] - ETA: 1s - loss: 602.3655 - logits_profile_predictions_loss: 597.3243 - logcount_predictions_loss: 0.2725 2528/2540 [============================>.] - ETA: 1s - loss: 602.3651 - logits_profile_predictions_loss: 597.3239 - logcount_predictions_loss: 0.2725 2529/2540 [============================>.] - ETA: 1s - loss: 602.3646 - logits_profile_predictions_loss: 597.3234 - logcount_predictions_loss: 0.2725 2530/2540 [============================>.] - ETA: 1s - loss: 602.3641 - logits_profile_predictions_loss: 597.3229 - logcount_predictions_loss: 0.2725 2531/2540 [============================>.] - ETA: 1s - loss: 602.3637 - logits_profile_predictions_loss: 597.3225 - logcount_predictions_loss: 0.2725 2532/2540 [============================>.] - ETA: 1s - loss: 602.3632 - logits_profile_predictions_loss: 597.3220 - logcount_predictions_loss: 0.2725 2533/2540 [============================>.] - ETA: 0s - loss: 602.3628 - logits_profile_predictions_loss: 597.3216 - logcount_predictions_loss: 0.2725 2534/2540 [============================>.] - ETA: 0s - loss: 602.3623 - logits_profile_predictions_loss: 597.3211 - logcount_predictions_loss: 0.2725 2535/2540 [============================>.] - ETA: 0s - loss: 602.3618 - logits_profile_predictions_loss: 597.3207 - logcount_predictions_loss: 0.2725 2536/2540 [============================>.] - ETA: 0s - loss: 602.3614 - logits_profile_predictions_loss: 597.3202 - logcount_predictions_loss: 0.2725 2537/2540 [============================>.] - ETA: 0s - loss: 602.3609 - logits_profile_predictions_loss: 597.3197 - logcount_predictions_loss: 0.2725 2538/2540 [============================>.] - ETA: 0s - loss: 602.3605 - logits_profile_predictions_loss: 597.3193 - logcount_predictions_loss: 0.2725 2539/2540 [============================>.] - ETA: 0s - loss: 602.3600 - logits_profile_predictions_loss: 597.3189 - logcount_predictions_loss: 0.2725 2540/2540 [==============================] - ETA: 0s - loss: 602.3596 - logits_profile_predictions_loss: 597.3184 - logcount_predictions_loss: 0.2725 2540/2540 [==============================] - 372s 147ms/step - loss: 602.3591 - logits_profile_predictions_loss: 597.3180 - logcount_predictions_loss: 0.2725 - val_loss: 650.9295 - val_logits_profile_predictions_loss: 645.8398 - val_logcount_predictions_loss: 0.2751 Epoch 00008: val_loss did not improve from 645.23578 Epoch 9/50 1/2540 [..............................] - ETA: 6:44 - loss: 620.0015 - logits_profile_predictions_loss: 615.6216 - logcount_predictions_loss: 0.2368 2/2540 [..............................] - ETA: 6:04 - loss: 632.6009 - logits_profile_predictions_loss: 627.2746 - logcount_predictions_loss: 0.2879 3/2540 [..............................] - ETA: 6:01 - loss: 634.5643 - logits_profile_predictions_loss: 629.1101 - logcount_predictions_loss: 0.2948 4/2540 [..............................] - ETA: 5:59 - loss: 632.3259 - logits_profile_predictions_loss: 626.8737 - logcount_predictions_loss: 0.2947 5/2540 [..............................] - ETA: 5:58 - loss: 629.4668 - logits_profile_predictions_loss: 623.9290 - logcount_predictions_loss: 0.2993 6/2540 [..............................] - ETA: 5:58 - loss: 625.4683 - logits_profile_predictions_loss: 619.9060 - logcount_predictions_loss: 0.3007 7/2540 [..............................] - ETA: 5:57 - loss: 622.8215 - logits_profile_predictions_loss: 617.2451 - logcount_predictions_loss: 0.3014 8/2540 [..............................] - ETA: 5:57 - loss: 618.9316 - logits_profile_predictions_loss: 613.3656 - logcount_predictions_loss: 0.3009 9/2540 [..............................] - ETA: 5:56 - loss: 616.1926 - logits_profile_predictions_loss: 610.6427 - logcount_predictions_loss: 0.3000 10/2540 [..............................] - ETA: 5:56 - loss: 614.2331 - logits_profile_predictions_loss: 608.7178 - logcount_predictions_loss: 0.2981 11/2540 [..............................] - ETA: 5:55 - loss: 612.6746 - logits_profile_predictions_loss: 607.1875 - logcount_predictions_loss: 0.2966 12/2540 [..............................] - ETA: 5:55 - loss: 611.1846 - logits_profile_predictions_loss: 605.7216 - logcount_predictions_loss: 0.2953 13/2540 [..............................] - ETA: 5:55 - loss: 610.0709 - logits_profile_predictions_loss: 604.6241 - logcount_predictions_loss: 0.2944 14/2540 [..............................] - ETA: 5:55 - loss: 609.1026 - logits_profile_predictions_loss: 603.6766 - logcount_predictions_loss: 0.2933 15/2540 [..............................] - ETA: 5:55 - loss: 608.6544 - logits_profile_predictions_loss: 603.2432 - logcount_predictions_loss: 0.2925 16/2540 [..............................] - ETA: 5:54 - loss: 608.2953 - logits_profile_predictions_loss: 602.8965 - logcount_predictions_loss: 0.2918 17/2540 [..............................] - ETA: 5:54 - loss: 608.0590 - logits_profile_predictions_loss: 602.6717 - logcount_predictions_loss: 0.2912 18/2540 [..............................] - ETA: 5:54 - loss: 607.7136 - logits_profile_predictions_loss: 602.3349 - logcount_predictions_loss: 0.2907 19/2540 [..............................] - ETA: 5:54 - loss: 607.2901 - logits_profile_predictions_loss: 601.9211 - logcount_predictions_loss: 0.2902 20/2540 [..............................] - ETA: 5:53 - loss: 606.9658 - logits_profile_predictions_loss: 601.6075 - logcount_predictions_loss: 0.2896 21/2540 [..............................] - ETA: 5:53 - loss: 606.6012 - logits_profile_predictions_loss: 601.2538 - logcount_predictions_loss: 0.2890 22/2540 [..............................] - ETA: 5:53 - loss: 606.4498 - logits_profile_predictions_loss: 601.1133 - logcount_predictions_loss: 0.2885 23/2540 [..............................] - ETA: 5:53 - loss: 606.5726 - logits_profile_predictions_loss: 601.2480 - logcount_predictions_loss: 0.2878 24/2540 [..............................] - ETA: 5:53 - loss: 606.6608 - logits_profile_predictions_loss: 601.3477 - logcount_predictions_loss: 0.2872 25/2540 [..............................] - ETA: 5:53 - loss: 606.8223 - logits_profile_predictions_loss: 601.5198 - logcount_predictions_loss: 0.2866 26/2540 [..............................] - ETA: 5:52 - loss: 607.0522 - logits_profile_predictions_loss: 601.7566 - logcount_predictions_loss: 0.2863 27/2540 [..............................] - ETA: 5:52 - loss: 607.2193 - logits_profile_predictions_loss: 601.9310 - logcount_predictions_loss: 0.2859 28/2540 [..............................] - ETA: 5:52 - loss: 607.3206 - logits_profile_predictions_loss: 602.0365 - logcount_predictions_loss: 0.2856 29/2540 [..............................] - ETA: 5:52 - loss: 607.4746 - logits_profile_predictions_loss: 602.1945 - logcount_predictions_loss: 0.2854 30/2540 [..............................] - ETA: 5:52 - loss: 607.6349 - logits_profile_predictions_loss: 602.3586 - logcount_predictions_loss: 0.2852 31/2540 [..............................] - ETA: 5:52 - loss: 607.7718 - logits_profile_predictions_loss: 602.5001 - logcount_predictions_loss: 0.2850 32/2540 [..............................] - ETA: 5:51 - loss: 607.8671 - logits_profile_predictions_loss: 602.6012 - logcount_predictions_loss: 0.2846 33/2540 [..............................] - ETA: 5:51 - loss: 607.9299 - logits_profile_predictions_loss: 602.6695 - logcount_predictions_loss: 0.2844 34/2540 [..............................] - ETA: 5:51 - loss: 608.0365 - logits_profile_predictions_loss: 602.7816 - logcount_predictions_loss: 0.2841 35/2540 [..............................] - ETA: 5:51 - loss: 608.1269 - logits_profile_predictions_loss: 602.8780 - logcount_predictions_loss: 0.2837 36/2540 [..............................] - ETA: 5:51 - loss: 608.1532 - logits_profile_predictions_loss: 602.9106 - logcount_predictions_loss: 0.2834 37/2540 [..............................] - ETA: 5:51 - loss: 608.1950 - logits_profile_predictions_loss: 602.9588 - logcount_predictions_loss: 0.2830 38/2540 [..............................] - ETA: 5:51 - loss: 608.3233 - logits_profile_predictions_loss: 603.0928 - logcount_predictions_loss: 0.2827 39/2540 [..............................] - ETA: 5:50 - loss: 608.4330 - logits_profile_predictions_loss: 603.2084 - logcount_predictions_loss: 0.2824 40/2540 [..............................] - ETA: 5:50 - loss: 608.5465 - logits_profile_predictions_loss: 603.3280 - logcount_predictions_loss: 0.2821 41/2540 [..............................] - ETA: 5:50 - loss: 608.6629 - logits_profile_predictions_loss: 603.4504 - logcount_predictions_loss: 0.2818 42/2540 [..............................] - ETA: 5:50 - loss: 608.7863 - logits_profile_predictions_loss: 603.5802 - logcount_predictions_loss: 0.2814 43/2540 [..............................] - ETA: 5:50 - loss: 608.8760 - logits_profile_predictions_loss: 603.6763 - logcount_predictions_loss: 0.2811 44/2540 [..............................] - ETA: 5:50 - loss: 608.9307 - logits_profile_predictions_loss: 603.7376 - logcount_predictions_loss: 0.2807 45/2540 [..............................] - ETA: 5:50 - loss: 608.9533 - logits_profile_predictions_loss: 603.7669 - logcount_predictions_loss: 0.2803 46/2540 [..............................] - ETA: 5:49 - loss: 609.0080 - logits_profile_predictions_loss: 603.8282 - logcount_predictions_loss: 0.2800 47/2540 [..............................] - ETA: 5:49 - loss: 609.0646 - logits_profile_predictions_loss: 603.8910 - logcount_predictions_loss: 0.2797 48/2540 [..............................] - ETA: 5:49 - loss: 609.1228 - logits_profile_predictions_loss: 603.9547 - logcount_predictions_loss: 0.2794 49/2540 [..............................] - ETA: 5:49 - loss: 609.1635 - logits_profile_predictions_loss: 604.0007 - logcount_predictions_loss: 0.2791 50/2540 [..............................] - ETA: 5:49 - loss: 609.1592 - logits_profile_predictions_loss: 604.0016 - logcount_predictions_loss: 0.2788 51/2540 [..............................] - ETA: 5:49 - loss: 609.1581 - logits_profile_predictions_loss: 604.0059 - logcount_predictions_loss: 0.2785 52/2540 [..............................] - ETA: 5:49 - loss: 609.1374 - logits_profile_predictions_loss: 603.9906 - logcount_predictions_loss: 0.2782 53/2540 [..............................] - ETA: 5:48 - loss: 609.1177 - logits_profile_predictions_loss: 603.9761 - logcount_predictions_loss: 0.2779 54/2540 [..............................] - ETA: 5:48 - loss: 609.1054 - logits_profile_predictions_loss: 603.9688 - logcount_predictions_loss: 0.2777 55/2540 [..............................] - ETA: 5:48 - loss: 609.1380 - logits_profile_predictions_loss: 604.0061 - logcount_predictions_loss: 0.2774 56/2540 [..............................] - ETA: 5:48 - loss: 609.1631 - logits_profile_predictions_loss: 604.0358 - logcount_predictions_loss: 0.2772 57/2540 [..............................] - ETA: 5:48 - loss: 609.1845 - logits_profile_predictions_loss: 604.0616 - logcount_predictions_loss: 0.2769 58/2540 [..............................] - ETA: 5:48 - loss: 609.2252 - logits_profile_predictions_loss: 604.1067 - logcount_predictions_loss: 0.2767 59/2540 [..............................] - ETA: 5:47 - loss: 609.2810 - logits_profile_predictions_loss: 604.1665 - logcount_predictions_loss: 0.2765 60/2540 [..............................] - ETA: 5:47 - loss: 609.3326 - logits_profile_predictions_loss: 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[==============================] - ETA: 0s - loss: 599.3161 - logits_profile_predictions_loss: 594.4243 - logcount_predictions_loss: 0.2644 2540/2540 [==============================] - 372s 147ms/step - loss: 599.3162 - logits_profile_predictions_loss: 594.4244 - logcount_predictions_loss: 0.2644 - val_loss: 642.9207 - val_logits_profile_predictions_loss: 638.0082 - val_logcount_predictions_loss: 0.2656 Epoch 00009: val_loss improved from 645.23578 to 642.92072, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 10/50 1/2540 [..............................] - ETA: 6:38 - loss: 617.3813 - logits_profile_predictions_loss: 612.3840 - logcount_predictions_loss: 0.2701 2/2540 [..............................] - ETA: 6:02 - loss: 617.5186 - logits_profile_predictions_loss: 612.4164 - logcount_predictions_loss: 0.2758 3/2540 [..............................] - ETA: 5:58 - loss: 616.2286 - 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[=====>........................] - ETA: 4:43 - loss: 596.0652 - logits_profile_predictions_loss: 591.1471 - logcount_predictions_loss: 0.2659 514/2540 [=====>........................] - ETA: 4:43 - loss: 596.0641 - logits_profile_predictions_loss: 591.1463 - logcount_predictions_loss: 0.2658 515/2540 [=====>........................] - ETA: 4:43 - loss: 596.0634 - logits_profile_predictions_loss: 591.1459 - logcount_predictions_loss: 0.2658 516/2540 [=====>........................] - ETA: 4:43 - loss: 596.0626 - logits_profile_predictions_loss: 591.1454 - logcount_predictions_loss: 0.2658 517/2540 [=====>........................] - ETA: 4:43 - loss: 596.0617 - logits_profile_predictions_loss: 591.1448 - logcount_predictions_loss: 0.2658 518/2540 [=====>........................] - ETA: 4:43 - loss: 596.0606 - logits_profile_predictions_loss: 591.1440 - logcount_predictions_loss: 0.2658 519/2540 [=====>........................] - ETA: 4:42 - loss: 596.0595 - 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[=====>........................] - ETA: 4:41 - loss: 596.0522 - logits_profile_predictions_loss: 591.1380 - logcount_predictions_loss: 0.2656 527/2540 [=====>........................] - ETA: 4:41 - loss: 596.0512 - logits_profile_predictions_loss: 591.1373 - logcount_predictions_loss: 0.2656 528/2540 [=====>........................] - ETA: 4:41 - loss: 596.0505 - logits_profile_predictions_loss: 591.1368 - logcount_predictions_loss: 0.2656 529/2540 [=====>........................] - ETA: 4:41 - loss: 596.0498 - logits_profile_predictions_loss: 591.1364 - logcount_predictions_loss: 0.2656 530/2540 [=====>........................] - ETA: 4:41 - loss: 596.0490 - logits_profile_predictions_loss: 591.1359 - logcount_predictions_loss: 0.2656 531/2540 [=====>........................] - ETA: 4:41 - loss: 596.0481 - logits_profile_predictions_loss: 591.1353 - logcount_predictions_loss: 0.2656 532/2540 [=====>........................] - ETA: 4:41 - loss: 596.0470 - 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591.2100 - logcount_predictions_loss: 0.2600 2503/2540 [============================>.] - ETA: 5s - loss: 596.0203 - logits_profile_predictions_loss: 591.2105 - logcount_predictions_loss: 0.2600 2504/2540 [============================>.] - ETA: 5s - loss: 596.0208 - logits_profile_predictions_loss: 591.2110 - logcount_predictions_loss: 0.2600 2505/2540 [============================>.] - ETA: 4s - loss: 596.0212 - logits_profile_predictions_loss: 591.2115 - logcount_predictions_loss: 0.2600 2506/2540 [============================>.] - ETA: 4s - loss: 596.0217 - logits_profile_predictions_loss: 591.2120 - logcount_predictions_loss: 0.2600 2507/2540 [============================>.] - ETA: 4s - loss: 596.0222 - logits_profile_predictions_loss: 591.2125 - logcount_predictions_loss: 0.2600 2508/2540 [============================>.] - ETA: 4s - loss: 596.0227 - logits_profile_predictions_loss: 591.2130 - logcount_predictions_loss: 0.2600 2509/2540 [============================>.] - ETA: 4s - loss: 596.0232 - logits_profile_predictions_loss: 591.2135 - logcount_predictions_loss: 0.2600 2510/2540 [============================>.] - ETA: 4s - loss: 596.0236 - logits_profile_predictions_loss: 591.2140 - logcount_predictions_loss: 0.2600 2511/2540 [============================>.] - ETA: 4s - loss: 596.0241 - logits_profile_predictions_loss: 591.2145 - logcount_predictions_loss: 0.2600 2512/2540 [============================>.] - ETA: 3s - loss: 596.0246 - logits_profile_predictions_loss: 591.2149 - logcount_predictions_loss: 0.2600 2513/2540 [============================>.] - ETA: 3s - loss: 596.0251 - logits_profile_predictions_loss: 591.2154 - logcount_predictions_loss: 0.2600 2514/2540 [============================>.] - ETA: 3s - loss: 596.0255 - logits_profile_predictions_loss: 591.2159 - logcount_predictions_loss: 0.2600 2515/2540 [============================>.] - ETA: 3s - loss: 596.0260 - logits_profile_predictions_loss: 591.2164 - logcount_predictions_loss: 0.2600 2516/2540 [============================>.] - ETA: 3s - loss: 596.0265 - logits_profile_predictions_loss: 591.2169 - logcount_predictions_loss: 0.2600 2517/2540 [============================>.] - ETA: 3s - loss: 596.0270 - logits_profile_predictions_loss: 591.2174 - logcount_predictions_loss: 0.2600 2518/2540 [============================>.] - ETA: 3s - loss: 596.0274 - logits_profile_predictions_loss: 591.2179 - logcount_predictions_loss: 0.2600 2519/2540 [============================>.] - ETA: 2s - loss: 596.0279 - logits_profile_predictions_loss: 591.2184 - logcount_predictions_loss: 0.2600 2520/2540 [============================>.] - ETA: 2s - loss: 596.0284 - logits_profile_predictions_loss: 591.2188 - logcount_predictions_loss: 0.2600 2521/2540 [============================>.] - ETA: 2s - loss: 596.0288 - logits_profile_predictions_loss: 591.2193 - logcount_predictions_loss: 0.2600 2522/2540 [============================>.] - ETA: 2s - loss: 596.0292 - logits_profile_predictions_loss: 591.2197 - logcount_predictions_loss: 0.2600 2523/2540 [============================>.] - ETA: 2s - loss: 596.0297 - logits_profile_predictions_loss: 591.2202 - logcount_predictions_loss: 0.2600 2524/2540 [============================>.] - ETA: 2s - loss: 596.0301 - logits_profile_predictions_loss: 591.2206 - logcount_predictions_loss: 0.2600 2525/2540 [============================>.] - ETA: 2s - loss: 596.0305 - logits_profile_predictions_loss: 591.2210 - logcount_predictions_loss: 0.2600 2526/2540 [============================>.] - ETA: 1s - loss: 596.0309 - logits_profile_predictions_loss: 591.2215 - logcount_predictions_loss: 0.2600 2527/2540 [============================>.] - ETA: 1s - loss: 596.0314 - logits_profile_predictions_loss: 591.2219 - logcount_predictions_loss: 0.2600 2528/2540 [============================>.] - ETA: 1s - loss: 596.0318 - logits_profile_predictions_loss: 591.2224 - logcount_predictions_loss: 0.2600 2529/2540 [============================>.] - ETA: 1s - loss: 596.0322 - logits_profile_predictions_loss: 591.2228 - logcount_predictions_loss: 0.2600 2530/2540 [============================>.] - ETA: 1s - loss: 596.0326 - logits_profile_predictions_loss: 591.2232 - logcount_predictions_loss: 0.2600 2531/2540 [============================>.] - ETA: 1s - loss: 596.0330 - logits_profile_predictions_loss: 591.2237 - logcount_predictions_loss: 0.2600 2532/2540 [============================>.] - ETA: 1s - loss: 596.0335 - logits_profile_predictions_loss: 591.2241 - logcount_predictions_loss: 0.2600 2533/2540 [============================>.] - ETA: 0s - loss: 596.0339 - logits_profile_predictions_loss: 591.2245 - logcount_predictions_loss: 0.2600 2534/2540 [============================>.] - ETA: 0s - loss: 596.0343 - logits_profile_predictions_loss: 591.2250 - logcount_predictions_loss: 0.2600 2535/2540 [============================>.] - ETA: 0s - loss: 596.0347 - logits_profile_predictions_loss: 591.2254 - logcount_predictions_loss: 0.2600 2536/2540 [============================>.] - ETA: 0s - loss: 596.0351 - logits_profile_predictions_loss: 591.2258 - logcount_predictions_loss: 0.2600 2537/2540 [============================>.] - ETA: 0s - loss: 596.0355 - logits_profile_predictions_loss: 591.2262 - logcount_predictions_loss: 0.2600 2538/2540 [============================>.] - ETA: 0s - loss: 596.0359 - logits_profile_predictions_loss: 591.2267 - logcount_predictions_loss: 0.2600 2539/2540 [============================>.] - ETA: 0s - loss: 596.0363 - logits_profile_predictions_loss: 591.2271 - logcount_predictions_loss: 0.2600 2540/2540 [==============================] - ETA: 0s - loss: 596.0368 - logits_profile_predictions_loss: 591.2275 - logcount_predictions_loss: 0.2600 2540/2540 [==============================] - 372s 147ms/step - loss: 596.0372 - logits_profile_predictions_loss: 591.2279 - logcount_predictions_loss: 0.2600 - val_loss: 648.2307 - val_logits_profile_predictions_loss: 643.0073 - val_logcount_predictions_loss: 0.2824 Epoch 00010: val_loss did not improve from 642.92072 Epoch 11/50 1/2540 [..............................] - ETA: 6:38 - loss: 699.1968 - logits_profile_predictions_loss: 694.6111 - logcount_predictions_loss: 0.2479 2/2540 [..............................] - ETA: 6:13 - loss: 673.9783 - logits_profile_predictions_loss: 669.5911 - logcount_predictions_loss: 0.2371 3/2540 [..............................] - ETA: 6:03 - loss: 664.5872 - logits_profile_predictions_loss: 660.2449 - logcount_predictions_loss: 0.2347 4/2540 [..............................] - ETA: 6:01 - loss: 660.2491 - logits_profile_predictions_loss: 655.8918 - logcount_predictions_loss: 0.2355 5/2540 [..............................] - ETA: 5:59 - loss: 655.9291 - logits_profile_predictions_loss: 651.5906 - logcount_predictions_loss: 0.2345 6/2540 [..............................] - ETA: 5:58 - loss: 652.8400 - logits_profile_predictions_loss: 648.5537 - logcount_predictions_loss: 0.2317 7/2540 [..............................] - ETA: 5:57 - loss: 651.7851 - logits_profile_predictions_loss: 647.5178 - logcount_predictions_loss: 0.2307 8/2540 [..............................] - ETA: 5:57 - loss: 650.2802 - logits_profile_predictions_loss: 646.0380 - logcount_predictions_loss: 0.2293 9/2540 [..............................] - ETA: 5:56 - loss: 648.6707 - logits_profile_predictions_loss: 644.4485 - logcount_predictions_loss: 0.2282 10/2540 [..............................] - ETA: 5:56 - loss: 646.8621 - logits_profile_predictions_loss: 642.6508 - logcount_predictions_loss: 0.2276 11/2540 [..............................] - ETA: 5:56 - loss: 645.8834 - logits_profile_predictions_loss: 641.6671 - logcount_predictions_loss: 0.2279 12/2540 [..............................] - ETA: 5:55 - loss: 644.8832 - logits_profile_predictions_loss: 640.6639 - logcount_predictions_loss: 0.2281 13/2540 [..............................] - ETA: 5:55 - loss: 644.1756 - logits_profile_predictions_loss: 639.9378 - logcount_predictions_loss: 0.2291 14/2540 [..............................] - ETA: 5:55 - loss: 643.5160 - logits_profile_predictions_loss: 639.2638 - logcount_predictions_loss: 0.2299 15/2540 [..............................] - ETA: 5:55 - loss: 642.3358 - logits_profile_predictions_loss: 638.0671 - logcount_predictions_loss: 0.2307 16/2540 [..............................] - ETA: 5:55 - loss: 641.3563 - logits_profile_predictions_loss: 637.0699 - logcount_predictions_loss: 0.2317 17/2540 [..............................] - ETA: 5:54 - loss: 640.6703 - logits_profile_predictions_loss: 636.3651 - logcount_predictions_loss: 0.2327 18/2540 [..............................] - ETA: 5:54 - loss: 639.9536 - logits_profile_predictions_loss: 635.6293 - logcount_predictions_loss: 0.2337 19/2540 [..............................] - ETA: 5:54 - loss: 639.0555 - logits_profile_predictions_loss: 634.7078 - logcount_predictions_loss: 0.2350 20/2540 [..............................] - ETA: 5:53 - loss: 638.3673 - logits_profile_predictions_loss: 633.9930 - logcount_predictions_loss: 0.2365 21/2540 [..............................] - ETA: 5:53 - loss: 637.6322 - logits_profile_predictions_loss: 633.2298 - logcount_predictions_loss: 0.2380 22/2540 [..............................] - ETA: 5:53 - loss: 637.0189 - logits_profile_predictions_loss: 632.5909 - logcount_predictions_loss: 0.2394 23/2540 [..............................] - ETA: 5:53 - loss: 636.4825 - logits_profile_predictions_loss: 632.0326 - logcount_predictions_loss: 0.2405 24/2540 [..............................] - ETA: 5:53 - loss: 635.8520 - logits_profile_predictions_loss: 631.3823 - logcount_predictions_loss: 0.2416 25/2540 [..............................] - ETA: 5:53 - loss: 635.2941 - logits_profile_predictions_loss: 630.8084 - logcount_predictions_loss: 0.2425 26/2540 [..............................] - ETA: 5:52 - loss: 634.7421 - logits_profile_predictions_loss: 630.2437 - logcount_predictions_loss: 0.2432 27/2540 [..............................] - ETA: 5:52 - loss: 634.2408 - logits_profile_predictions_loss: 629.7307 - logcount_predictions_loss: 0.2438 28/2540 [..............................] - ETA: 5:52 - loss: 633.8176 - logits_profile_predictions_loss: 629.2957 - logcount_predictions_loss: 0.2444 29/2540 [..............................] - ETA: 5:52 - loss: 633.3101 - logits_profile_predictions_loss: 628.7781 - logcount_predictions_loss: 0.2450 30/2540 [..............................] - ETA: 5:52 - loss: 632.7574 - logits_profile_predictions_loss: 628.2156 - logcount_predictions_loss: 0.2455 31/2540 [..............................] - ETA: 5:52 - loss: 632.2459 - logits_profile_predictions_loss: 627.6960 - logcount_predictions_loss: 0.2459 32/2540 [..............................] - ETA: 5:52 - loss: 631.7095 - logits_profile_predictions_loss: 627.1501 - logcount_predictions_loss: 0.2465 33/2540 [..............................] - ETA: 5:52 - loss: 631.1813 - logits_profile_predictions_loss: 626.6132 - logcount_predictions_loss: 0.2469 34/2540 [..............................] - ETA: 5:51 - loss: 630.6905 - logits_profile_predictions_loss: 626.1144 - logcount_predictions_loss: 0.2474 35/2540 [..............................] - ETA: 5:51 - loss: 630.2856 - logits_profile_predictions_loss: 625.7016 - logcount_predictions_loss: 0.2478 36/2540 [..............................] - ETA: 5:51 - loss: 629.9459 - logits_profile_predictions_loss: 625.3554 - logcount_predictions_loss: 0.2481 37/2540 [..............................] - ETA: 5:51 - loss: 629.5770 - logits_profile_predictions_loss: 624.9815 - logcount_predictions_loss: 0.2484 38/2540 [..............................] - ETA: 5:51 - loss: 629.2591 - logits_profile_predictions_loss: 624.6588 - logcount_predictions_loss: 0.2487 39/2540 [..............................] - ETA: 5:50 - loss: 628.9550 - logits_profile_predictions_loss: 624.3491 - logcount_predictions_loss: 0.2490 40/2540 [..............................] - ETA: 5:50 - loss: 628.6559 - logits_profile_predictions_loss: 624.0458 - logcount_predictions_loss: 0.2492 41/2540 [..............................] - ETA: 5:50 - loss: 628.3305 - logits_profile_predictions_loss: 623.7166 - logcount_predictions_loss: 0.2494 42/2540 [..............................] - ETA: 5:50 - loss: 628.0187 - logits_profile_predictions_loss: 623.4019 - logcount_predictions_loss: 0.2496 43/2540 [..............................] - ETA: 5:50 - loss: 627.7423 - logits_profile_predictions_loss: 623.1230 - logcount_predictions_loss: 0.2497 44/2540 [..............................] - ETA: 5:50 - loss: 627.5103 - logits_profile_predictions_loss: 622.8883 - logcount_predictions_loss: 0.2498 45/2540 [..............................] - ETA: 5:49 - loss: 627.2732 - logits_profile_predictions_loss: 622.6492 - logcount_predictions_loss: 0.2499 46/2540 [..............................] - ETA: 5:49 - loss: 627.0059 - logits_profile_predictions_loss: 622.3803 - logcount_predictions_loss: 0.2500 47/2540 [..............................] - ETA: 5:49 - loss: 626.7399 - logits_profile_predictions_loss: 622.1122 - logcount_predictions_loss: 0.2502 48/2540 [..............................] - ETA: 5:49 - loss: 626.5061 - logits_profile_predictions_loss: 621.8758 - logcount_predictions_loss: 0.2503 49/2540 [..............................] - ETA: 5:49 - loss: 626.2655 - logits_profile_predictions_loss: 621.6330 - logcount_predictions_loss: 0.2504 50/2540 [..............................] - ETA: 5:49 - loss: 626.0403 - logits_profile_predictions_loss: 621.4061 - logcount_predictions_loss: 0.2505 51/2540 [..............................] - ETA: 5:49 - loss: 625.7966 - logits_profile_predictions_loss: 621.1601 - logcount_predictions_loss: 0.2506 52/2540 [..............................] - ETA: 5:48 - loss: 625.5593 - logits_profile_predictions_loss: 620.9202 - logcount_predictions_loss: 0.2508 53/2540 [..............................] - ETA: 5:48 - loss: 625.3547 - logits_profile_predictions_loss: 620.7133 - logcount_predictions_loss: 0.2509 54/2540 [..............................] - ETA: 5:48 - loss: 625.1394 - logits_profile_predictions_loss: 620.4956 - logcount_predictions_loss: 0.2510 55/2540 [..............................] - ETA: 5:48 - loss: 624.9215 - logits_profile_predictions_loss: 620.2758 - logcount_predictions_loss: 0.2511 56/2540 [..............................] - ETA: 5:48 - loss: 624.7213 - logits_profile_predictions_loss: 620.0743 - logcount_predictions_loss: 0.2512 57/2540 [..............................] - ETA: 5:48 - loss: 624.5239 - logits_profile_predictions_loss: 619.8753 - logcount_predictions_loss: 0.2513 58/2540 [..............................] - ETA: 5:48 - loss: 624.3326 - logits_profile_predictions_loss: 619.6822 - logcount_predictions_loss: 0.2514 59/2540 [..............................] - ETA: 5:47 - loss: 624.1459 - logits_profile_predictions_loss: 619.4939 - logcount_predictions_loss: 0.2515 60/2540 [..............................] - ETA: 5:47 - loss: 623.9584 - logits_profile_predictions_loss: 619.3049 - logcount_predictions_loss: 0.2515 61/2540 [..............................] - ETA: 5:47 - loss: 623.7650 - logits_profile_predictions_loss: 619.1098 - logcount_predictions_loss: 0.2516 62/2540 [..............................] - ETA: 5:47 - loss: 623.5904 - logits_profile_predictions_loss: 618.9335 - logcount_predictions_loss: 0.2517 63/2540 [..............................] - ETA: 5:47 - loss: 623.4209 - logits_profile_predictions_loss: 618.7625 - logcount_predictions_loss: 0.2518 64/2540 [..............................] - ETA: 5:47 - loss: 623.2481 - logits_profile_predictions_loss: 618.5884 - logcount_predictions_loss: 0.2519 65/2540 [..............................] - ETA: 5:47 - loss: 623.0713 - logits_profile_predictions_loss: 618.4105 - logcount_predictions_loss: 0.2519 66/2540 [..............................] - ETA: 5:46 - loss: 622.8935 - logits_profile_predictions_loss: 618.2314 - logcount_predictions_loss: 0.2520 67/2540 [..............................] - ETA: 5:46 - loss: 622.7133 - logits_profile_predictions_loss: 618.0501 - logcount_predictions_loss: 0.2521 68/2540 [..............................] - ETA: 5:46 - loss: 622.5244 - logits_profile_predictions_loss: 617.8599 - logcount_predictions_loss: 0.2521 69/2540 [..............................] - ETA: 5:46 - loss: 622.3254 - logits_profile_predictions_loss: 617.6599 - logcount_predictions_loss: 0.2522 70/2540 [..............................] - ETA: 5:46 - loss: 622.1243 - logits_profile_predictions_loss: 617.4578 - logcount_predictions_loss: 0.2522 71/2540 [..............................] - ETA: 5:46 - loss: 621.9248 - logits_profile_predictions_loss: 617.2574 - logcount_predictions_loss: 0.2523 72/2540 [..............................] - ETA: 5:46 - loss: 621.7206 - logits_profile_predictions_loss: 617.0525 - logcount_predictions_loss: 0.2523 73/2540 [..............................] - ETA: 5:45 - loss: 621.5175 - logits_profile_predictions_loss: 616.8489 - logcount_predictions_loss: 0.2524 74/2540 [..............................] - ETA: 5:45 - loss: 621.3175 - logits_profile_predictions_loss: 616.6481 - logcount_predictions_loss: 0.2524 75/2540 [..............................] - ETA: 5:45 - loss: 621.1076 - logits_profile_predictions_loss: 616.4375 - logcount_predictions_loss: 0.2524 76/2540 [..............................] - ETA: 5:45 - loss: 620.9246 - logits_profile_predictions_loss: 616.2538 - logcount_predictions_loss: 0.2525 77/2540 [..............................] - ETA: 5:45 - loss: 620.7323 - logits_profile_predictions_loss: 616.0605 - logcount_predictions_loss: 0.2525 78/2540 [..............................] - ETA: 5:45 - loss: 620.5535 - logits_profile_predictions_loss: 615.8807 - logcount_predictions_loss: 0.2526 79/2540 [..............................] - ETA: 5:45 - loss: 620.3943 - logits_profile_predictions_loss: 615.7205 - logcount_predictions_loss: 0.2526 80/2540 [..............................] - ETA: 5:44 - loss: 620.2369 - logits_profile_predictions_loss: 615.5623 - logcount_predictions_loss: 0.2527 81/2540 [..............................] - ETA: 5:44 - loss: 620.0821 - logits_profile_predictions_loss: 615.4068 - logcount_predictions_loss: 0.2527 82/2540 [..............................] - ETA: 5:44 - loss: 619.9352 - logits_profile_predictions_loss: 615.2591 - logcount_predictions_loss: 0.2528 83/2540 [..............................] - ETA: 5:44 - loss: 619.7968 - logits_profile_predictions_loss: 615.1202 - logcount_predictions_loss: 0.2528 84/2540 [..............................] - ETA: 5:44 - loss: 619.6504 - logits_profile_predictions_loss: 614.9735 - logcount_predictions_loss: 0.2528 85/2540 [>.............................] - ETA: 5:44 - loss: 619.5159 - logits_profile_predictions_loss: 614.8384 - logcount_predictions_loss: 0.2528 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logits_profile_predictions_loss: 613.9430 - logcount_predictions_loss: 0.2530 93/2540 [>.............................] - ETA: 5:43 - loss: 618.5028 - logits_profile_predictions_loss: 613.8211 - logcount_predictions_loss: 0.2531 94/2540 [>.............................] - ETA: 5:42 - loss: 618.3728 - logits_profile_predictions_loss: 613.6906 - logcount_predictions_loss: 0.2531 95/2540 [>.............................] - ETA: 5:42 - loss: 618.2439 - logits_profile_predictions_loss: 613.5615 - logcount_predictions_loss: 0.2531 96/2540 [>.............................] - ETA: 5:42 - loss: 618.1174 - logits_profile_predictions_loss: 613.4345 - logcount_predictions_loss: 0.2531 97/2540 [>.............................] - ETA: 5:42 - loss: 617.9873 - logits_profile_predictions_loss: 613.3039 - logcount_predictions_loss: 0.2532 98/2540 [>.............................] - ETA: 5:42 - loss: 617.8619 - logits_profile_predictions_loss: 613.1781 - logcount_predictions_loss: 0.2532 99/2540 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[====>.........................] - ETA: 4:49 - loss: 599.3417 - logits_profile_predictions_loss: 594.6517 - logcount_predictions_loss: 0.2535 477/2540 [====>.........................] - ETA: 4:49 - loss: 599.3241 - logits_profile_predictions_loss: 594.6342 - logcount_predictions_loss: 0.2535 478/2540 [====>.........................] - ETA: 4:49 - loss: 599.3069 - logits_profile_predictions_loss: 594.6171 - logcount_predictions_loss: 0.2535 479/2540 [====>.........................] - ETA: 4:49 - loss: 599.2900 - logits_profile_predictions_loss: 594.6002 - logcount_predictions_loss: 0.2535 480/2540 [====>.........................] - ETA: 4:49 - loss: 599.2728 - logits_profile_predictions_loss: 594.5831 - logcount_predictions_loss: 0.2535 481/2540 [====>.........................] - ETA: 4:49 - loss: 599.2554 - logits_profile_predictions_loss: 594.5658 - logcount_predictions_loss: 0.2535 482/2540 [====>.........................] - ETA: 4:48 - loss: 599.2381 - 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[====>.........................] - ETA: 4:47 - loss: 599.1146 - logits_profile_predictions_loss: 594.4253 - logcount_predictions_loss: 0.2535 490/2540 [====>.........................] - ETA: 4:47 - loss: 599.0970 - logits_profile_predictions_loss: 594.4078 - logcount_predictions_loss: 0.2535 491/2540 [====>.........................] - ETA: 4:47 - loss: 599.0794 - logits_profile_predictions_loss: 594.3903 - logcount_predictions_loss: 0.2535 492/2540 [====>.........................] - ETA: 4:47 - loss: 599.0622 - logits_profile_predictions_loss: 594.3730 - logcount_predictions_loss: 0.2535 493/2540 [====>.........................] - ETA: 4:47 - loss: 599.0448 - logits_profile_predictions_loss: 594.3557 - logcount_predictions_loss: 0.2535 494/2540 [====>.........................] - ETA: 4:47 - loss: 599.0277 - logits_profile_predictions_loss: 594.3387 - logcount_predictions_loss: 0.2535 495/2540 [====>.........................] - ETA: 4:47 - loss: 599.0113 - 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[============================>.] - ETA: 1s - loss: 595.6349 - logits_profile_predictions_loss: 590.9497 - logcount_predictions_loss: 0.2533 2533/2540 [============================>.] - ETA: 0s - loss: 595.6353 - logits_profile_predictions_loss: 590.9501 - logcount_predictions_loss: 0.2533 2534/2540 [============================>.] - ETA: 0s - loss: 595.6358 - logits_profile_predictions_loss: 590.9505 - logcount_predictions_loss: 0.2533 2535/2540 [============================>.] - ETA: 0s - loss: 595.6361 - logits_profile_predictions_loss: 590.9509 - logcount_predictions_loss: 0.2533 2536/2540 [============================>.] - ETA: 0s - loss: 595.6365 - logits_profile_predictions_loss: 590.9513 - logcount_predictions_loss: 0.2533 2537/2540 [============================>.] - ETA: 0s - loss: 595.6369 - logits_profile_predictions_loss: 590.9517 - logcount_predictions_loss: 0.2533 2538/2540 [============================>.] - ETA: 0s - loss: 595.6373 - logits_profile_predictions_loss: 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- logcount_predictions_loss: 0.2278 10/2540 [..............................] - ETA: 5:54 - loss: 575.3944 - logits_profile_predictions_loss: 571.1666 - logcount_predictions_loss: 0.2285 11/2540 [..............................] - ETA: 5:54 - loss: 577.2192 - logits_profile_predictions_loss: 572.9867 - logcount_predictions_loss: 0.2288 12/2540 [..............................] - ETA: 5:54 - loss: 579.2975 - logits_profile_predictions_loss: 575.0624 - logcount_predictions_loss: 0.2289 13/2540 [..............................] - ETA: 5:53 - loss: 580.8088 - logits_profile_predictions_loss: 576.5724 - logcount_predictions_loss: 0.2290 14/2540 [..............................] - ETA: 5:53 - loss: 581.8554 - logits_profile_predictions_loss: 577.6061 - logcount_predictions_loss: 0.2297 15/2540 [..............................] - ETA: 5:53 - loss: 582.7915 - logits_profile_predictions_loss: 578.5218 - logcount_predictions_loss: 0.2308 16/2540 [..............................] - ETA: 5:53 - loss: 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[..............................] - ETA: 5:52 - loss: 585.8761 - logits_profile_predictions_loss: 581.5494 - logcount_predictions_loss: 0.2339 24/2540 [..............................] - ETA: 5:52 - loss: 586.0858 - logits_profile_predictions_loss: 581.7523 - logcount_predictions_loss: 0.2342 25/2540 [..............................] - ETA: 5:52 - loss: 586.3213 - logits_profile_predictions_loss: 581.9799 - logcount_predictions_loss: 0.2347 26/2540 [..............................] - ETA: 5:51 - loss: 586.4345 - logits_profile_predictions_loss: 582.0870 - logcount_predictions_loss: 0.2350 27/2540 [..............................] - ETA: 5:51 - loss: 586.5205 - logits_profile_predictions_loss: 582.1677 - logcount_predictions_loss: 0.2353 28/2540 [..............................] - ETA: 5:51 - loss: 586.6090 - logits_profile_predictions_loss: 582.2514 - logcount_predictions_loss: 0.2355 29/2540 [..............................] - ETA: 5:51 - loss: 586.7139 - logits_profile_predictions_loss: 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2516/2540 [============================>.] - ETA: 3s - loss: 594.1139 - logits_profile_predictions_loss: 589.5611 - logcount_predictions_loss: 0.2461 2517/2540 [============================>.] - ETA: 3s - loss: 594.1140 - logits_profile_predictions_loss: 589.5612 - logcount_predictions_loss: 0.2461 2518/2540 [============================>.] - ETA: 3s - loss: 594.1141 - logits_profile_predictions_loss: 589.5613 - logcount_predictions_loss: 0.2461 2519/2540 [============================>.] - ETA: 2s - loss: 594.1141 - logits_profile_predictions_loss: 589.5613 - logcount_predictions_loss: 0.2461 2520/2540 [============================>.] - ETA: 2s - loss: 594.1142 - logits_profile_predictions_loss: 589.5614 - logcount_predictions_loss: 0.2461 2521/2540 [============================>.] - ETA: 2s - loss: 594.1143 - logits_profile_predictions_loss: 589.5615 - logcount_predictions_loss: 0.2461 2522/2540 [============================>.] - ETA: 2s - loss: 594.1144 - logits_profile_predictions_loss: 589.5616 - logcount_predictions_loss: 0.2461 2523/2540 [============================>.] - ETA: 2s - loss: 594.1145 - logits_profile_predictions_loss: 589.5617 - logcount_predictions_loss: 0.2461 2524/2540 [============================>.] - ETA: 2s - loss: 594.1146 - logits_profile_predictions_loss: 589.5617 - logcount_predictions_loss: 0.2461 2525/2540 [============================>.] - ETA: 2s - loss: 594.1147 - logits_profile_predictions_loss: 589.5618 - logcount_predictions_loss: 0.2461 2526/2540 [============================>.] - ETA: 1s - loss: 594.1148 - logits_profile_predictions_loss: 589.5619 - logcount_predictions_loss: 0.2461 2527/2540 [============================>.] - ETA: 1s - loss: 594.1149 - logits_profile_predictions_loss: 589.5620 - logcount_predictions_loss: 0.2461 2528/2540 [============================>.] - ETA: 1s - loss: 594.1150 - logits_profile_predictions_loss: 589.5621 - logcount_predictions_loss: 0.2461 2529/2540 [============================>.] - ETA: 1s - loss: 594.1151 - logits_profile_predictions_loss: 589.5621 - logcount_predictions_loss: 0.2461 2530/2540 [============================>.] - ETA: 1s - loss: 594.1152 - logits_profile_predictions_loss: 589.5622 - logcount_predictions_loss: 0.2461 2531/2540 [============================>.] - ETA: 1s - loss: 594.1153 - logits_profile_predictions_loss: 589.5623 - logcount_predictions_loss: 0.2461 2532/2540 [============================>.] - ETA: 1s - loss: 594.1154 - logits_profile_predictions_loss: 589.5624 - logcount_predictions_loss: 0.2461 2533/2540 [============================>.] - ETA: 0s - loss: 594.1155 - logits_profile_predictions_loss: 589.5625 - logcount_predictions_loss: 0.2461 2534/2540 [============================>.] - ETA: 0s - loss: 594.1156 - logits_profile_predictions_loss: 589.5626 - logcount_predictions_loss: 0.2461 2535/2540 [============================>.] - ETA: 0s - loss: 594.1158 - logits_profile_predictions_loss: 589.5628 - logcount_predictions_loss: 0.2461 2536/2540 [============================>.] - ETA: 0s - loss: 594.1159 - logits_profile_predictions_loss: 589.5629 - logcount_predictions_loss: 0.2461 2537/2540 [============================>.] - ETA: 0s - loss: 594.1160 - logits_profile_predictions_loss: 589.5630 - logcount_predictions_loss: 0.2461 2538/2540 [============================>.] - ETA: 0s - loss: 594.1161 - logits_profile_predictions_loss: 589.5631 - logcount_predictions_loss: 0.2461 2539/2540 [============================>.] - ETA: 0s - loss: 594.1163 - logits_profile_predictions_loss: 589.5632 - logcount_predictions_loss: 0.2461 2540/2540 [==============================] - ETA: 0s - loss: 594.1164 - logits_profile_predictions_loss: 589.5634 - logcount_predictions_loss: 0.2461 2540/2540 [==============================] - 372s 147ms/step - loss: 594.1165 - logits_profile_predictions_loss: 589.5635 - logcount_predictions_loss: 0.2461 - val_loss: 645.1567 - val_logits_profile_predictions_loss: 640.2843 - val_logcount_predictions_loss: 0.2634 Epoch 00012: val_loss did not improve from 642.92072 Epoch 13/50 1/2540 [..............................] - ETA: 6:40 - loss: 778.9405 - logits_profile_predictions_loss: 774.9390 - logcount_predictions_loss: 0.2163 2/2540 [..............................] - ETA: 6:04 - loss: 726.8309 - logits_profile_predictions_loss: 722.5627 - logcount_predictions_loss: 0.2307 3/2540 [..............................] - ETA: 6:00 - loss: 698.0121 - logits_profile_predictions_loss: 693.8813 - logcount_predictions_loss: 0.2233 4/2540 [..............................] - ETA: 5:58 - loss: 680.5926 - logits_profile_predictions_loss: 676.4579 - logcount_predictions_loss: 0.2235 5/2540 [..............................] - ETA: 5:57 - loss: 667.6667 - logits_profile_predictions_loss: 663.4754 - logcount_predictions_loss: 0.2266 6/2540 [..............................] - ETA: 5:56 - loss: 658.0783 - logits_profile_predictions_loss: 653.8459 - logcount_predictions_loss: 0.2288 7/2540 [..............................] - ETA: 5:56 - loss: 651.4179 - logits_profile_predictions_loss: 647.1610 - logcount_predictions_loss: 0.2301 8/2540 [..............................] - ETA: 5:56 - loss: 646.4176 - logits_profile_predictions_loss: 642.1326 - logcount_predictions_loss: 0.2316 9/2540 [..............................] - ETA: 5:55 - loss: 643.4192 - logits_profile_predictions_loss: 639.1177 - logcount_predictions_loss: 0.2325 10/2540 [..............................] - ETA: 5:56 - loss: 641.5340 - logits_profile_predictions_loss: 637.2215 - logcount_predictions_loss: 0.2331 11/2540 [..............................] - ETA: 5:56 - loss: 639.8508 - logits_profile_predictions_loss: 635.5226 - logcount_predictions_loss: 0.2340 12/2540 [..............................] - ETA: 5:56 - loss: 638.5444 - logits_profile_predictions_loss: 634.2155 - logcount_predictions_loss: 0.2340 13/2540 [..............................] - ETA: 5:56 - loss: 636.9633 - logits_profile_predictions_loss: 632.6410 - logcount_predictions_loss: 0.2336 14/2540 [..............................] - ETA: 5:56 - loss: 635.5886 - logits_profile_predictions_loss: 631.2709 - logcount_predictions_loss: 0.2334 15/2540 [..............................] - ETA: 5:55 - loss: 634.4240 - logits_profile_predictions_loss: 630.1131 - logcount_predictions_loss: 0.2330 16/2540 [..............................] - ETA: 5:55 - loss: 633.2105 - logits_profile_predictions_loss: 628.9055 - logcount_predictions_loss: 0.2327 17/2540 [..............................] - ETA: 5:55 - loss: 631.9495 - logits_profile_predictions_loss: 627.6531 - logcount_predictions_loss: 0.2322 18/2540 [..............................] - ETA: 5:54 - loss: 630.4734 - logits_profile_predictions_loss: 626.1868 - logcount_predictions_loss: 0.2317 19/2540 [..............................] - ETA: 5:54 - loss: 629.1625 - logits_profile_predictions_loss: 624.8761 - logcount_predictions_loss: 0.2317 20/2540 [..............................] - ETA: 5:54 - loss: 628.0678 - logits_profile_predictions_loss: 623.7793 - logcount_predictions_loss: 0.2318 21/2540 [..............................] - ETA: 5:54 - loss: 626.8816 - logits_profile_predictions_loss: 622.5934 - logcount_predictions_loss: 0.2318 22/2540 [..............................] - ETA: 5:54 - loss: 625.8186 - logits_profile_predictions_loss: 621.5320 - logcount_predictions_loss: 0.2317 23/2540 [..............................] - ETA: 5:53 - loss: 624.8550 - logits_profile_predictions_loss: 620.5704 - logcount_predictions_loss: 0.2316 24/2540 [..............................] - ETA: 5:53 - loss: 623.9935 - logits_profile_predictions_loss: 619.7108 - logcount_predictions_loss: 0.2315 25/2540 [..............................] - ETA: 5:53 - loss: 623.2613 - logits_profile_predictions_loss: 618.9817 - logcount_predictions_loss: 0.2313 26/2540 [..............................] - ETA: 5:53 - loss: 622.4761 - logits_profile_predictions_loss: 618.2005 - logcount_predictions_loss: 0.2311 27/2540 [..............................] - ETA: 5:53 - loss: 621.6942 - logits_profile_predictions_loss: 617.4213 - logcount_predictions_loss: 0.2310 28/2540 [..............................] - ETA: 5:53 - loss: 620.9244 - logits_profile_predictions_loss: 616.6518 - logcount_predictions_loss: 0.2310 29/2540 [..............................] - ETA: 5:52 - loss: 620.1445 - logits_profile_predictions_loss: 615.8716 - logcount_predictions_loss: 0.2310 30/2540 [..............................] - ETA: 5:52 - loss: 619.4353 - logits_profile_predictions_loss: 615.1616 - logcount_predictions_loss: 0.2310 31/2540 [..............................] - ETA: 5:52 - loss: 618.7237 - logits_profile_predictions_loss: 614.4479 - logcount_predictions_loss: 0.2311 32/2540 [..............................] - ETA: 5:52 - loss: 618.0130 - logits_profile_predictions_loss: 613.7350 - logcount_predictions_loss: 0.2312 33/2540 [..............................] - ETA: 5:52 - loss: 617.4180 - logits_profile_predictions_loss: 613.1373 - logcount_predictions_loss: 0.2314 34/2540 [..............................] - ETA: 5:52 - loss: 616.8635 - logits_profile_predictions_loss: 612.5807 - logcount_predictions_loss: 0.2315 35/2540 [..............................] - ETA: 5:52 - loss: 616.3960 - logits_profile_predictions_loss: 612.1108 - logcount_predictions_loss: 0.2316 36/2540 [..............................] - ETA: 5:51 - loss: 615.9301 - logits_profile_predictions_loss: 611.6417 - logcount_predictions_loss: 0.2318 37/2540 [..............................] - ETA: 5:51 - loss: 615.5180 - logits_profile_predictions_loss: 611.2271 - logcount_predictions_loss: 0.2319 38/2540 [..............................] - ETA: 5:51 - loss: 615.1351 - logits_profile_predictions_loss: 610.8419 - logcount_predictions_loss: 0.2321 39/2540 [..............................] - ETA: 5:51 - loss: 614.7350 - logits_profile_predictions_loss: 610.4394 - logcount_predictions_loss: 0.2322 40/2540 [..............................] - ETA: 5:51 - loss: 614.3329 - logits_profile_predictions_loss: 610.0358 - logcount_predictions_loss: 0.2323 41/2540 [..............................] - ETA: 5:50 - loss: 613.9258 - logits_profile_predictions_loss: 609.6276 - logcount_predictions_loss: 0.2323 42/2540 [..............................] - ETA: 5:50 - loss: 613.5134 - logits_profile_predictions_loss: 609.2147 - logcount_predictions_loss: 0.2324 43/2540 [..............................] - ETA: 5:50 - loss: 613.1410 - logits_profile_predictions_loss: 608.8417 - logcount_predictions_loss: 0.2324 44/2540 [..............................] - ETA: 5:50 - loss: 612.7717 - logits_profile_predictions_loss: 608.4728 - logcount_predictions_loss: 0.2324 45/2540 [..............................] - ETA: 5:50 - loss: 612.3958 - logits_profile_predictions_loss: 608.0979 - logcount_predictions_loss: 0.2323 46/2540 [..............................] - ETA: 5:50 - loss: 612.0303 - logits_profile_predictions_loss: 607.7333 - logcount_predictions_loss: 0.2323 47/2540 [..............................] - ETA: 5:50 - loss: 611.7131 - logits_profile_predictions_loss: 607.4171 - logcount_predictions_loss: 0.2322 48/2540 [..............................] - ETA: 5:49 - loss: 611.3687 - logits_profile_predictions_loss: 607.0733 - logcount_predictions_loss: 0.2322 49/2540 [..............................] - ETA: 5:49 - loss: 611.0799 - logits_profile_predictions_loss: 606.7851 - logcount_predictions_loss: 0.2322 50/2540 [..............................] - ETA: 5:49 - loss: 610.7915 - logits_profile_predictions_loss: 606.4974 - logcount_predictions_loss: 0.2321 51/2540 [..............................] - ETA: 5:49 - loss: 610.5009 - logits_profile_predictions_loss: 606.2075 - logcount_predictions_loss: 0.2321 52/2540 [..............................] - ETA: 5:49 - loss: 610.2593 - logits_profile_predictions_loss: 605.9663 - logcount_predictions_loss: 0.2321 53/2540 [..............................] - ETA: 5:49 - loss: 609.9890 - logits_profile_predictions_loss: 605.6954 - logcount_predictions_loss: 0.2321 54/2540 [..............................] - ETA: 5:48 - loss: 609.7286 - logits_profile_predictions_loss: 605.4344 - logcount_predictions_loss: 0.2321 55/2540 [..............................] - ETA: 5:48 - loss: 609.4661 - logits_profile_predictions_loss: 605.1716 - logcount_predictions_loss: 0.2321 56/2540 [..............................] - ETA: 5:48 - loss: 609.2396 - logits_profile_predictions_loss: 604.9450 - logcount_predictions_loss: 0.2321 57/2540 [..............................] - ETA: 5:48 - loss: 609.0273 - logits_profile_predictions_loss: 604.7320 - logcount_predictions_loss: 0.2322 58/2540 [..............................] - ETA: 5:48 - loss: 608.8228 - logits_profile_predictions_loss: 604.5271 - logcount_predictions_loss: 0.2322 59/2540 [..............................] - ETA: 5:48 - loss: 608.6402 - logits_profile_predictions_loss: 604.3441 - logcount_predictions_loss: 0.2322 60/2540 [..............................] - ETA: 5:48 - loss: 608.4737 - logits_profile_predictions_loss: 604.1768 - logcount_predictions_loss: 0.2323 61/2540 [..............................] - ETA: 5:47 - loss: 608.2978 - logits_profile_predictions_loss: 604.0004 - logcount_predictions_loss: 0.2323 62/2540 [..............................] - ETA: 5:47 - loss: 608.1286 - logits_profile_predictions_loss: 603.8307 - logcount_predictions_loss: 0.2323 63/2540 [..............................] - ETA: 5:47 - loss: 607.9606 - logits_profile_predictions_loss: 603.6625 - logcount_predictions_loss: 0.2323 64/2540 [..............................] - ETA: 5:47 - loss: 607.7969 - logits_profile_predictions_loss: 603.4988 - logcount_predictions_loss: 0.2323 65/2540 [..............................] - ETA: 5:47 - loss: 607.6325 - logits_profile_predictions_loss: 603.3346 - logcount_predictions_loss: 0.2323 66/2540 [..............................] - ETA: 5:47 - loss: 607.4632 - logits_profile_predictions_loss: 603.1653 - logcount_predictions_loss: 0.2323 67/2540 [..............................] - ETA: 5:47 - loss: 607.3227 - logits_profile_predictions_loss: 603.0250 - logcount_predictions_loss: 0.2323 68/2540 [..............................] - ETA: 5:46 - loss: 607.2002 - logits_profile_predictions_loss: 602.9027 - logcount_predictions_loss: 0.2323 69/2540 [..............................] - ETA: 5:46 - loss: 607.0899 - logits_profile_predictions_loss: 602.7926 - logcount_predictions_loss: 0.2323 70/2540 [..............................] - ETA: 5:46 - loss: 606.9830 - logits_profile_predictions_loss: 602.6859 - logcount_predictions_loss: 0.2323 71/2540 [..............................] - ETA: 5:46 - loss: 606.8709 - logits_profile_predictions_loss: 602.5738 - logcount_predictions_loss: 0.2323 72/2540 [..............................] - ETA: 5:46 - loss: 606.7685 - logits_profile_predictions_loss: 602.4712 - logcount_predictions_loss: 0.2323 73/2540 [..............................] - ETA: 5:46 - loss: 606.6618 - logits_profile_predictions_loss: 602.3639 - logcount_predictions_loss: 0.2323 74/2540 [..............................] - ETA: 5:46 - loss: 606.5459 - logits_profile_predictions_loss: 602.2476 - logcount_predictions_loss: 0.2323 75/2540 [..............................] - ETA: 5:45 - loss: 606.4310 - logits_profile_predictions_loss: 602.1322 - logcount_predictions_loss: 0.2324 76/2540 [..............................] - ETA: 5:45 - loss: 606.3099 - logits_profile_predictions_loss: 602.0106 - logcount_predictions_loss: 0.2324 77/2540 [..............................] - ETA: 5:45 - loss: 606.2013 - logits_profile_predictions_loss: 601.9014 - logcount_predictions_loss: 0.2324 78/2540 [..............................] - ETA: 5:45 - loss: 606.1100 - logits_profile_predictions_loss: 601.8099 - logcount_predictions_loss: 0.2324 79/2540 [..............................] - ETA: 5:45 - loss: 606.0146 - logits_profile_predictions_loss: 601.7145 - logcount_predictions_loss: 0.2324 80/2540 [..............................] - ETA: 5:45 - loss: 605.9131 - logits_profile_predictions_loss: 601.6132 - logcount_predictions_loss: 0.2324 81/2540 [..............................] - ETA: 5:45 - loss: 605.8068 - logits_profile_predictions_loss: 601.5071 - logcount_predictions_loss: 0.2324 82/2540 [..............................] - ETA: 5:44 - loss: 605.6931 - logits_profile_predictions_loss: 601.3939 - logcount_predictions_loss: 0.2324 83/2540 [..............................] - ETA: 5:44 - loss: 605.5792 - logits_profile_predictions_loss: 601.2806 - logcount_predictions_loss: 0.2324 84/2540 [..............................] - ETA: 5:44 - loss: 605.4647 - logits_profile_predictions_loss: 601.1667 - logcount_predictions_loss: 0.2323 85/2540 [>.............................] - ETA: 5:44 - loss: 605.3482 - logits_profile_predictions_loss: 601.0508 - logcount_predictions_loss: 0.2323 86/2540 [>.............................] - ETA: 5:44 - loss: 605.2265 - logits_profile_predictions_loss: 600.9294 - logcount_predictions_loss: 0.2323 87/2540 [>.............................] - ETA: 5:44 - loss: 605.0964 - logits_profile_predictions_loss: 600.7996 - logcount_predictions_loss: 0.2323 88/2540 [>.............................] - ETA: 5:44 - loss: 604.9715 - logits_profile_predictions_loss: 600.6750 - logcount_predictions_loss: 0.2322 89/2540 [>.............................] - ETA: 5:43 - loss: 604.8441 - logits_profile_predictions_loss: 600.5480 - logcount_predictions_loss: 0.2322 90/2540 [>.............................] - ETA: 5:43 - loss: 604.7318 - logits_profile_predictions_loss: 600.4361 - logcount_predictions_loss: 0.2322 91/2540 [>.............................] - ETA: 5:43 - loss: 604.6172 - logits_profile_predictions_loss: 600.3219 - logcount_predictions_loss: 0.2322 92/2540 [>.............................] - ETA: 5:43 - loss: 604.5077 - logits_profile_predictions_loss: 600.2122 - logcount_predictions_loss: 0.2322 93/2540 [>.............................] - ETA: 5:43 - loss: 604.4090 - logits_profile_predictions_loss: 600.1133 - logcount_predictions_loss: 0.2322 94/2540 [>.............................] - ETA: 5:43 - loss: 604.3098 - logits_profile_predictions_loss: 600.0142 - logcount_predictions_loss: 0.2322 95/2540 [>.............................] - ETA: 5:43 - loss: 604.2098 - logits_profile_predictions_loss: 599.9143 - logcount_predictions_loss: 0.2322 96/2540 [>.............................] - ETA: 5:42 - loss: 604.1114 - logits_profile_predictions_loss: 599.8160 - logcount_predictions_loss: 0.2322 97/2540 [>.............................] - ETA: 5:42 - loss: 604.0061 - logits_profile_predictions_loss: 599.7108 - logcount_predictions_loss: 0.2322 98/2540 [>.............................] - ETA: 5:42 - loss: 603.9037 - logits_profile_predictions_loss: 599.6087 - logcount_predictions_loss: 0.2322 99/2540 [>.............................] - ETA: 5:42 - loss: 603.7969 - logits_profile_predictions_loss: 599.5022 - logcount_predictions_loss: 0.2321 100/2540 [>.............................] - ETA: 5:42 - loss: 603.6896 - logits_profile_predictions_loss: 599.3952 - logcount_predictions_loss: 0.2321 101/2540 [>.............................] - ETA: 5:42 - loss: 603.5867 - logits_profile_predictions_loss: 599.2927 - logcount_predictions_loss: 0.2321 102/2540 [>.............................] - ETA: 5:41 - loss: 603.4885 - logits_profile_predictions_loss: 599.1948 - logcount_predictions_loss: 0.2321 103/2540 [>.............................] - ETA: 5:41 - loss: 603.4017 - logits_profile_predictions_loss: 599.1084 - logcount_predictions_loss: 0.2321 104/2540 [>.............................] - ETA: 5:41 - loss: 603.3171 - logits_profile_predictions_loss: 599.0241 - logcount_predictions_loss: 0.2321 105/2540 [>.............................] - ETA: 5:41 - loss: 603.2428 - logits_profile_predictions_loss: 598.9502 - logcount_predictions_loss: 0.2320 106/2540 [>.............................] - ETA: 5:41 - loss: 603.1665 - logits_profile_predictions_loss: 598.8741 - logcount_predictions_loss: 0.2320 107/2540 [>.............................] - ETA: 5:41 - loss: 603.0856 - logits_profile_predictions_loss: 598.7934 - logcount_predictions_loss: 0.2320 108/2540 [>.............................] - ETA: 5:41 - loss: 603.0058 - logits_profile_predictions_loss: 598.7137 - logcount_predictions_loss: 0.2320 109/2540 [>.............................] - ETA: 5:40 - loss: 602.9317 - logits_profile_predictions_loss: 598.6397 - logcount_predictions_loss: 0.2320 110/2540 [>.............................] - ETA: 5:40 - loss: 602.8583 - logits_profile_predictions_loss: 598.5666 - logcount_predictions_loss: 0.2320 111/2540 [>.............................] - ETA: 5:40 - loss: 602.7893 - logits_profile_predictions_loss: 598.4978 - logcount_predictions_loss: 0.2320 112/2540 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[..............................] - ETA: 6:02 - loss: 622.8150 - logits_profile_predictions_loss: 618.5371 - logcount_predictions_loss: 0.2312 3/2540 [..............................] - ETA: 5:59 - loss: 615.3796 - logits_profile_predictions_loss: 610.9265 - logcount_predictions_loss: 0.2407 4/2540 [..............................] - ETA: 5:58 - loss: 610.7366 - logits_profile_predictions_loss: 606.1939 - logcount_predictions_loss: 0.2456 5/2540 [..............................] - ETA: 5:58 - loss: 604.5845 - logits_profile_predictions_loss: 600.0558 - logcount_predictions_loss: 0.2448 6/2540 [..............................] - ETA: 5:57 - loss: 601.3066 - logits_profile_predictions_loss: 596.7914 - logcount_predictions_loss: 0.2441 7/2540 [..............................] - ETA: 5:57 - loss: 598.9068 - logits_profile_predictions_loss: 594.3960 - logcount_predictions_loss: 0.2438 8/2540 [..............................] - ETA: 5:56 - loss: 596.4708 - logits_profile_predictions_loss: 591.9545 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[==============================] - 373s 147ms/step - loss: 583.1425 - logits_profile_predictions_loss: 579.0896 - logcount_predictions_loss: 0.2191 - val_loss: 646.2339 - val_logits_profile_predictions_loss: 641.4463 - val_logcount_predictions_loss: 0.2588 Epoch 00014: val_loss did not improve from 642.22864 Epoch 15/50 1/2540 [..............................] - ETA: 6:41 - loss: 601.6489 - logits_profile_predictions_loss: 596.6796 - logcount_predictions_loss: 0.2686 2/2540 [..............................] - ETA: 6:03 - loss: 599.8132 - logits_profile_predictions_loss: 595.4607 - logcount_predictions_loss: 0.2353 3/2540 [..............................] - ETA: 5:59 - loss: 603.3719 - logits_profile_predictions_loss: 599.2045 - logcount_predictions_loss: 0.2253 4/2540 [..............................] - ETA: 5:57 - loss: 603.3005 - logits_profile_predictions_loss: 599.2760 - logcount_predictions_loss: 0.2175 5/2540 [..............................] - ETA: 5:57 - loss: 603.5688 - 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logits_profile_predictions_loss: 576.5285 - logcount_predictions_loss: 0.2104 2525/2540 [============================>.] - ETA: 2s - loss: 580.4204 - logits_profile_predictions_loss: 576.5285 - logcount_predictions_loss: 0.2104 2526/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5285 - logcount_predictions_loss: 0.2104 2527/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5285 - logcount_predictions_loss: 0.2104 2528/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5284 - logcount_predictions_loss: 0.2104 2529/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5284 - logcount_predictions_loss: 0.2104 2530/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5284 - logcount_predictions_loss: 0.2104 2531/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5284 - logcount_predictions_loss: 0.2104 2532/2540 [============================>.] - ETA: 1s - loss: 580.4204 - logits_profile_predictions_loss: 576.5283 - logcount_predictions_loss: 0.2104 2533/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5283 - logcount_predictions_loss: 0.2104 2534/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5283 - logcount_predictions_loss: 0.2104 2535/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5283 - logcount_predictions_loss: 0.2104 2536/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5282 - logcount_predictions_loss: 0.2104 2537/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5282 - logcount_predictions_loss: 0.2104 2538/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5282 - logcount_predictions_loss: 0.2104 2539/2540 [============================>.] - ETA: 0s - loss: 580.4203 - logits_profile_predictions_loss: 576.5281 - logcount_predictions_loss: 0.2104 2540/2540 [==============================] - ETA: 0s - loss: 580.4202 - logits_profile_predictions_loss: 576.5281 - logcount_predictions_loss: 0.2104 2540/2540 [==============================] - 373s 147ms/step - loss: 580.4202 - logits_profile_predictions_loss: 576.5280 - logcount_predictions_loss: 0.2104 - val_loss: 647.6624 - val_logits_profile_predictions_loss: 642.8376 - val_logcount_predictions_loss: 0.2608 Epoch 00015: val_loss did not improve from 642.22864 Epoch 16/50 1/2540 [..............................] - ETA: 6:39 - loss: 617.7687 - logits_profile_predictions_loss: 613.9706 - logcount_predictions_loss: 0.2053 2/2540 [..............................] - ETA: 6:10 - loss: 603.9091 - logits_profile_predictions_loss: 599.8731 - logcount_predictions_loss: 0.2182 3/2540 [..............................] - ETA: 6:03 - loss: 595.1548 - logits_profile_predictions_loss: 591.1293 - logcount_predictions_loss: 0.2176 4/2540 [..............................] - ETA: 6:01 - loss: 592.1238 - logits_profile_predictions_loss: 588.0131 - logcount_predictions_loss: 0.2222 5/2540 [..............................] - ETA: 5:59 - loss: 590.3195 - logits_profile_predictions_loss: 586.2233 - logcount_predictions_loss: 0.2214 6/2540 [..............................] - ETA: 5:58 - loss: 587.7314 - logits_profile_predictions_loss: 583.6764 - logcount_predictions_loss: 0.2192 7/2540 [..............................] - ETA: 5:57 - loss: 586.3058 - logits_profile_predictions_loss: 582.3023 - logcount_predictions_loss: 0.2164 8/2540 [..............................] - ETA: 5:57 - loss: 585.1641 - logits_profile_predictions_loss: 581.1862 - logcount_predictions_loss: 0.2150 9/2540 [..............................] - ETA: 5:56 - loss: 584.0279 - logits_profile_predictions_loss: 580.0650 - logcount_predictions_loss: 0.2142 10/2540 [..............................] - ETA: 5:56 - loss: 583.2834 - logits_profile_predictions_loss: 579.3405 - logcount_predictions_loss: 0.2131 11/2540 [..............................] - ETA: 5:56 - loss: 582.0077 - logits_profile_predictions_loss: 578.0899 - logcount_predictions_loss: 0.2118 12/2540 [..............................] - ETA: 5:55 - loss: 581.1615 - logits_profile_predictions_loss: 577.2730 - logcount_predictions_loss: 0.2102 13/2540 [..............................] - ETA: 5:55 - loss: 580.2483 - logits_profile_predictions_loss: 576.3683 - logcount_predictions_loss: 0.2097 14/2540 [..............................] - ETA: 5:55 - loss: 579.5304 - logits_profile_predictions_loss: 575.6485 - logcount_predictions_loss: 0.2098 15/2540 [..............................] - ETA: 5:55 - loss: 578.7847 - logits_profile_predictions_loss: 574.9019 - logcount_predictions_loss: 0.2099 16/2540 [..............................] - ETA: 5:54 - loss: 578.1645 - logits_profile_predictions_loss: 574.2813 - logcount_predictions_loss: 0.2099 17/2540 [..............................] - ETA: 5:54 - loss: 577.5257 - logits_profile_predictions_loss: 573.6375 - logcount_predictions_loss: 0.2102 18/2540 [..............................] - ETA: 5:54 - loss: 576.7454 - logits_profile_predictions_loss: 572.8525 - logcount_predictions_loss: 0.2104 19/2540 [..............................] - ETA: 5:54 - loss: 576.1160 - logits_profile_predictions_loss: 572.2227 - logcount_predictions_loss: 0.2104 20/2540 [..............................] - ETA: 5:54 - loss: 575.7218 - logits_profile_predictions_loss: 571.8275 - logcount_predictions_loss: 0.2105 21/2540 [..............................] - ETA: 5:54 - loss: 575.3908 - logits_profile_predictions_loss: 571.4958 - logcount_predictions_loss: 0.2105 22/2540 [..............................] - ETA: 5:53 - loss: 575.1398 - logits_profile_predictions_loss: 571.2438 - logcount_predictions_loss: 0.2106 23/2540 [..............................] - ETA: 5:53 - loss: 574.9418 - logits_profile_predictions_loss: 571.0438 - logcount_predictions_loss: 0.2107 24/2540 [..............................] - ETA: 5:53 - loss: 574.8173 - logits_profile_predictions_loss: 570.9181 - logcount_predictions_loss: 0.2108 25/2540 [..............................] - ETA: 5:53 - loss: 574.6669 - logits_profile_predictions_loss: 570.7636 - logcount_predictions_loss: 0.2110 26/2540 [..............................] - ETA: 5:53 - loss: 574.3933 - logits_profile_predictions_loss: 570.4873 - logcount_predictions_loss: 0.2111 27/2540 [..............................] - ETA: 5:53 - loss: 574.0961 - logits_profile_predictions_loss: 570.1887 - logcount_predictions_loss: 0.2112 28/2540 [..............................] - ETA: 5:52 - loss: 573.8728 - logits_profile_predictions_loss: 569.9636 - logcount_predictions_loss: 0.2113 29/2540 [..............................] - ETA: 5:52 - loss: 573.6342 - logits_profile_predictions_loss: 569.7234 - logcount_predictions_loss: 0.2114 30/2540 [..............................] - ETA: 5:52 - loss: 573.4440 - logits_profile_predictions_loss: 569.5321 - logcount_predictions_loss: 0.2115 31/2540 [..............................] - ETA: 5:52 - loss: 573.2673 - logits_profile_predictions_loss: 569.3558 - logcount_predictions_loss: 0.2114 32/2540 [..............................] - ETA: 5:52 - loss: 573.1098 - logits_profile_predictions_loss: 569.1927 - logcount_predictions_loss: 0.2117 33/2540 [..............................] - ETA: 5:52 - loss: 572.9604 - logits_profile_predictions_loss: 569.0389 - logcount_predictions_loss: 0.2120 34/2540 [..............................] - ETA: 5:51 - loss: 572.9272 - logits_profile_predictions_loss: 569.0029 - logcount_predictions_loss: 0.2121 35/2540 [..............................] - ETA: 5:51 - loss: 572.8852 - logits_profile_predictions_loss: 568.9585 - logcount_predictions_loss: 0.2123 36/2540 [..............................] - ETA: 5:51 - loss: 572.9865 - logits_profile_predictions_loss: 569.0587 - logcount_predictions_loss: 0.2123 37/2540 [..............................] - ETA: 5:51 - loss: 573.0892 - logits_profile_predictions_loss: 569.1617 - logcount_predictions_loss: 0.2123 38/2540 [..............................] - ETA: 5:51 - loss: 573.1836 - logits_profile_predictions_loss: 569.2569 - logcount_predictions_loss: 0.2123 39/2540 [..............................] - ETA: 5:51 - loss: 573.2537 - logits_profile_predictions_loss: 569.3283 - logcount_predictions_loss: 0.2122 40/2540 [..............................] - ETA: 5:51 - loss: 573.3630 - logits_profile_predictions_loss: 569.4374 - logcount_predictions_loss: 0.2122 41/2540 [..............................] - ETA: 5:50 - loss: 573.4551 - logits_profile_predictions_loss: 569.5296 - logcount_predictions_loss: 0.2122 42/2540 [..............................] - ETA: 5:50 - loss: 573.5624 - logits_profile_predictions_loss: 569.6377 - logcount_predictions_loss: 0.2121 43/2540 [..............................] - ETA: 5:50 - loss: 573.6708 - logits_profile_predictions_loss: 569.7468 - logcount_predictions_loss: 0.2121 44/2540 [..............................] - ETA: 5:50 - loss: 573.7192 - logits_profile_predictions_loss: 569.7961 - logcount_predictions_loss: 0.2121 45/2540 [..............................] - ETA: 5:50 - loss: 573.7060 - logits_profile_predictions_loss: 569.7833 - logcount_predictions_loss: 0.2120 46/2540 [..............................] - ETA: 5:50 - loss: 573.7430 - logits_profile_predictions_loss: 569.8213 - logcount_predictions_loss: 0.2120 47/2540 [..............................] - ETA: 5:50 - loss: 573.7897 - logits_profile_predictions_loss: 569.8689 - logcount_predictions_loss: 0.2119 48/2540 [..............................] - ETA: 5:49 - loss: 573.8239 - logits_profile_predictions_loss: 569.9036 - logcount_predictions_loss: 0.2119 49/2540 [..............................] - ETA: 5:49 - loss: 573.8355 - logits_profile_predictions_loss: 569.9160 - logcount_predictions_loss: 0.2119 50/2540 [..............................] - ETA: 5:49 - loss: 573.8358 - logits_profile_predictions_loss: 569.9175 - logcount_predictions_loss: 0.2118 51/2540 [..............................] - ETA: 5:49 - loss: 573.8820 - logits_profile_predictions_loss: 569.9651 - logcount_predictions_loss: 0.2117 52/2540 [..............................] - ETA: 5:49 - loss: 573.8954 - logits_profile_predictions_loss: 569.9793 - logcount_predictions_loss: 0.2117 53/2540 [..............................] - ETA: 5:49 - loss: 573.9081 - logits_profile_predictions_loss: 569.9933 - logcount_predictions_loss: 0.2116 54/2540 [..............................] - ETA: 5:49 - loss: 573.9126 - logits_profile_predictions_loss: 569.9985 - logcount_predictions_loss: 0.2116 55/2540 [..............................] - ETA: 5:48 - loss: 573.9231 - logits_profile_predictions_loss: 570.0101 - logcount_predictions_loss: 0.2115 56/2540 [..............................] - ETA: 5:48 - loss: 573.9326 - logits_profile_predictions_loss: 570.0206 - logcount_predictions_loss: 0.2115 57/2540 [..............................] - ETA: 5:48 - loss: 573.9446 - logits_profile_predictions_loss: 570.0327 - logcount_predictions_loss: 0.2115 58/2540 [..............................] - ETA: 5:48 - loss: 573.9586 - logits_profile_predictions_loss: 570.0465 - logcount_predictions_loss: 0.2115 59/2540 [..............................] - ETA: 5:48 - loss: 573.9748 - logits_profile_predictions_loss: 570.0626 - logcount_predictions_loss: 0.2115 60/2540 [..............................] - ETA: 5:48 - loss: 574.0047 - logits_profile_predictions_loss: 570.0922 - logcount_predictions_loss: 0.2115 61/2540 [..............................] - ETA: 5:48 - loss: 574.0147 - logits_profile_predictions_loss: 570.1021 - logcount_predictions_loss: 0.2115 62/2540 [..............................] - ETA: 5:47 - loss: 574.0196 - logits_profile_predictions_loss: 570.1070 - logcount_predictions_loss: 0.2115 63/2540 [..............................] - ETA: 5:47 - loss: 574.0387 - logits_profile_predictions_loss: 570.1262 - logcount_predictions_loss: 0.2115 64/2540 [..............................] - ETA: 5:47 - loss: 574.0598 - logits_profile_predictions_loss: 570.1476 - logcount_predictions_loss: 0.2115 65/2540 [..............................] - ETA: 5:47 - loss: 574.0938 - logits_profile_predictions_loss: 570.1815 - logcount_predictions_loss: 0.2115 66/2540 [..............................] - ETA: 5:47 - loss: 574.1167 - logits_profile_predictions_loss: 570.2043 - logcount_predictions_loss: 0.2115 67/2540 [..............................] - ETA: 5:47 - loss: 574.1445 - logits_profile_predictions_loss: 570.2324 - logcount_predictions_loss: 0.2115 68/2540 [..............................] - ETA: 5:46 - loss: 574.1743 - logits_profile_predictions_loss: 570.2622 - logcount_predictions_loss: 0.2115 69/2540 [..............................] - ETA: 5:46 - loss: 574.1875 - logits_profile_predictions_loss: 570.2754 - logcount_predictions_loss: 0.2115 70/2540 [..............................] - ETA: 5:46 - loss: 574.2022 - logits_profile_predictions_loss: 570.2903 - logcount_predictions_loss: 0.2115 71/2540 [..............................] - ETA: 5:46 - loss: 574.2051 - logits_profile_predictions_loss: 570.2933 - logcount_predictions_loss: 0.2114 72/2540 [..............................] - ETA: 5:46 - loss: 574.1994 - logits_profile_predictions_loss: 570.2876 - logcount_predictions_loss: 0.2114 73/2540 [..............................] - ETA: 5:46 - loss: 574.2163 - logits_profile_predictions_loss: 570.3046 - logcount_predictions_loss: 0.2114 74/2540 [..............................] - ETA: 5:46 - loss: 574.2239 - logits_profile_predictions_loss: 570.3127 - logcount_predictions_loss: 0.2114 75/2540 [..............................] - ETA: 5:45 - loss: 574.2228 - logits_profile_predictions_loss: 570.3120 - logcount_predictions_loss: 0.2114 76/2540 [..............................] - ETA: 5:45 - loss: 574.2189 - logits_profile_predictions_loss: 570.3087 - logcount_predictions_loss: 0.2114 77/2540 [..............................] - ETA: 5:45 - loss: 574.2345 - logits_profile_predictions_loss: 570.3246 - logcount_predictions_loss: 0.2113 78/2540 [..............................] - ETA: 5:45 - loss: 574.2626 - logits_profile_predictions_loss: 570.3530 - logcount_predictions_loss: 0.2113 79/2540 [..............................] - ETA: 5:45 - loss: 574.2805 - logits_profile_predictions_loss: 570.3711 - logcount_predictions_loss: 0.2113 80/2540 [..............................] - ETA: 5:45 - loss: 574.3018 - logits_profile_predictions_loss: 570.3926 - logcount_predictions_loss: 0.2113 81/2540 [..............................] - ETA: 5:45 - loss: 574.3196 - logits_profile_predictions_loss: 570.4106 - logcount_predictions_loss: 0.2113 82/2540 [..............................] - ETA: 5:44 - loss: 574.3383 - logits_profile_predictions_loss: 570.4296 - logcount_predictions_loss: 0.2113 83/2540 [..............................] - ETA: 5:44 - loss: 574.3571 - logits_profile_predictions_loss: 570.4487 - logcount_predictions_loss: 0.2113 84/2540 [..............................] - ETA: 5:44 - loss: 574.3828 - logits_profile_predictions_loss: 570.4746 - logcount_predictions_loss: 0.2113 85/2540 [>.............................] - ETA: 5:44 - loss: 574.4089 - logits_profile_predictions_loss: 570.5008 - logcount_predictions_loss: 0.2112 86/2540 [>.............................] - ETA: 5:44 - loss: 574.4283 - logits_profile_predictions_loss: 570.5206 - logcount_predictions_loss: 0.2112 87/2540 [>.............................] - ETA: 5:44 - loss: 574.4351 - logits_profile_predictions_loss: 570.5277 - logcount_predictions_loss: 0.2112 88/2540 [>.............................] - ETA: 5:44 - loss: 574.4457 - logits_profile_predictions_loss: 570.5384 - logcount_predictions_loss: 0.2112 89/2540 [>.............................] - ETA: 5:43 - loss: 574.4533 - logits_profile_predictions_loss: 570.5461 - logcount_predictions_loss: 0.2112 90/2540 [>.............................] - ETA: 5:43 - loss: 574.4718 - logits_profile_predictions_loss: 570.5648 - logcount_predictions_loss: 0.2112 91/2540 [>.............................] - ETA: 5:43 - loss: 574.4967 - logits_profile_predictions_loss: 570.5897 - logcount_predictions_loss: 0.2112 92/2540 [>.............................] - ETA: 5:43 - loss: 574.5209 - logits_profile_predictions_loss: 570.6141 - logcount_predictions_loss: 0.2112 93/2540 [>.............................] - ETA: 5:43 - loss: 574.5640 - logits_profile_predictions_loss: 570.6574 - logcount_predictions_loss: 0.2112 94/2540 [>.............................] - ETA: 5:43 - loss: 574.6034 - logits_profile_predictions_loss: 570.6968 - logcount_predictions_loss: 0.2112 95/2540 [>.............................] - ETA: 5:43 - loss: 574.6401 - logits_profile_predictions_loss: 570.7334 - logcount_predictions_loss: 0.2112 96/2540 [>.............................] - ETA: 5:42 - loss: 574.6852 - logits_profile_predictions_loss: 570.7782 - logcount_predictions_loss: 0.2112 97/2540 [>.............................] - ETA: 5:42 - loss: 574.7277 - logits_profile_predictions_loss: 570.8205 - logcount_predictions_loss: 0.2112 98/2540 [>.............................] - ETA: 5:42 - loss: 574.7740 - logits_profile_predictions_loss: 570.8667 - logcount_predictions_loss: 0.2112 99/2540 [>.............................] - ETA: 5:42 - loss: 574.8117 - logits_profile_predictions_loss: 570.9043 - logcount_predictions_loss: 0.2112 100/2540 [>.............................] - ETA: 5:42 - loss: 574.8548 - logits_profile_predictions_loss: 570.9473 - logcount_predictions_loss: 0.2112 101/2540 [>.............................] - ETA: 5:42 - loss: 574.8902 - logits_profile_predictions_loss: 570.9827 - logcount_predictions_loss: 0.2112 102/2540 [>.............................] - ETA: 5:42 - loss: 574.9221 - logits_profile_predictions_loss: 571.0148 - logcount_predictions_loss: 0.2112 103/2540 [>.............................] - ETA: 5:41 - loss: 574.9625 - logits_profile_predictions_loss: 571.0551 - logcount_predictions_loss: 0.2112 104/2540 [>.............................] - ETA: 5:41 - loss: 575.0044 - logits_profile_predictions_loss: 571.0970 - logcount_predictions_loss: 0.2112 105/2540 [>.............................] - ETA: 5:41 - loss: 575.0435 - logits_profile_predictions_loss: 571.1362 - logcount_predictions_loss: 0.2112 106/2540 [>.............................] - ETA: 5:41 - loss: 575.0792 - logits_profile_predictions_loss: 571.1720 - logcount_predictions_loss: 0.2112 107/2540 [>.............................] - ETA: 5:41 - loss: 575.1101 - logits_profile_predictions_loss: 571.2030 - logcount_predictions_loss: 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logits_profile_predictions_loss: 571.3045 - logcount_predictions_loss: 0.2111 115/2540 [>.............................] - ETA: 5:40 - loss: 575.2141 - logits_profile_predictions_loss: 571.3090 - logcount_predictions_loss: 0.2111 116/2540 [>.............................] - ETA: 5:40 - loss: 575.2201 - logits_profile_predictions_loss: 571.3150 - logcount_predictions_loss: 0.2111 117/2540 [>.............................] - ETA: 5:40 - loss: 575.2278 - logits_profile_predictions_loss: 571.3226 - logcount_predictions_loss: 0.2111 118/2540 [>.............................] - ETA: 5:39 - loss: 575.2317 - logits_profile_predictions_loss: 571.3266 - logcount_predictions_loss: 0.2111 119/2540 [>.............................] - ETA: 5:39 - loss: 575.2370 - logits_profile_predictions_loss: 571.3320 - logcount_predictions_loss: 0.2111 120/2540 [>.............................] - ETA: 5:39 - loss: 575.2394 - logits_profile_predictions_loss: 571.3343 - logcount_predictions_loss: 0.2111 121/2540 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[============================>.] - ETA: 4s - loss: 578.5730 - logits_profile_predictions_loss: 574.7466 - logcount_predictions_loss: 0.2068 2509/2540 [============================>.] - ETA: 4s - loss: 578.5724 - logits_profile_predictions_loss: 574.7460 - logcount_predictions_loss: 0.2068 2510/2540 [============================>.] - ETA: 4s - loss: 578.5718 - logits_profile_predictions_loss: 574.7454 - logcount_predictions_loss: 0.2068 2511/2540 [============================>.] - ETA: 4s - loss: 578.5713 - logits_profile_predictions_loss: 574.7449 - logcount_predictions_loss: 0.2068 2512/2540 [============================>.] - ETA: 3s - loss: 578.5707 - logits_profile_predictions_loss: 574.7443 - logcount_predictions_loss: 0.2068 2513/2540 [============================>.] - ETA: 3s - loss: 578.5702 - logits_profile_predictions_loss: 574.7437 - logcount_predictions_loss: 0.2068 2514/2540 [============================>.] - ETA: 3s - loss: 578.5696 - logits_profile_predictions_loss: 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[==============================] - 373s 147ms/step - loss: 578.5553 - logits_profile_predictions_loss: 574.7287 - logcount_predictions_loss: 0.2068 - val_loss: 645.7924 - val_logits_profile_predictions_loss: 640.9092 - val_logcount_predictions_loss: 0.2639 Epoch 00016: val_loss did not improve from 642.22864 Epoch 17/50 1/2540 [..............................] - ETA: 6:41 - loss: 530.7192 - logits_profile_predictions_loss: 527.0487 - logcount_predictions_loss: 0.1984 2/2540 [..............................] - ETA: 5:56 - loss: 543.0205 - logits_profile_predictions_loss: 539.2789 - logcount_predictions_loss: 0.2022 3/2540 [..............................] - ETA: 5:55 - loss: 543.0906 - logits_profile_predictions_loss: 539.3565 - logcount_predictions_loss: 0.2018 4/2540 [..............................] - ETA: 5:54 - loss: 543.1550 - logits_profile_predictions_loss: 539.4255 - logcount_predictions_loss: 0.2016 5/2540 [..............................] - ETA: 5:53 - loss: 544.2242 - logits_profile_predictions_loss: 540.5375 - logcount_predictions_loss: 0.1993 6/2540 [..............................] - ETA: 5:53 - loss: 545.1172 - logits_profile_predictions_loss: 541.4598 - logcount_predictions_loss: 0.1977 7/2540 [..............................] - ETA: 5:53 - loss: 546.5061 - logits_profile_predictions_loss: 542.8748 - logcount_predictions_loss: 0.1963 8/2540 [..............................] - ETA: 5:53 - loss: 546.3826 - logits_profile_predictions_loss: 542.7802 - logcount_predictions_loss: 0.1947 9/2540 [..............................] - ETA: 5:53 - loss: 545.9280 - logits_profile_predictions_loss: 542.3471 - logcount_predictions_loss: 0.1936 10/2540 [..............................] - ETA: 5:53 - loss: 546.7644 - logits_profile_predictions_loss: 543.2006 - logcount_predictions_loss: 0.1926 11/2540 [..............................] - ETA: 5:53 - loss: 547.8087 - logits_profile_predictions_loss: 544.2583 - logcount_predictions_loss: 0.1919 12/2540 [..............................] - ETA: 5:53 - loss: 548.5908 - logits_profile_predictions_loss: 545.0536 - logcount_predictions_loss: 0.1912 13/2540 [..............................] - ETA: 5:53 - loss: 549.4947 - logits_profile_predictions_loss: 545.9643 - logcount_predictions_loss: 0.1908 14/2540 [..............................] - ETA: 5:53 - loss: 550.1829 - logits_profile_predictions_loss: 546.6566 - logcount_predictions_loss: 0.1906 15/2540 [..............................] - ETA: 5:53 - loss: 550.6279 - logits_profile_predictions_loss: 547.1102 - logcount_predictions_loss: 0.1901 16/2540 [..............................] - ETA: 5:53 - loss: 551.4781 - logits_profile_predictions_loss: 547.9696 - logcount_predictions_loss: 0.1896 17/2540 [..............................] - ETA: 5:53 - loss: 552.2106 - logits_profile_predictions_loss: 548.7058 - logcount_predictions_loss: 0.1894 18/2540 [..............................] - ETA: 5:52 - loss: 552.8739 - logits_profile_predictions_loss: 549.3702 - logcount_predictions_loss: 0.1894 19/2540 [..............................] - ETA: 5:52 - loss: 553.6828 - logits_profile_predictions_loss: 550.1804 - logcount_predictions_loss: 0.1893 20/2540 [..............................] - ETA: 5:52 - loss: 554.4810 - logits_profile_predictions_loss: 550.9832 - logcount_predictions_loss: 0.1891 21/2540 [..............................] - ETA: 5:52 - loss: 555.1134 - logits_profile_predictions_loss: 551.6174 - logcount_predictions_loss: 0.1890 22/2540 [..............................] - ETA: 5:52 - loss: 555.7283 - logits_profile_predictions_loss: 552.2302 - logcount_predictions_loss: 0.1891 23/2540 [..............................] - ETA: 5:52 - loss: 556.3016 - logits_profile_predictions_loss: 552.8009 - logcount_predictions_loss: 0.1892 24/2540 [..............................] - ETA: 5:52 - loss: 556.7505 - logits_profile_predictions_loss: 553.2448 - logcount_predictions_loss: 0.1895 25/2540 [..............................] - ETA: 5:52 - 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logits_profile_predictions_loss: 556.7756 - logcount_predictions_loss: 0.1912 39/2540 [..............................] - ETA: 5:50 - loss: 560.4241 - logits_profile_predictions_loss: 556.8859 - logcount_predictions_loss: 0.1913 40/2540 [..............................] - ETA: 5:50 - loss: 560.5316 - logits_profile_predictions_loss: 556.9923 - logcount_predictions_loss: 0.1913 41/2540 [..............................] - ETA: 5:49 - loss: 560.6282 - logits_profile_predictions_loss: 557.0877 - logcount_predictions_loss: 0.1914 42/2540 [..............................] - ETA: 5:49 - loss: 560.7679 - logits_profile_predictions_loss: 557.2262 - logcount_predictions_loss: 0.1914 43/2540 [..............................] - ETA: 5:49 - loss: 560.9337 - logits_profile_predictions_loss: 557.3907 - logcount_predictions_loss: 0.1915 44/2540 [..............................] - ETA: 5:49 - loss: 561.0547 - logits_profile_predictions_loss: 557.5104 - logcount_predictions_loss: 0.1916 45/2540 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[============================>.] - ETA: 1s - loss: 573.2439 - logits_profile_predictions_loss: 569.6367 - logcount_predictions_loss: 0.1950 2532/2540 [============================>.] - ETA: 1s - loss: 573.2440 - logits_profile_predictions_loss: 569.6367 - logcount_predictions_loss: 0.1950 2533/2540 [============================>.] - ETA: 0s - loss: 573.2440 - logits_profile_predictions_loss: 569.6368 - logcount_predictions_loss: 0.1950 2534/2540 [============================>.] - ETA: 0s - loss: 573.2441 - logits_profile_predictions_loss: 569.6369 - logcount_predictions_loss: 0.1950 2535/2540 [============================>.] - ETA: 0s - loss: 573.2442 - logits_profile_predictions_loss: 569.6370 - logcount_predictions_loss: 0.1950 2536/2540 [============================>.] - ETA: 0s - loss: 573.2443 - logits_profile_predictions_loss: 569.6370 - logcount_predictions_loss: 0.1950 2537/2540 [============================>.] - ETA: 0s - loss: 573.2443 - logits_profile_predictions_loss: 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- logcount_predictions_loss: 0.2025 9/2540 [..............................] - ETA: 5:54 - loss: 561.8563 - logits_profile_predictions_loss: 558.0654 - logcount_predictions_loss: 0.2049 10/2540 [..............................] - ETA: 5:53 - loss: 562.5292 - logits_profile_predictions_loss: 558.7082 - logcount_predictions_loss: 0.2065 11/2540 [..............................] - ETA: 5:53 - loss: 563.5023 - logits_profile_predictions_loss: 559.6695 - logcount_predictions_loss: 0.2072 12/2540 [..............................] - ETA: 5:53 - loss: 564.7104 - logits_profile_predictions_loss: 560.8666 - logcount_predictions_loss: 0.2078 13/2540 [..............................] - ETA: 5:53 - loss: 565.7400 - logits_profile_predictions_loss: 561.8962 - logcount_predictions_loss: 0.2078 14/2540 [..............................] - ETA: 5:53 - loss: 566.6484 - logits_profile_predictions_loss: 562.8093 - logcount_predictions_loss: 0.2075 15/2540 [..............................] - ETA: 5:53 - loss: 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[..............................] - ETA: 5:52 - loss: 571.3545 - logits_profile_predictions_loss: 567.5487 - logcount_predictions_loss: 0.2057 23/2540 [..............................] - ETA: 5:52 - loss: 571.4725 - logits_profile_predictions_loss: 567.6722 - logcount_predictions_loss: 0.2054 24/2540 [..............................] - ETA: 5:52 - loss: 571.5102 - logits_profile_predictions_loss: 567.7154 - logcount_predictions_loss: 0.2051 25/2540 [..............................] - ETA: 5:52 - loss: 571.5378 - logits_profile_predictions_loss: 567.7493 - logcount_predictions_loss: 0.2048 26/2540 [..............................] - ETA: 5:51 - loss: 571.6030 - logits_profile_predictions_loss: 567.8179 - logcount_predictions_loss: 0.2046 27/2540 [..............................] - ETA: 5:51 - loss: 571.7095 - logits_profile_predictions_loss: 567.9281 - logcount_predictions_loss: 0.2044 28/2540 [..............................] - ETA: 5:51 - loss: 571.7669 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:47 - loss: 571.4191 - logits_profile_predictions_loss: 567.6986 - logcount_predictions_loss: 0.2011 56/2540 [..............................] - ETA: 5:47 - loss: 571.4013 - logits_profile_predictions_loss: 567.6817 - logcount_predictions_loss: 0.2011 57/2540 [..............................] - ETA: 5:47 - loss: 571.3728 - logits_profile_predictions_loss: 567.6544 - logcount_predictions_loss: 0.2010 58/2540 [..............................] - ETA: 5:47 - loss: 571.3461 - logits_profile_predictions_loss: 567.6287 - logcount_predictions_loss: 0.2009 59/2540 [..............................] - ETA: 5:47 - loss: 571.3044 - logits_profile_predictions_loss: 567.5879 - logcount_predictions_loss: 0.2009 60/2540 [..............................] - ETA: 5:47 - loss: 571.2763 - logits_profile_predictions_loss: 567.5608 - logcount_predictions_loss: 0.2008 61/2540 [..............................] - ETA: 5:47 - loss: 571.2444 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 566.0530 - logcount_predictions_loss: 0.1929 2535/2540 [============================>.] - ETA: 0s - loss: 569.6220 - logits_profile_predictions_loss: 566.0536 - logcount_predictions_loss: 0.1929 2536/2540 [============================>.] - ETA: 0s - loss: 569.6226 - logits_profile_predictions_loss: 566.0542 - logcount_predictions_loss: 0.1929 2537/2540 [============================>.] - ETA: 0s - loss: 569.6232 - logits_profile_predictions_loss: 566.0548 - logcount_predictions_loss: 0.1929 2538/2540 [============================>.] - ETA: 0s - loss: 569.6238 - logits_profile_predictions_loss: 566.0554 - logcount_predictions_loss: 0.1929 2539/2540 [============================>.] - ETA: 0s - loss: 569.6244 - logits_profile_predictions_loss: 566.0560 - logcount_predictions_loss: 0.1929 2540/2540 [==============================] - ETA: 0s - loss: 569.6250 - logits_profile_predictions_loss: 566.0566 - logcount_predictions_loss: 0.1929 2540/2540 [==============================] - 372s 147ms/step - loss: 569.6256 - logits_profile_predictions_loss: 566.0573 - logcount_predictions_loss: 0.1929 - val_loss: 648.7365 - val_logits_profile_predictions_loss: 643.9021 - val_logcount_predictions_loss: 0.2613 Epoch 00018: val_loss did not improve from 642.22864 Restoring model weights from the end of the best epoch. Epoch 00018: early stopping save model save model without bias 2022-10-15_15-53-40: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR856XGY//preprocessing/bigWigs/ENCSR856XGY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(35964, 10) loading nonpeaks... got split:test for bed regions:(33604, 10) 0/272 100/272 200/272 2022-10-15_15-57-19: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR856XGY//preprocessing/bigWigs/ENCSR856XGY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(35964, 10) loading nonpeaks... got split:test for bed regions:(33604, 10) 0/272 100/272 200/272 2022-10-15_16-00-25: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR856XGY//preprocessing/bigWigs/ENCSR856XGY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(35964, 10) loading nonpeaks... got split:test for bed regions:(33604, 10) 0/272 100/272 200/272 2022-10-15_16-02-42: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//footprints 2022-10-15_16-02-42: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 3:38 3/35 [=>............................] - ETA: 10s  4/35 [==>...........................] - ETA: 13s 5/35 [===>..........................] - ETA: 14s 6/35 [====>.........................] - ETA: 14s 7/35 [=====>........................] - ETA: 14s 8/35 [=====>........................] - ETA: 14s 9/35 [======>.......................] - ETA: 14s 10/35 [=======>......................] - ETA: 13s 11/35 [========>.....................] - ETA: 13s 12/35 [=========>....................] - ETA: 13s 13/35 [==========>...................] - ETA: 12s 14/35 [===========>..................] - ETA: 12s 15/35 [===========>..................] - ETA: 11s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 10s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 8s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 7s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 5s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 29s 651ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 19s 4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 18s 6/35 [====>.........................] - ETA: 18s 7/35 [=====>........................] - ETA: 17s 8/35 [=====>........................] - ETA: 16s 9/35 [======>.......................] - ETA: 16s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 9s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 21s 627ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 19s 4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 18s 6/35 [====>.........................] - ETA: 18s 7/35 [=====>........................] - ETA: 17s 8/35 [=====>........................] - ETA: 16s 9/35 [======>.......................] - ETA: 16s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 9s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 21s 626ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 19s 4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 18s 6/35 [====>.........................] - ETA: 18s 7/35 [=====>........................] - ETA: 17s 8/35 [=====>........................] - ETA: 16s 9/35 [======>.......................] - ETA: 16s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 9s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 21s 627ms/step Saving marginal footprints 2022-10-15_16-04-34: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//footprints 2022-10-15_16-04-34: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR856XGY//chrombppnet_model_encsr880cub_bias_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 1:38 3/35 [=>............................] - ETA: 0s  4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 14/35 [===========>..................] - ETA: 0s 15/35 [===========>..................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 5s 53ms/step 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 15/35 [===========>..................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 50ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 15/35 [===========>..................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - 2s 50ms/step 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 15/35 [===========>..................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 50ms/step Saving marginal footprints