diff --git "a/fold_0/logs.models.fold_0.ENCSR384GGJ/logfile.modelling.fold_0.ENCSR384GGJ.stdout_v1.txt" "b/fold_0/logs.models.fold_0.ENCSR384GGJ/logfile.modelling.fold_0.ENCSR384GGJ.stdout_v1.txt" new file mode 100644--- /dev/null +++ "b/fold_0/logs.models.fold_0.ENCSR384GGJ/logfile.modelling.fold_0.ENCSR384GGJ.stdout_v1.txt" @@ -0,0 +1,438 @@ +2022-02-24_22-33-42: python /scratch/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ + --genome=reference/hg38.genome.fa \ + --bigwig=data/ENCSR384GGJ.bigWig \ + --peaks=data/peaks.bed.gz \ + --nonpeaks=data/negatives_with_summit.bed \ + --outlier_threshold=0.99 \ + --chr_fold_path=splits/fold_0.json \ + --negative_sampling_ratio=0.1 \ + --inputlen=2114 \ + --outputlen=1000 \ + --max_jitter=500 \ + --filters=512 \ + --n_dilation_layers=8 \ + --bias_model_path=reference/ENCSR283TME_bias_0.9.h5 \ + --output_dir=chrombppnet_model_encsr283tme_bias/ +evaluating hyperparameters on the following chromosomes ['chr2', 'chr4', 'chr5', 'chr7', 'chr9', 'chr10', 'chr11', 'chr12', 'chr13', 'chr14', 'chr15', 'chr16', 'chr17', 'chr18', 'chr19', 'chr21', 'chr22', 'chrX', 'chrY', 'chr8', 'chr20'] +Number of peaks input: 80485 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 80485 +Number of peaks input: 22078 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 22078 +Number of non peaks input: 80484 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 80484 +Number of non peaks input: 22078 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 22078 +Number of peaks after removing outliers: 79599 +Number of nonpeaks after removing outliers: 70333 +got the model +Model: "functional_1" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 +__________________________________________________________________________________________________ +Predicting within adjust counts + 1/2198 [..............................] - ETA: 43:49 5/2198 [..............................] - ETA: 28s  9/2198 [..............................] - ETA: 30s 12/2198 [..............................] - ETA: 32s 16/2198 [..............................] - ETA: 32s 20/2198 [..............................] - ETA: 32s 24/2198 [..............................] - ETA: 31s 28/2198 [..............................] - ETA: 31s 31/2198 [..............................] - ETA: 32s 35/2198 [..............................] - ETA: 31s 39/2198 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[============================>.] - ETA: 0s 2180/2198 [============================>.] - ETA: 0s 2184/2198 [============================>.] - ETA: 0s 2188/2198 [============================>.] - ETA: 0s 2192/2198 [============================>.] - ETA: 0s 2196/2198 [============================>.] - ETA: 0s 2198/2198 [==============================] - ETA: 0s 2198/2198 [==============================] - 33s 14ms/step +2022-02-24_22-35-38: python /scratch/chrombpnet/src/training/train.py \ + --genome=reference/hg38.genome.fa \ + --bigwig=data/ENCSR384GGJ.bigWig \ + --peaks=chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ + --nonpeaks=chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ + --params=chrombppnet_model_encsr283tme_bias//chrombpnet_model_params.tsv \ + --output_prefix=chrombppnet_model_encsr283tme_bias//chrombpnet \ + --chr_fold_path=splits/fold_0.json \ + --batch_size=64 \ + --architecture_from_file=/scratch/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': '7.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': 'chrombppnet_model_encsr283tme_bias/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': 'splits/fold_0.json', 'negative_sampling_ratio': '0.1'} +got the model +loading peaks... +got split:train for bed regions:(72535, 10) +loading nonpeaks... +got split:train for bed regions:(63896, 10) +loading peaks... +got split:valid for bed regions:(7064, 10) +loading nonpeaks... +got split:valid for bed regions:(6437, 10) +Epoch 1/50 + 1/1247 [..............................] - ETA: 2:26:29 - loss: 826.4974 - logits_profile_predictions_loss: 783.4484 - logcount_predictions_loss: 6.1499 2/1247 [..............................] - ETA: 17:48 - loss: 1546.8277 - logits_profile_predictions_loss: 749.9579 - logcount_predictions_loss: 113.8385 3/1247 [..............................] - ETA: 17:44 - loss: 1585.2797 - logits_profile_predictions_loss: 706.0512 - logcount_predictions_loss: 125.6040 4/1247 [..............................] - ETA: 17:42 - loss: 1546.0006 - logits_profile_predictions_loss: 688.1097 - logcount_predictions_loss: 122.5558 5/1247 [..............................] - ETA: 17:41 - loss: 1494.6855 - logits_profile_predictions_loss: 679.7367 - logcount_predictions_loss: 116.4212 6/1247 [..............................] - ETA: 17:39 - loss: 1441.2456 - logits_profile_predictions_loss: 671.5926 - logcount_predictions_loss: 109.9504 7/1247 [..............................] - ETA: 17:37 - loss: 1396.2475 - logits_profile_predictions_loss: 668.9862 - logcount_predictions_loss: 103.8945 8/1247 [..............................] - ETA: 17:35 - loss: 1354.3890 - logits_profile_predictions_loss: 665.7038 - logcount_predictions_loss: 98.3836  9/1247 [..............................] - ETA: 17:33 - loss: 1317.4585 - logits_profile_predictions_loss: 663.3802 - logcount_predictions_loss: 93.4398 10/1247 [..............................] - ETA: 17:32 - loss: 1283.4208 - logits_profile_predictions_loss: 660.4368 - logcount_predictions_loss: 88.9977 11/1247 [..............................] - ETA: 17:30 - loss: 1252.2166 - logits_profile_predictions_loss: 657.1759 - logcount_predictions_loss: 85.0058 12/1247 [..............................] - ETA: 17:28 - loss: 1223.4132 - logits_profile_predictions_loss: 653.5932 - logcount_predictions_loss: 81.4029 13/1247 [..............................] - ETA: 17:27 - loss: 1197.6256 - logits_profile_predictions_loss: 650.6354 - logcount_predictions_loss: 78.1415 14/1247 [..............................] - ETA: 17:25 - loss: 1174.7126 - logits_profile_predictions_loss: 648.4484 - logcount_predictions_loss: 75.1806 15/1247 [..............................] - ETA: 17:24 - loss: 1154.1122 - logits_profile_predictions_loss: 646.7518 - logcount_predictions_loss: 72.4801 16/1247 [..............................] - ETA: 17:23 - loss: 1135.2266 - logits_profile_predictions_loss: 645.1935 - logcount_predictions_loss: 70.0047 17/1247 [..............................] - ETA: 17:22 - loss: 1117.2994 - logits_profile_predictions_loss: 643.2439 - logcount_predictions_loss: 67.7222 18/1247 [..............................] - ETA: 17:21 - loss: 1101.1658 - logits_profile_predictions_loss: 641.8357 - logcount_predictions_loss: 65.6186 19/1247 [..............................] - ETA: 17:20 - loss: 1086.2506 - logits_profile_predictions_loss: 640.5600 - logcount_predictions_loss: 63.6701 20/1247 [..............................] - ETA: 17:19 - loss: 1072.6229 - logits_profile_predictions_loss: 639.5908 - logcount_predictions_loss: 61.8617 21/1247 [..............................] - ETA: 17:18 - loss: 1060.0109 - logits_profile_predictions_loss: 638.7644 - logcount_predictions_loss: 60.1781 22/1247 [..............................] - ETA: 17:17 - loss: 1048.1676 - logits_profile_predictions_loss: 637.9365 - logcount_predictions_loss: 58.6044 23/1247 [..............................] - ETA: 17:16 - loss: 1037.3150 - logits_profile_predictions_loss: 637.3956 - logcount_predictions_loss: 57.1313 24/1247 [..............................] - ETA: 17:15 - loss: 1027.3543 - logits_profile_predictions_loss: 637.1035 - logcount_predictions_loss: 55.7501 25/1247 [..............................] - ETA: 17:14 - loss: 1017.9455 - logits_profile_predictions_loss: 636.7895 - logcount_predictions_loss: 54.4509 26/1247 [..............................] - ETA: 17:13 - loss: 1009.1175 - logits_profile_predictions_loss: 636.5310 - logcount_predictions_loss: 53.2266 27/1247 [..............................] - ETA: 17:13 - loss: 1000.5803 - logits_profile_predictions_loss: 636.0948 - logcount_predictions_loss: 52.0694 28/1247 [..............................] - ETA: 17:12 - loss: 992.5692 - logits_profile_predictions_loss: 635.7425 - logcount_predictions_loss: 50.9752  29/1247 [..............................] - ETA: 17:11 - loss: 984.9185 - logits_profile_predictions_loss: 635.3553 - logcount_predictions_loss: 49.9376 30/1247 [..............................] - ETA: 17:10 - loss: 977.6535 - logits_profile_predictions_loss: 634.9869 - logcount_predictions_loss: 48.9524 31/1247 [..............................] - ETA: 17:10 - loss: 970.7067 - logits_profile_predictions_loss: 634.5925 - logcount_predictions_loss: 48.0163 32/1247 [..............................] - ETA: 17:09 - loss: 964.0090 - logits_profile_predictions_loss: 634.1361 - logcount_predictions_loss: 47.1247 33/1247 [..............................] - ETA: 17:08 - loss: 957.6601 - logits_profile_predictions_loss: 633.7351 - logcount_predictions_loss: 46.2750 34/1247 [..............................] - ETA: 17:07 - loss: 951.5608 - logits_profile_predictions_loss: 633.3153 - logcount_predictions_loss: 45.4636 35/1247 [..............................] - ETA: 17:06 - loss: 945.5923 - logits_profile_predictions_loss: 632.7812 - logcount_predictions_loss: 44.6873 36/1247 [..............................] - ETA: 17:05 - loss: 939.9209 - logits_profile_predictions_loss: 632.3064 - logcount_predictions_loss: 43.9449 37/1247 [..............................] - ETA: 17:05 - loss: 934.3500 - logits_profile_predictions_loss: 631.7194 - logcount_predictions_loss: 43.2329 38/1247 [..............................] - ETA: 17:04 - loss: 928.9905 - logits_profile_predictions_loss: 631.1380 - logcount_predictions_loss: 42.5504 39/1247 [..............................] - ETA: 17:03 - loss: 923.7274 - logits_profile_predictions_loss: 630.4684 - logcount_predictions_loss: 41.8941 40/1247 [..............................] - ETA: 17:02 - loss: 918.7886 - logits_profile_predictions_loss: 629.9368 - logcount_predictions_loss: 41.2645 41/1247 [..............................] - ETA: 17:02 - loss: 914.0217 - logits_profile_predictions_loss: 629.4091 - logcount_predictions_loss: 40.6590 42/1247 [>.............................] - ETA: 17:01 - loss: 909.4442 - logits_profile_predictions_loss: 628.9117 - logcount_predictions_loss: 40.0761 43/1247 [>.............................] - ETA: 17:00 - loss: 905.0999 - logits_profile_predictions_loss: 628.4937 - logcount_predictions_loss: 39.5152 44/1247 [>.............................] - ETA: 17:00 - loss: 901.0941 - logits_profile_predictions_loss: 628.2627 - logcount_predictions_loss: 38.9759 45/1247 [>.............................] - ETA: 16:59 - loss: 897.2337 - logits_profile_predictions_loss: 628.0410 - logcount_predictions_loss: 38.4561 46/1247 [>.............................] - ETA: 16:58 - loss: 893.3788 - logits_profile_predictions_loss: 627.7044 - logcount_predictions_loss: 37.9535 47/1247 [>.............................] - ETA: 16:57 - loss: 889.6703 - logits_profile_predictions_loss: 627.3919 - logcount_predictions_loss: 37.4683 48/1247 [>.............................] - ETA: 16:57 - loss: 886.1215 - logits_profile_predictions_loss: 627.1231 - logcount_predictions_loss: 36.9998 49/1247 [>.............................] - ETA: 16:56 - loss: 882.7027 - logits_profile_predictions_loss: 626.8754 - logcount_predictions_loss: 36.5468 50/1247 [>.............................] - ETA: 16:55 - loss: 879.3871 - logits_profile_predictions_loss: 626.6284 - logcount_predictions_loss: 36.1084 51/1247 [>.............................] - ETA: 16:54 - loss: 876.1739 - logits_profile_predictions_loss: 626.3867 - logcount_predictions_loss: 35.6839 52/1247 [>.............................] - ETA: 16:54 - loss: 873.1015 - logits_profile_predictions_loss: 626.1894 - logcount_predictions_loss: 35.2732 53/1247 [>.............................] - ETA: 16:53 - loss: 870.1362 - logits_profile_predictions_loss: 626.0107 - logcount_predictions_loss: 34.8751 54/1247 [>.............................] - ETA: 16:52 - loss: 867.2947 - logits_profile_predictions_loss: 625.8708 - logcount_predictions_loss: 34.4891 55/1247 [>.............................] - ETA: 16:51 - loss: 864.5445 - logits_profile_predictions_loss: 625.7409 - logcount_predictions_loss: 34.1148 56/1247 [>.............................] - ETA: 16:51 - loss: 861.8754 - logits_profile_predictions_loss: 625.6163 - logcount_predictions_loss: 33.7513 57/1247 [>.............................] - ETA: 16:50 - loss: 859.2919 - logits_profile_predictions_loss: 625.5037 - logcount_predictions_loss: 33.3983 58/1247 [>.............................] - ETA: 16:49 - loss: 856.7967 - logits_profile_predictions_loss: 625.4086 - logcount_predictions_loss: 33.0554 59/1247 [>.............................] - ETA: 16:49 - loss: 854.3878 - logits_profile_predictions_loss: 625.3327 - logcount_predictions_loss: 32.7221 60/1247 [>.............................] - ETA: 16:48 - loss: 852.0596 - logits_profile_predictions_loss: 625.2734 - logcount_predictions_loss: 32.3980 61/1247 [>.............................] - ETA: 16:47 - loss: 849.8079 - logits_profile_predictions_loss: 625.2280 - logcount_predictions_loss: 32.0828 62/1247 [>.............................] - ETA: 16:47 - loss: 847.6807 - logits_profile_predictions_loss: 625.2452 - logcount_predictions_loss: 31.7765 63/1247 [>.............................] - ETA: 16:46 - loss: 845.6135 - logits_profile_predictions_loss: 625.2646 - logcount_predictions_loss: 31.4784 64/1247 [>.............................] - ETA: 16:45 - loss: 843.6186 - logits_profile_predictions_loss: 625.3018 - logcount_predictions_loss: 31.1881 65/1247 [>.............................] - ETA: 16:45 - loss: 841.6436 - logits_profile_predictions_loss: 625.3090 - logcount_predictions_loss: 30.9049 66/1247 [>.............................] - ETA: 16:44 - loss: 839.7841 - logits_profile_predictions_loss: 625.3782 - logcount_predictions_loss: 30.6294 67/1247 [>.............................] - ETA: 16:43 - loss: 837.9698 - logits_profile_predictions_loss: 625.4451 - logcount_predictions_loss: 30.3607 68/1247 [>.............................] - ETA: 16:43 - loss: 836.2076 - logits_profile_predictions_loss: 625.5177 - logcount_predictions_loss: 30.0986 69/1247 [>.............................] - ETA: 16:42 - loss: 834.4830 - logits_profile_predictions_loss: 625.5837 - logcount_predictions_loss: 29.8428 70/1247 [>.............................] - ETA: 16:41 - loss: 832.7608 - logits_profile_predictions_loss: 625.6123 - logcount_predictions_loss: 29.5926 71/1247 [>.............................] - ETA: 16:41 - loss: 831.0777 - logits_profile_predictions_loss: 625.6384 - logcount_predictions_loss: 29.3485 72/1247 [>.............................] - ETA: 16:40 - loss: 829.4636 - logits_profile_predictions_loss: 625.6925 - logcount_predictions_loss: 29.1101 73/1247 [>.............................] - ETA: 16:39 - loss: 827.8767 - 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[>.............................] - ETA: 16:34 - loss: 817.6980 - logits_profile_predictions_loss: 626.0059 - logcount_predictions_loss: 27.3846 81/1247 [>.............................] - ETA: 16:34 - loss: 816.3208 - logits_profile_predictions_loss: 625.9990 - logcount_predictions_loss: 27.1888 82/1247 [>.............................] - ETA: 16:33 - loss: 814.9869 - logits_profile_predictions_loss: 626.0062 - logcount_predictions_loss: 26.9972 83/1247 [>.............................] - ETA: 16:32 - loss: 813.6918 - logits_profile_predictions_loss: 626.0245 - logcount_predictions_loss: 26.8096 84/1247 [=>............................] - ETA: 16:32 - loss: 812.3957 - logits_profile_predictions_loss: 626.0173 - logcount_predictions_loss: 26.6255 85/1247 [=>............................] - ETA: 16:31 - loss: 811.1293 - logits_profile_predictions_loss: 626.0142 - logcount_predictions_loss: 26.4450 86/1247 [=>............................] - ETA: 16:30 - loss: 809.8587 - 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[============================>.] - ETA: 9s - loss: 618.4907 - logits_profile_predictions_loss: 566.8850 - logcount_predictions_loss: 7.3722 1238/1247 [============================>.] - ETA: 8s - loss: 618.4389 - logits_profile_predictions_loss: 566.8535 - logcount_predictions_loss: 7.3694 1239/1247 [============================>.] - ETA: 7s - loss: 618.3872 - logits_profile_predictions_loss: 566.8220 - logcount_predictions_loss: 7.3665 1240/1247 [============================>.] - ETA: 6s - loss: 618.3356 - logits_profile_predictions_loss: 566.7906 - logcount_predictions_loss: 7.3636 1241/1247 [============================>.] - ETA: 5s - loss: 618.2839 - logits_profile_predictions_loss: 566.7592 - logcount_predictions_loss: 7.3607 1242/1247 [============================>.] - ETA: 4s - loss: 618.2324 - logits_profile_predictions_loss: 566.7278 - logcount_predictions_loss: 7.3578 1243/1247 [============================>.] - ETA: 3s - loss: 618.1809 - logits_profile_predictions_loss: 566.6965 - logcount_predictions_loss: 7.3549 1244/1247 [============================>.] - ETA: 2s - loss: 618.1295 - logits_profile_predictions_loss: 566.6652 - logcount_predictions_loss: 7.3520 1245/1247 [============================>.] - ETA: 1s - loss: 618.0781 - logits_profile_predictions_loss: 566.6339 - logcount_predictions_loss: 7.3492 1246/1247 [============================>.] - ETA: 0s - loss: 618.0267 - logits_profile_predictions_loss: 566.6026 - logcount_predictions_loss: 7.3463 1247/1247 [==============================] - ETA: 0s - loss: 617.9752 - logits_profile_predictions_loss: 566.5713 - logcount_predictions_loss: 7.3434 1247/1247 [==============================] - 1173s 936ms/step - loss: 617.9239 - logits_profile_predictions_loss: 566.5400 - logcount_predictions_loss: 7.3406 - val_loss: 491.7467 - val_logits_profile_predictions_loss: 480.6313 - val_logcount_predictions_loss: 1.5879 + +Epoch 00001: val_loss improved from inf to 491.74667, saving model to 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[..............................] - ETA: 17:55 - loss: 529.5562 - logits_profile_predictions_loss: 518.3101 - logcount_predictions_loss: 1.6066 21/1247 [..............................] - ETA: 17:55 - loss: 529.3292 - logits_profile_predictions_loss: 518.1142 - logcount_predictions_loss: 1.6021 22/1247 [..............................] - ETA: 17:54 - loss: 529.0007 - logits_profile_predictions_loss: 517.8146 - logcount_predictions_loss: 1.5980 23/1247 [..............................] - ETA: 17:54 - loss: 528.8556 - logits_profile_predictions_loss: 517.6903 - logcount_predictions_loss: 1.5950 24/1247 [..............................] - ETA: 17:54 - loss: 528.6404 - logits_profile_predictions_loss: 517.4958 - logcount_predictions_loss: 1.5921 25/1247 [..............................] - ETA: 17:53 - loss: 528.3409 - logits_profile_predictions_loss: 517.2192 - logcount_predictions_loss: 1.5888 26/1247 [..............................] - ETA: 17:53 - loss: 527.9862 - 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[..............................] - ETA: 17:50 - loss: 525.8583 - logits_profile_predictions_loss: 514.9176 - logcount_predictions_loss: 1.5630 34/1247 [..............................] - ETA: 17:49 - loss: 525.4636 - logits_profile_predictions_loss: 514.5445 - logcount_predictions_loss: 1.5599 35/1247 [..............................] - ETA: 17:49 - loss: 524.9797 - logits_profile_predictions_loss: 514.0820 - logcount_predictions_loss: 1.5568 36/1247 [..............................] - ETA: 17:48 - loss: 524.5402 - logits_profile_predictions_loss: 513.6634 - logcount_predictions_loss: 1.5538 37/1247 [..............................] - ETA: 17:48 - loss: 524.1339 - logits_profile_predictions_loss: 513.2765 - logcount_predictions_loss: 1.5510 38/1247 [..............................] - ETA: 17:47 - loss: 523.7809 - logits_profile_predictions_loss: 512.9418 - logcount_predictions_loss: 1.5484 39/1247 [..............................] - ETA: 17:47 - loss: 523.3827 - logits_profile_predictions_loss: 512.5605 - logcount_predictions_loss: 1.5460 40/1247 [..............................] - ETA: 17:46 - loss: 523.0039 - logits_profile_predictions_loss: 512.1984 - logcount_predictions_loss: 1.5436 41/1247 [..............................] - ETA: 17:46 - loss: 522.6989 - logits_profile_predictions_loss: 511.9093 - logcount_predictions_loss: 1.5414 42/1247 [>.............................] - ETA: 17:45 - loss: 522.3319 - logits_profile_predictions_loss: 511.5587 - logcount_predictions_loss: 1.5390 43/1247 [>.............................] - ETA: 17:45 - loss: 521.9795 - logits_profile_predictions_loss: 511.2231 - logcount_predictions_loss: 1.5366 44/1247 [>.............................] - ETA: 17:44 - loss: 521.6435 - logits_profile_predictions_loss: 510.9035 - logcount_predictions_loss: 1.5343 45/1247 [>.............................] - ETA: 17:44 - loss: 521.4166 - logits_profile_predictions_loss: 510.6920 - logcount_predictions_loss: 1.5321 46/1247 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[============================>.] - ETA: 4s - loss: 491.9364 - logits_profile_predictions_loss: 482.2488 - logcount_predictions_loss: 1.3840 1243/1247 [============================>.] - ETA: 3s - loss: 491.9321 - logits_profile_predictions_loss: 482.2448 - logcount_predictions_loss: 1.3839 1244/1247 [============================>.] - ETA: 2s - loss: 491.9278 - logits_profile_predictions_loss: 482.2409 - logcount_predictions_loss: 1.3839 1245/1247 [============================>.] - ETA: 1s - loss: 491.9235 - logits_profile_predictions_loss: 482.2369 - logcount_predictions_loss: 1.3838 1246/1247 [============================>.] - ETA: 0s - loss: 491.9193 - logits_profile_predictions_loss: 482.2330 - logcount_predictions_loss: 1.3838 1247/1247 [==============================] - ETA: 0s - loss: 491.9151 - logits_profile_predictions_loss: 482.2292 - logcount_predictions_loss: 1.3837 1247/1247 [==============================] - 1173s 941ms/step - loss: 491.9109 - logits_profile_predictions_loss: 482.2253 - logcount_predictions_loss: 1.3837 - val_loss: 469.9322 - val_logits_profile_predictions_loss: 462.1579 - val_logcount_predictions_loss: 1.1106 + +Epoch 00002: val_loss improved from 491.74667 to 469.93222, saving model to chrombppnet_model_encsr283tme_bias/chrombpnet.h5 +Epoch 3/50 + 1/1247 [..............................] - ETA: 17:57 - loss: 397.5938 - logits_profile_predictions_loss: 387.8836 - logcount_predictions_loss: 1.3872 2/1247 [..............................] - ETA: 17:49 - loss: 450.7475 - logits_profile_predictions_loss: 441.0786 - logcount_predictions_loss: 1.3813 3/1247 [..............................] - ETA: 17:52 - loss: 463.7922 - logits_profile_predictions_loss: 454.6053 - logcount_predictions_loss: 1.3124 4/1247 [..............................] - ETA: 17:52 - loss: 478.6537 - logits_profile_predictions_loss: 469.7603 - logcount_predictions_loss: 1.2705 5/1247 [..............................] - ETA: 17:52 - loss: 482.7091 - 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[..............................] - ETA: 17:52 - loss: 501.0270 - logits_profile_predictions_loss: 492.8899 - logcount_predictions_loss: 1.1624 26/1247 [..............................] - ETA: 17:52 - loss: 501.1746 - logits_profile_predictions_loss: 493.0428 - logcount_predictions_loss: 1.1617 27/1247 [..............................] - ETA: 17:51 - loss: 501.1449 - logits_profile_predictions_loss: 493.0158 - logcount_predictions_loss: 1.1613 28/1247 [..............................] - ETA: 17:51 - loss: 501.1127 - logits_profile_predictions_loss: 492.9857 - logcount_predictions_loss: 1.1610 29/1247 [..............................] - ETA: 17:50 - loss: 500.9244 - logits_profile_predictions_loss: 492.8012 - logcount_predictions_loss: 1.1605 30/1247 [..............................] - ETA: 17:50 - loss: 500.6603 - logits_profile_predictions_loss: 492.5411 - logcount_predictions_loss: 1.1599 31/1247 [..............................] - ETA: 17:50 - loss: 500.4313 - 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[..............................] - ETA: 17:47 - loss: 498.7611 - logits_profile_predictions_loss: 490.6575 - logcount_predictions_loss: 1.1577 39/1247 [..............................] - ETA: 17:46 - loss: 498.3757 - logits_profile_predictions_loss: 490.2738 - logcount_predictions_loss: 1.1574 40/1247 [..............................] - ETA: 17:46 - loss: 498.0240 - logits_profile_predictions_loss: 489.9228 - logcount_predictions_loss: 1.1573 41/1247 [..............................] - ETA: 17:45 - loss: 497.6863 - logits_profile_predictions_loss: 489.5846 - logcount_predictions_loss: 1.1574 42/1247 [>.............................] - ETA: 17:45 - loss: 497.3426 - logits_profile_predictions_loss: 489.2400 - logcount_predictions_loss: 1.1575 43/1247 [>.............................] - ETA: 17:44 - loss: 497.0224 - logits_profile_predictions_loss: 488.9187 - logcount_predictions_loss: 1.1577 44/1247 [>.............................] - ETA: 17:44 - loss: 496.6609 - 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[>.............................] - ETA: 17:40 - loss: 494.3432 - logits_profile_predictions_loss: 486.2452 - logcount_predictions_loss: 1.1569 52/1247 [>.............................] - ETA: 17:39 - loss: 494.0322 - logits_profile_predictions_loss: 485.9346 - logcount_predictions_loss: 1.1568 53/1247 [>.............................] - ETA: 17:39 - loss: 493.7181 - logits_profile_predictions_loss: 485.6212 - logcount_predictions_loss: 1.1567 54/1247 [>.............................] - ETA: 17:38 - loss: 493.3772 - logits_profile_predictions_loss: 485.2815 - logcount_predictions_loss: 1.1565 55/1247 [>.............................] - ETA: 17:37 - loss: 493.0942 - logits_profile_predictions_loss: 484.9991 - logcount_predictions_loss: 1.1564 56/1247 [>.............................] - ETA: 17:37 - loss: 492.8241 - logits_profile_predictions_loss: 484.7285 - logcount_predictions_loss: 1.1565 57/1247 [>.............................] - ETA: 17:36 - loss: 492.5711 - logits_profile_predictions_loss: 484.4751 - logcount_predictions_loss: 1.1566 58/1247 [>.............................] - ETA: 17:36 - loss: 492.3237 - logits_profile_predictions_loss: 484.2279 - logcount_predictions_loss: 1.1565 59/1247 [>.............................] - ETA: 17:35 - loss: 492.0887 - logits_profile_predictions_loss: 483.9930 - logcount_predictions_loss: 1.1565 60/1247 [>.............................] - ETA: 17:34 - loss: 491.8543 - logits_profile_predictions_loss: 483.7592 - logcount_predictions_loss: 1.1564 61/1247 [>.............................] - ETA: 17:34 - loss: 491.6230 - logits_profile_predictions_loss: 483.5289 - logcount_predictions_loss: 1.1563 62/1247 [>.............................] - ETA: 17:33 - loss: 491.3982 - logits_profile_predictions_loss: 483.3055 - logcount_predictions_loss: 1.1561 63/1247 [>.............................] - ETA: 17:33 - loss: 491.1926 - logits_profile_predictions_loss: 483.1014 - logcount_predictions_loss: 1.1559 64/1247 [>.............................] - ETA: 17:32 - loss: 491.0006 - logits_profile_predictions_loss: 482.9111 - logcount_predictions_loss: 1.1556 65/1247 [>.............................] - ETA: 17:31 - loss: 490.8247 - logits_profile_predictions_loss: 482.7361 - logcount_predictions_loss: 1.1555 66/1247 [>.............................] - ETA: 17:31 - loss: 490.6604 - logits_profile_predictions_loss: 482.5719 - logcount_predictions_loss: 1.1555 67/1247 [>.............................] - ETA: 17:30 - loss: 490.4927 - logits_profile_predictions_loss: 482.4043 - logcount_predictions_loss: 1.1555 68/1247 [>.............................] - ETA: 17:29 - loss: 490.3290 - logits_profile_predictions_loss: 482.2406 - logcount_predictions_loss: 1.1555 69/1247 [>.............................] - ETA: 17:29 - loss: 490.1572 - logits_profile_predictions_loss: 482.0693 - logcount_predictions_loss: 1.1554 70/1247 [>.............................] - ETA: 17:28 - loss: 489.9614 - 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[============================>.] - ETA: 35s - loss: 477.6770 - logits_profile_predictions_loss: 469.3567 - logcount_predictions_loss: 1.1886 1209/1247 [============================>.] - ETA: 34s - loss: 477.6735 - logits_profile_predictions_loss: 469.3533 - logcount_predictions_loss: 1.1886 1210/1247 [============================>.] - ETA: 33s - loss: 477.6701 - logits_profile_predictions_loss: 469.3499 - logcount_predictions_loss: 1.1886 1211/1247 [============================>.] - ETA: 32s - loss: 477.6666 - logits_profile_predictions_loss: 469.3464 - logcount_predictions_loss: 1.1886 1212/1247 [============================>.] - ETA: 31s - loss: 477.6630 - logits_profile_predictions_loss: 469.3429 - logcount_predictions_loss: 1.1886 1213/1247 [============================>.] - ETA: 30s - loss: 477.6595 - logits_profile_predictions_loss: 469.3395 - logcount_predictions_loss: 1.1886 1214/1247 [============================>.] - ETA: 29s - loss: 477.6559 - 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[============================>.] - ETA: 23s - loss: 477.6308 - logits_profile_predictions_loss: 469.3112 - logcount_predictions_loss: 1.1885 1222/1247 [============================>.] - ETA: 22s - loss: 477.6273 - logits_profile_predictions_loss: 469.3078 - logcount_predictions_loss: 1.1885 1223/1247 [============================>.] - ETA: 21s - loss: 477.6238 - logits_profile_predictions_loss: 469.3044 - logcount_predictions_loss: 1.1885 1224/1247 [============================>.] - ETA: 20s - loss: 477.6205 - logits_profile_predictions_loss: 469.3011 - logcount_predictions_loss: 1.1885 1225/1247 [============================>.] - ETA: 19s - loss: 477.6170 - logits_profile_predictions_loss: 469.2977 - logcount_predictions_loss: 1.1885 1226/1247 [============================>.] - ETA: 19s - loss: 477.6135 - logits_profile_predictions_loss: 469.2943 - logcount_predictions_loss: 1.1885 1227/1247 [============================>.] - ETA: 18s - loss: 477.6100 - 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[============================>.] - ETA: 11s - loss: 477.5853 - logits_profile_predictions_loss: 469.2665 - logcount_predictions_loss: 1.1884 1235/1247 [============================>.] - ETA: 10s - loss: 477.5819 - logits_profile_predictions_loss: 469.2631 - logcount_predictions_loss: 1.1884 1236/1247 [============================>.] - ETA: 9s - loss: 477.5784 - logits_profile_predictions_loss: 469.2597 - logcount_predictions_loss: 1.1884  1237/1247 [============================>.] - ETA: 9s - loss: 477.5750 - logits_profile_predictions_loss: 469.2564 - logcount_predictions_loss: 1.1884 1238/1247 [============================>.] - ETA: 8s - loss: 477.5716 - logits_profile_predictions_loss: 469.2530 - logcount_predictions_loss: 1.1884 1239/1247 [============================>.] - ETA: 7s - loss: 477.5683 - logits_profile_predictions_loss: 469.2497 - logcount_predictions_loss: 1.1884 1240/1247 [============================>.] - ETA: 6s - loss: 477.5649 - logits_profile_predictions_loss: 469.2465 - logcount_predictions_loss: 1.1883 1241/1247 [============================>.] - ETA: 5s - loss: 477.5616 - logits_profile_predictions_loss: 469.2432 - logcount_predictions_loss: 1.1883 1242/1247 [============================>.] - ETA: 4s - loss: 477.5584 - logits_profile_predictions_loss: 469.2400 - logcount_predictions_loss: 1.1883 1243/1247 [============================>.] - ETA: 3s - loss: 477.5552 - logits_profile_predictions_loss: 469.2369 - logcount_predictions_loss: 1.1883 1244/1247 [============================>.] - ETA: 2s - loss: 477.5520 - logits_profile_predictions_loss: 469.2338 - logcount_predictions_loss: 1.1883 1245/1247 [============================>.] - ETA: 1s - loss: 477.5489 - logits_profile_predictions_loss: 469.2306 - logcount_predictions_loss: 1.1883 1246/1247 [============================>.] - ETA: 0s - loss: 477.5456 - logits_profile_predictions_loss: 469.2275 - logcount_predictions_loss: 1.1883 1247/1247 [==============================] - ETA: 0s - loss: 477.5424 - logits_profile_predictions_loss: 469.2243 - logcount_predictions_loss: 1.1883 1247/1247 [==============================] - 1171s 939ms/step - loss: 477.5391 - logits_profile_predictions_loss: 469.2210 - logcount_predictions_loss: 1.1883 - val_loss: 462.7696 - val_logits_profile_predictions_loss: 455.1065 - val_logcount_predictions_loss: 1.0948 + +Epoch 00003: val_loss improved from 469.93222 to 462.76959, saving model to chrombppnet_model_encsr283tme_bias/chrombpnet.h5 +Epoch 4/50 + 1/1247 [..............................] - ETA: 18:11 - loss: 631.4064 - logits_profile_predictions_loss: 617.5100 - logcount_predictions_loss: 1.9852 2/1247 [..............................] - ETA: 17:50 - loss: 588.8730 - logits_profile_predictions_loss: 575.7682 - logcount_predictions_loss: 1.8721 3/1247 [..............................] - ETA: 17:49 - loss: 559.2530 - logits_profile_predictions_loss: 546.7445 - logcount_predictions_loss: 1.7869 4/1247 [..............................] - ETA: 17:54 - loss: 539.4189 - logits_profile_predictions_loss: 527.3393 - logcount_predictions_loss: 1.7256 5/1247 [..............................] - ETA: 17:55 - loss: 526.5500 - logits_profile_predictions_loss: 514.7289 - logcount_predictions_loss: 1.6887 6/1247 [..............................] - ETA: 17:55 - loss: 517.9483 - logits_profile_predictions_loss: 506.3805 - logcount_predictions_loss: 1.6525 7/1247 [..............................] - ETA: 17:55 - loss: 510.0821 - logits_profile_predictions_loss: 498.7574 - logcount_predictions_loss: 1.6178 8/1247 [..............................] - ETA: 17:56 - loss: 502.6476 - logits_profile_predictions_loss: 491.5446 - logcount_predictions_loss: 1.5861 9/1247 [..............................] - ETA: 17:56 - loss: 495.7590 - logits_profile_predictions_loss: 484.8220 - logcount_predictions_loss: 1.5624 10/1247 [..............................] - ETA: 17:56 - loss: 491.5722 - logits_profile_predictions_loss: 480.7810 - logcount_predictions_loss: 1.5416 11/1247 [..............................] - ETA: 17:57 - loss: 488.1952 - logits_profile_predictions_loss: 477.5316 - logcount_predictions_loss: 1.5234 12/1247 [..............................] - ETA: 17:57 - loss: 485.6263 - logits_profile_predictions_loss: 475.0721 - logcount_predictions_loss: 1.5077 13/1247 [..............................] - ETA: 17:57 - loss: 483.3139 - logits_profile_predictions_loss: 472.8710 - logcount_predictions_loss: 1.4918 14/1247 [..............................] - ETA: 17:56 - loss: 481.6348 - logits_profile_predictions_loss: 471.2763 - logcount_predictions_loss: 1.4798 15/1247 [..............................] - ETA: 17:57 - loss: 480.5645 - logits_profile_predictions_loss: 470.2733 - logcount_predictions_loss: 1.4702 16/1247 [..............................] - ETA: 17:57 - loss: 479.6884 - logits_profile_predictions_loss: 469.4615 - logcount_predictions_loss: 1.4610 17/1247 [..............................] - ETA: 17:56 - loss: 479.1827 - logits_profile_predictions_loss: 469.0133 - logcount_predictions_loss: 1.4528 18/1247 [..............................] - ETA: 17:56 - loss: 478.8207 - logits_profile_predictions_loss: 468.7032 - logcount_predictions_loss: 1.4454 19/1247 [..............................] - ETA: 17:56 - loss: 478.7585 - logits_profile_predictions_loss: 468.6918 - logcount_predictions_loss: 1.4381 20/1247 [..............................] - ETA: 17:56 - loss: 478.7722 - logits_profile_predictions_loss: 468.7507 - logcount_predictions_loss: 1.4316 21/1247 [..............................] - ETA: 17:55 - loss: 478.6054 - logits_profile_predictions_loss: 468.6285 - logcount_predictions_loss: 1.4253 22/1247 [..............................] - ETA: 17:54 - loss: 478.7474 - logits_profile_predictions_loss: 468.8112 - logcount_predictions_loss: 1.4195 23/1247 [..............................] - ETA: 17:54 - loss: 478.8791 - logits_profile_predictions_loss: 468.9824 - logcount_predictions_loss: 1.4138 24/1247 [..............................] - ETA: 17:54 - loss: 479.0470 - logits_profile_predictions_loss: 469.1856 - logcount_predictions_loss: 1.4088 25/1247 [..............................] - ETA: 17:54 - loss: 479.3068 - logits_profile_predictions_loss: 469.4810 - logcount_predictions_loss: 1.4037 26/1247 [..............................] - ETA: 17:53 - loss: 479.3805 - logits_profile_predictions_loss: 469.5918 - logcount_predictions_loss: 1.3984 27/1247 [..............................] - ETA: 17:53 - loss: 479.2124 - logits_profile_predictions_loss: 469.4591 - logcount_predictions_loss: 1.3933 28/1247 [..............................] - ETA: 17:52 - loss: 479.0290 - logits_profile_predictions_loss: 469.3081 - logcount_predictions_loss: 1.3887 29/1247 [..............................] - ETA: 17:52 - loss: 478.9764 - logits_profile_predictions_loss: 469.2855 - logcount_predictions_loss: 1.3844 30/1247 [..............................] - ETA: 17:51 - loss: 478.8955 - 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[..............................] - ETA: 17:48 - loss: 477.0518 - logits_profile_predictions_loss: 467.5775 - logcount_predictions_loss: 1.3535 38/1247 [..............................] - ETA: 17:48 - loss: 476.8719 - logits_profile_predictions_loss: 467.4223 - logcount_predictions_loss: 1.3499 39/1247 [..............................] - ETA: 17:47 - loss: 476.7908 - logits_profile_predictions_loss: 467.3662 - logcount_predictions_loss: 1.3464 40/1247 [..............................] - ETA: 17:47 - loss: 476.6729 - logits_profile_predictions_loss: 467.2717 - logcount_predictions_loss: 1.3430 41/1247 [..............................] - ETA: 17:46 - loss: 476.5215 - logits_profile_predictions_loss: 467.1423 - logcount_predictions_loss: 1.3399 42/1247 [>.............................] - ETA: 17:46 - loss: 476.3405 - logits_profile_predictions_loss: 466.9825 - logcount_predictions_loss: 1.3369 43/1247 [>.............................] - ETA: 17:45 - loss: 476.2884 - logits_profile_predictions_loss: 466.9516 - logcount_predictions_loss: 1.3338 44/1247 [>.............................] - ETA: 17:45 - loss: 476.1768 - logits_profile_predictions_loss: 466.8619 - logcount_predictions_loss: 1.3307 45/1247 [>.............................] - ETA: 17:44 - loss: 476.0379 - logits_profile_predictions_loss: 466.7455 - logcount_predictions_loss: 1.3275 46/1247 [>.............................] - ETA: 17:44 - loss: 475.9181 - logits_profile_predictions_loss: 466.6471 - logcount_predictions_loss: 1.3244 47/1247 [>.............................] - ETA: 17:43 - loss: 475.8299 - logits_profile_predictions_loss: 466.5799 - logcount_predictions_loss: 1.3214 48/1247 [>.............................] - ETA: 17:42 - loss: 475.7175 - logits_profile_predictions_loss: 466.4872 - logcount_predictions_loss: 1.3186 49/1247 [>.............................] - ETA: 17:42 - loss: 475.6195 - logits_profile_predictions_loss: 466.4066 - logcount_predictions_loss: 1.3161 50/1247 [>.............................] - ETA: 17:41 - loss: 475.5311 - logits_profile_predictions_loss: 466.3348 - logcount_predictions_loss: 1.3137 51/1247 [>.............................] - ETA: 17:41 - loss: 475.4321 - logits_profile_predictions_loss: 466.2519 - logcount_predictions_loss: 1.3114 52/1247 [>.............................] - ETA: 17:40 - loss: 475.3715 - logits_profile_predictions_loss: 466.2063 - logcount_predictions_loss: 1.3093 53/1247 [>.............................] - ETA: 17:40 - loss: 475.2868 - logits_profile_predictions_loss: 466.1372 - logcount_predictions_loss: 1.3071 54/1247 [>.............................] - ETA: 17:39 - loss: 475.2025 - logits_profile_predictions_loss: 466.0671 - logcount_predictions_loss: 1.3051 55/1247 [>.............................] - ETA: 17:39 - loss: 475.1399 - logits_profile_predictions_loss: 466.0179 - logcount_predictions_loss: 1.3031 56/1247 [>.............................] - ETA: 17:38 - loss: 475.1175 - 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[>.............................] - ETA: 17:34 - loss: 474.6368 - logits_profile_predictions_loss: 465.6130 - logcount_predictions_loss: 1.2891 64/1247 [>.............................] - ETA: 17:33 - loss: 474.5485 - logits_profile_predictions_loss: 465.5352 - logcount_predictions_loss: 1.2876 65/1247 [>.............................] - ETA: 17:32 - loss: 474.4469 - logits_profile_predictions_loss: 465.4441 - logcount_predictions_loss: 1.2861 66/1247 [>.............................] - ETA: 17:32 - loss: 474.3380 - logits_profile_predictions_loss: 465.3455 - logcount_predictions_loss: 1.2846 67/1247 [>.............................] - ETA: 17:32 - loss: 474.2162 - logits_profile_predictions_loss: 465.2339 - logcount_predictions_loss: 1.2832 68/1247 [>.............................] - ETA: 17:31 - loss: 474.1042 - logits_profile_predictions_loss: 465.1328 - logcount_predictions_loss: 1.2816 69/1247 [>.............................] - ETA: 17:30 - loss: 473.9957 - 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[>.............................] - ETA: 17:26 - loss: 473.2051 - logits_profile_predictions_loss: 464.3173 - logcount_predictions_loss: 1.2697 77/1247 [>.............................] - ETA: 17:25 - loss: 473.0935 - logits_profile_predictions_loss: 464.2158 - logcount_predictions_loss: 1.2682 78/1247 [>.............................] - ETA: 17:25 - loss: 472.9875 - logits_profile_predictions_loss: 464.1196 - logcount_predictions_loss: 1.2668 79/1247 [>.............................] - ETA: 17:24 - loss: 472.8823 - logits_profile_predictions_loss: 464.0239 - logcount_predictions_loss: 1.2655 80/1247 [>.............................] - ETA: 17:23 - loss: 472.7580 - logits_profile_predictions_loss: 463.9088 - logcount_predictions_loss: 1.2642 81/1247 [>.............................] - ETA: 17:22 - loss: 472.6370 - logits_profile_predictions_loss: 463.7968 - logcount_predictions_loss: 1.2629 82/1247 [>.............................] - ETA: 17:22 - loss: 472.5130 - logits_profile_predictions_loss: 463.6818 - logcount_predictions_loss: 1.2616 83/1247 [>.............................] - ETA: 17:21 - loss: 472.3923 - logits_profile_predictions_loss: 463.5700 - logcount_predictions_loss: 1.2603 84/1247 [=>............................] - ETA: 17:20 - loss: 472.2885 - logits_profile_predictions_loss: 463.4747 - logcount_predictions_loss: 1.2591 85/1247 [=>............................] - ETA: 17:20 - loss: 472.1960 - logits_profile_predictions_loss: 463.3906 - logcount_predictions_loss: 1.2579 86/1247 [=>............................] - ETA: 17:19 - loss: 472.1113 - logits_profile_predictions_loss: 463.3141 - logcount_predictions_loss: 1.2567 87/1247 [=>............................] - ETA: 17:18 - loss: 472.0300 - logits_profile_predictions_loss: 463.2412 - logcount_predictions_loss: 1.2555 88/1247 [=>............................] - ETA: 17:17 - loss: 471.9664 - logits_profile_predictions_loss: 463.1854 - logcount_predictions_loss: 1.2544 89/1247 [=>............................] - ETA: 17:17 - loss: 471.9078 - logits_profile_predictions_loss: 463.1348 - logcount_predictions_loss: 1.2533 90/1247 [=>............................] - ETA: 17:16 - loss: 471.8399 - logits_profile_predictions_loss: 463.0746 - logcount_predictions_loss: 1.2522 91/1247 [=>............................] - ETA: 17:15 - loss: 471.7788 - logits_profile_predictions_loss: 463.0213 - logcount_predictions_loss: 1.2511 92/1247 [=>............................] - ETA: 17:15 - loss: 471.7240 - logits_profile_predictions_loss: 462.9740 - logcount_predictions_loss: 1.2500 93/1247 [=>............................] - ETA: 17:14 - loss: 471.6657 - logits_profile_predictions_loss: 462.9229 - logcount_predictions_loss: 1.2490 94/1247 [=>............................] - ETA: 17:13 - loss: 471.6008 - logits_profile_predictions_loss: 462.8653 - logcount_predictions_loss: 1.2479 95/1247 [=>............................] - ETA: 17:12 - loss: 471.5286 - 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[============================>.] - ETA: 24s - loss: 465.6929 - logits_profile_predictions_loss: 457.8636 - logcount_predictions_loss: 1.1185 1221/1247 [============================>.] - ETA: 23s - loss: 465.6907 - logits_profile_predictions_loss: 457.8615 - logcount_predictions_loss: 1.1185 1222/1247 [============================>.] - ETA: 22s - loss: 465.6884 - logits_profile_predictions_loss: 457.8593 - logcount_predictions_loss: 1.1184 1223/1247 [============================>.] - ETA: 21s - loss: 465.6861 - logits_profile_predictions_loss: 457.8571 - logcount_predictions_loss: 1.1184 1224/1247 [============================>.] - ETA: 20s - loss: 465.6838 - logits_profile_predictions_loss: 457.8550 - logcount_predictions_loss: 1.1184 1225/1247 [============================>.] - ETA: 19s - loss: 465.6815 - logits_profile_predictions_loss: 457.8528 - logcount_predictions_loss: 1.1184 1226/1247 [============================>.] - ETA: 19s - loss: 465.6791 - 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457.8218 - logcount_predictions_loss: 1.1182 1240/1247 [============================>.] - ETA: 6s - loss: 465.6467 - logits_profile_predictions_loss: 457.8197 - logcount_predictions_loss: 1.1182 1241/1247 [============================>.] - ETA: 5s - loss: 465.6444 - logits_profile_predictions_loss: 457.8176 - logcount_predictions_loss: 1.1181 1242/1247 [============================>.] - ETA: 4s - loss: 465.6422 - logits_profile_predictions_loss: 457.8155 - logcount_predictions_loss: 1.1181 1243/1247 [============================>.] - ETA: 3s - loss: 465.6400 - logits_profile_predictions_loss: 457.8134 - logcount_predictions_loss: 1.1181 1244/1247 [============================>.] - ETA: 2s - loss: 465.6378 - logits_profile_predictions_loss: 457.8113 - logcount_predictions_loss: 1.1181 1245/1247 [============================>.] - ETA: 1s - loss: 465.6357 - logits_profile_predictions_loss: 457.8093 - logcount_predictions_loss: 1.1181 1246/1247 [============================>.] - ETA: 0s - loss: 465.6336 - logits_profile_predictions_loss: 457.8073 - logcount_predictions_loss: 1.1181 1247/1247 [==============================] - ETA: 0s - loss: 465.6314 - logits_profile_predictions_loss: 457.8052 - logcount_predictions_loss: 1.1180 1247/1247 [==============================] - 1171s 939ms/step - loss: 465.6293 - logits_profile_predictions_loss: 457.8032 - logcount_predictions_loss: 1.1180 - val_loss: 458.0136 - val_logits_profile_predictions_loss: 451.7389 - val_logcount_predictions_loss: 0.8964 + +Epoch 00004: val_loss improved from 462.76959 to 458.01361, saving model to chrombppnet_model_encsr283tme_bias/chrombpnet.h5 +Epoch 5/50 + 1/1247 [..............................] - ETA: 17:58 - loss: 377.2710 - logits_profile_predictions_loss: 372.1658 - logcount_predictions_loss: 0.7293 2/1247 [..............................] - ETA: 17:52 - loss: 416.4035 - logits_profile_predictions_loss: 410.7296 - logcount_predictions_loss: 0.8106 3/1247 [..............................] - ETA: 17:52 - loss: 428.0643 - logits_profile_predictions_loss: 422.1298 - logcount_predictions_loss: 0.8478 4/1247 [..............................] - ETA: 17:52 - loss: 434.8557 - logits_profile_predictions_loss: 428.6940 - logcount_predictions_loss: 0.8802 5/1247 [..............................] - ETA: 17:53 - loss: 436.7714 - logits_profile_predictions_loss: 430.3552 - logcount_predictions_loss: 0.9166 6/1247 [..............................] - ETA: 17:54 - loss: 435.3964 - logits_profile_predictions_loss: 428.7711 - logcount_predictions_loss: 0.9465 7/1247 [..............................] - ETA: 17:56 - loss: 435.8023 - logits_profile_predictions_loss: 429.0393 - logcount_predictions_loss: 0.9661 8/1247 [..............................] - ETA: 17:56 - loss: 437.6240 - logits_profile_predictions_loss: 430.7465 - logcount_predictions_loss: 0.9825 9/1247 [..............................] - ETA: 17:57 - loss: 440.1876 - logits_profile_predictions_loss: 433.2283 - logcount_predictions_loss: 0.9942 10/1247 [..............................] - ETA: 17:57 - loss: 443.1846 - logits_profile_predictions_loss: 436.1402 - logcount_predictions_loss: 1.0064 11/1247 [..............................] - ETA: 17:58 - loss: 445.5434 - logits_profile_predictions_loss: 438.4292 - logcount_predictions_loss: 1.0163 12/1247 [..............................] - ETA: 17:58 - loss: 447.2455 - logits_profile_predictions_loss: 440.0712 - logcount_predictions_loss: 1.0249 13/1247 [..............................] - ETA: 17:58 - loss: 448.6663 - logits_profile_predictions_loss: 441.4470 - logcount_predictions_loss: 1.0313 14/1247 [..............................] - ETA: 17:58 - loss: 449.8127 - logits_profile_predictions_loss: 442.5618 - logcount_predictions_loss: 1.0358 15/1247 [..............................] - ETA: 17:58 - loss: 451.2334 - logits_profile_predictions_loss: 443.9618 - logcount_predictions_loss: 1.0388 16/1247 [..............................] - ETA: 17:58 - loss: 452.6789 - logits_profile_predictions_loss: 445.3893 - logcount_predictions_loss: 1.0414 17/1247 [..............................] - ETA: 17:58 - loss: 454.1848 - logits_profile_predictions_loss: 446.8746 - logcount_predictions_loss: 1.0443 18/1247 [..............................] - ETA: 17:58 - loss: 455.4132 - logits_profile_predictions_loss: 448.0820 - logcount_predictions_loss: 1.0473 19/1247 [..............................] - ETA: 17:58 - loss: 456.6234 - logits_profile_predictions_loss: 449.2754 - logcount_predictions_loss: 1.0497 20/1247 [..............................] - ETA: 17:58 - loss: 457.5576 - logits_profile_predictions_loss: 450.1912 - logcount_predictions_loss: 1.0524 21/1247 [..............................] - ETA: 17:57 - loss: 458.1096 - logits_profile_predictions_loss: 450.7267 - logcount_predictions_loss: 1.0547 22/1247 [..............................] - ETA: 17:57 - loss: 458.6754 - logits_profile_predictions_loss: 451.2784 - logcount_predictions_loss: 1.0567 23/1247 [..............................] - ETA: 17:57 - loss: 459.1383 - logits_profile_predictions_loss: 451.7324 - logcount_predictions_loss: 1.0580 24/1247 [..............................] - ETA: 17:56 - loss: 459.5045 - logits_profile_predictions_loss: 452.0935 - logcount_predictions_loss: 1.0587 25/1247 [..............................] - ETA: 17:56 - loss: 459.9144 - logits_profile_predictions_loss: 452.5011 - logcount_predictions_loss: 1.0590 26/1247 [..............................] - ETA: 17:56 - loss: 460.1064 - logits_profile_predictions_loss: 452.6899 - logcount_predictions_loss: 1.0595 27/1247 [..............................] - ETA: 17:55 - loss: 460.1686 - logits_profile_predictions_loss: 452.7507 - logcount_predictions_loss: 1.0597 28/1247 [..............................] - ETA: 17:55 - loss: 460.2819 - logits_profile_predictions_loss: 452.8614 - logcount_predictions_loss: 1.0601 29/1247 [..............................] - ETA: 17:55 - loss: 460.4250 - logits_profile_predictions_loss: 453.0045 - logcount_predictions_loss: 1.0601 30/1247 [..............................] - ETA: 17:54 - loss: 460.5853 - logits_profile_predictions_loss: 453.1654 - logcount_predictions_loss: 1.0600 31/1247 [..............................] - ETA: 17:54 - loss: 460.6899 - logits_profile_predictions_loss: 453.2685 - logcount_predictions_loss: 1.0602 32/1247 [..............................] - ETA: 17:54 - loss: 460.8046 - logits_profile_predictions_loss: 453.3817 - logcount_predictions_loss: 1.0604 33/1247 [..............................] - ETA: 17:53 - loss: 460.9752 - logits_profile_predictions_loss: 453.5516 - logcount_predictions_loss: 1.0605 34/1247 [..............................] - ETA: 17:53 - loss: 461.0919 - logits_profile_predictions_loss: 453.6662 - logcount_predictions_loss: 1.0608 35/1247 [..............................] - ETA: 17:53 - loss: 461.2109 - logits_profile_predictions_loss: 453.7850 - logcount_predictions_loss: 1.0608 36/1247 [..............................] - ETA: 17:52 - loss: 461.3436 - logits_profile_predictions_loss: 453.9173 - logcount_predictions_loss: 1.0609 37/1247 [..............................] - ETA: 17:52 - loss: 461.4827 - logits_profile_predictions_loss: 454.0550 - logcount_predictions_loss: 1.0611 38/1247 [..............................] - ETA: 17:51 - loss: 461.5920 - logits_profile_predictions_loss: 454.1627 - logcount_predictions_loss: 1.0613 39/1247 [..............................] - ETA: 17:51 - loss: 461.6791 - logits_profile_predictions_loss: 454.2490 - logcount_predictions_loss: 1.0614 40/1247 [..............................] - ETA: 17:51 - loss: 461.7199 - logits_profile_predictions_loss: 454.2890 - logcount_predictions_loss: 1.0616 41/1247 [..............................] - ETA: 17:50 - loss: 461.7640 - logits_profile_predictions_loss: 454.3308 - logcount_predictions_loss: 1.0619 42/1247 [>.............................] - ETA: 17:49 - loss: 461.8273 - logits_profile_predictions_loss: 454.3922 - logcount_predictions_loss: 1.0622 43/1247 [>.............................] - ETA: 17:49 - loss: 461.8327 - logits_profile_predictions_loss: 454.3954 - logcount_predictions_loss: 1.0625 44/1247 [>.............................] - ETA: 17:49 - loss: 461.8151 - logits_profile_predictions_loss: 454.3745 - logcount_predictions_loss: 1.0629 45/1247 [>.............................] - ETA: 17:48 - loss: 461.7568 - logits_profile_predictions_loss: 454.3137 - logcount_predictions_loss: 1.0633 46/1247 [>.............................] - ETA: 17:48 - loss: 461.6415 - logits_profile_predictions_loss: 454.1974 - logcount_predictions_loss: 1.0634 47/1247 [>.............................] - ETA: 17:47 - loss: 461.6020 - logits_profile_predictions_loss: 454.1567 - logcount_predictions_loss: 1.0636 48/1247 [>.............................] - ETA: 17:47 - loss: 461.5566 - logits_profile_predictions_loss: 454.1096 - logcount_predictions_loss: 1.0639 49/1247 [>.............................] - ETA: 17:46 - loss: 461.4887 - logits_profile_predictions_loss: 454.0403 - logcount_predictions_loss: 1.0640 50/1247 [>.............................] - ETA: 17:46 - loss: 461.4009 - logits_profile_predictions_loss: 453.9520 - logcount_predictions_loss: 1.0641 51/1247 [>.............................] - ETA: 17:45 - loss: 461.3150 - logits_profile_predictions_loss: 453.8663 - logcount_predictions_loss: 1.0641 52/1247 [>.............................] - ETA: 17:44 - loss: 461.2455 - logits_profile_predictions_loss: 453.7967 - logcount_predictions_loss: 1.0641 53/1247 [>.............................] - ETA: 17:44 - loss: 461.1735 - logits_profile_predictions_loss: 453.7248 - logcount_predictions_loss: 1.0641 54/1247 [>.............................] - ETA: 17:44 - loss: 461.0783 - logits_profile_predictions_loss: 453.6304 - logcount_predictions_loss: 1.0640 55/1247 [>.............................] - ETA: 17:44 - loss: 460.9835 - logits_profile_predictions_loss: 453.5363 - logcount_predictions_loss: 1.0639 56/1247 [>.............................] - ETA: 17:43 - loss: 460.9127 - logits_profile_predictions_loss: 453.4658 - logcount_predictions_loss: 1.0639 57/1247 [>.............................] - ETA: 17:42 - loss: 460.8395 - logits_profile_predictions_loss: 453.3927 - logcount_predictions_loss: 1.0638 58/1247 [>.............................] - ETA: 17:42 - loss: 460.7971 - logits_profile_predictions_loss: 453.3504 - logcount_predictions_loss: 1.0638 59/1247 [>.............................] - ETA: 17:41 - loss: 460.7522 - logits_profile_predictions_loss: 453.3057 - logcount_predictions_loss: 1.0638 60/1247 [>.............................] - ETA: 17:41 - loss: 460.6949 - logits_profile_predictions_loss: 453.2487 - logcount_predictions_loss: 1.0637 61/1247 [>.............................] - ETA: 17:40 - loss: 460.6291 - logits_profile_predictions_loss: 453.1834 - logcount_predictions_loss: 1.0637 62/1247 [>.............................] - ETA: 17:40 - loss: 460.5736 - logits_profile_predictions_loss: 453.1287 - logcount_predictions_loss: 1.0636 63/1247 [>.............................] - ETA: 17:39 - loss: 460.5256 - logits_profile_predictions_loss: 453.0814 - logcount_predictions_loss: 1.0635 64/1247 [>.............................] - ETA: 17:38 - loss: 460.5157 - logits_profile_predictions_loss: 453.0726 - logcount_predictions_loss: 1.0633 65/1247 [>.............................] - ETA: 17:37 - loss: 460.5077 - logits_profile_predictions_loss: 453.0650 - logcount_predictions_loss: 1.0632 66/1247 [>.............................] - ETA: 17:37 - loss: 460.5288 - logits_profile_predictions_loss: 453.0864 - logcount_predictions_loss: 1.0632 67/1247 [>.............................] - ETA: 17:36 - loss: 460.5565 - logits_profile_predictions_loss: 453.1145 - logcount_predictions_loss: 1.0632 68/1247 [>.............................] - ETA: 17:35 - loss: 460.5779 - logits_profile_predictions_loss: 453.1363 - logcount_predictions_loss: 1.0631 69/1247 [>.............................] - ETA: 17:35 - loss: 460.5980 - logits_profile_predictions_loss: 453.1571 - logcount_predictions_loss: 1.0630 70/1247 [>.............................] - ETA: 17:34 - loss: 460.6020 - logits_profile_predictions_loss: 453.1623 - logcount_predictions_loss: 1.0628 71/1247 [>.............................] - ETA: 17:34 - loss: 460.5965 - logits_profile_predictions_loss: 453.1581 - logcount_predictions_loss: 1.0626 72/1247 [>.............................] - ETA: 17:33 - loss: 460.5801 - logits_profile_predictions_loss: 453.1426 - logcount_predictions_loss: 1.0625 73/1247 [>.............................] - ETA: 17:32 - loss: 460.5489 - logits_profile_predictions_loss: 453.1118 - logcount_predictions_loss: 1.0624 74/1247 [>.............................] - ETA: 17:31 - loss: 460.5148 - logits_profile_predictions_loss: 453.0779 - logcount_predictions_loss: 1.0624 75/1247 [>.............................] - ETA: 17:31 - loss: 460.4950 - logits_profile_predictions_loss: 453.0583 - logcount_predictions_loss: 1.0624 76/1247 [>.............................] - ETA: 17:30 - loss: 460.4636 - logits_profile_predictions_loss: 453.0268 - logcount_predictions_loss: 1.0624 77/1247 [>.............................] - ETA: 17:30 - loss: 460.4175 - logits_profile_predictions_loss: 452.9807 - logcount_predictions_loss: 1.0624 78/1247 [>.............................] - ETA: 17:29 - loss: 460.3600 - logits_profile_predictions_loss: 452.9233 - logcount_predictions_loss: 1.0624 79/1247 [>.............................] - ETA: 17:28 - loss: 460.3116 - logits_profile_predictions_loss: 452.8746 - logcount_predictions_loss: 1.0624 80/1247 [>.............................] - ETA: 17:28 - loss: 460.2793 - logits_profile_predictions_loss: 452.8422 - logcount_predictions_loss: 1.0624 81/1247 [>.............................] - ETA: 17:27 - loss: 460.2400 - logits_profile_predictions_loss: 452.8029 - logcount_predictions_loss: 1.0624 82/1247 [>.............................] - ETA: 17:26 - loss: 460.2111 - logits_profile_predictions_loss: 452.7741 - logcount_predictions_loss: 1.0624 83/1247 [>.............................] - ETA: 17:25 - loss: 460.1915 - logits_profile_predictions_loss: 452.7542 - logcount_predictions_loss: 1.0625 84/1247 [=>............................] - ETA: 17:25 - loss: 460.1749 - logits_profile_predictions_loss: 452.7376 - logcount_predictions_loss: 1.0625 85/1247 [=>............................] - ETA: 17:24 - loss: 460.1550 - logits_profile_predictions_loss: 452.7176 - logcount_predictions_loss: 1.0625 86/1247 [=>............................] - ETA: 17:23 - loss: 460.1291 - logits_profile_predictions_loss: 452.6915 - logcount_predictions_loss: 1.0625 87/1247 [=>............................] - ETA: 17:23 - loss: 460.1042 - logits_profile_predictions_loss: 452.6663 - logcount_predictions_loss: 1.0626 88/1247 [=>............................] - ETA: 17:22 - loss: 460.0849 - logits_profile_predictions_loss: 452.6470 - logcount_predictions_loss: 1.0626 89/1247 [=>............................] - ETA: 17:21 - loss: 460.0670 - logits_profile_predictions_loss: 452.6292 - logcount_predictions_loss: 1.0626 90/1247 [=>............................] - ETA: 17:20 - loss: 460.0758 - logits_profile_predictions_loss: 452.6379 - logcount_predictions_loss: 1.0626 91/1247 [=>............................] - ETA: 17:20 - loss: 460.0764 - logits_profile_predictions_loss: 452.6389 - logcount_predictions_loss: 1.0625 92/1247 [=>............................] - ETA: 17:19 - loss: 460.0795 - logits_profile_predictions_loss: 452.6424 - logcount_predictions_loss: 1.0625 93/1247 [=>............................] - ETA: 17:18 - loss: 460.0775 - logits_profile_predictions_loss: 452.6404 - logcount_predictions_loss: 1.0624 94/1247 [=>............................] - ETA: 17:17 - loss: 460.0784 - 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[====>.........................] - ETA: 15:32 - loss: 460.6995 - logits_profile_predictions_loss: 453.2267 - logcount_predictions_loss: 1.0676 219/1247 [====>.........................] - ETA: 15:31 - loss: 460.7177 - logits_profile_predictions_loss: 453.2443 - logcount_predictions_loss: 1.0676 220/1247 [====>.........................] - ETA: 15:30 - loss: 460.7389 - logits_profile_predictions_loss: 453.2650 - logcount_predictions_loss: 1.0677 221/1247 [====>.........................] - ETA: 15:30 - loss: 460.7590 - logits_profile_predictions_loss: 453.2844 - logcount_predictions_loss: 1.0678 222/1247 [====>.........................] - ETA: 15:29 - loss: 460.7772 - logits_profile_predictions_loss: 453.3021 - logcount_predictions_loss: 1.0679 223/1247 [====>.........................] - ETA: 15:28 - loss: 460.7950 - logits_profile_predictions_loss: 453.3194 - logcount_predictions_loss: 1.0680 224/1247 [====>.........................] - ETA: 15:27 - loss: 460.8109 - 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logits_profile_predictions_loss: 450.0225 - logcount_predictions_loss: 1.0649 1226/1247 [============================>.] - ETA: 19s - loss: 457.4752 - logits_profile_predictions_loss: 450.0207 - logcount_predictions_loss: 1.0649 1227/1247 [============================>.] - ETA: 18s - loss: 457.4733 - logits_profile_predictions_loss: 450.0189 - logcount_predictions_loss: 1.0649 1228/1247 [============================>.] - ETA: 17s - loss: 457.4714 - logits_profile_predictions_loss: 450.0170 - logcount_predictions_loss: 1.0649 1229/1247 [============================>.] - ETA: 16s - loss: 457.4695 - logits_profile_predictions_loss: 450.0152 - logcount_predictions_loss: 1.0649 1230/1247 [============================>.] - ETA: 15s - loss: 457.4676 - logits_profile_predictions_loss: 450.0134 - logcount_predictions_loss: 1.0649 1231/1247 [============================>.] - ETA: 14s - loss: 457.4657 - logits_profile_predictions_loss: 450.0116 - logcount_predictions_loss: 1.0649 1232/1247 [============================>.] - ETA: 13s - loss: 457.4638 - logits_profile_predictions_loss: 450.0098 - logcount_predictions_loss: 1.0649 1233/1247 [============================>.] - ETA: 12s - loss: 457.4619 - logits_profile_predictions_loss: 450.0080 - logcount_predictions_loss: 1.0648 1234/1247 [============================>.] - ETA: 11s - loss: 457.4601 - logits_profile_predictions_loss: 450.0063 - logcount_predictions_loss: 1.0648 1235/1247 [============================>.] - ETA: 10s - loss: 457.4583 - logits_profile_predictions_loss: 450.0046 - logcount_predictions_loss: 1.0648 1236/1247 [============================>.] - ETA: 9s - loss: 457.4565 - logits_profile_predictions_loss: 450.0029 - logcount_predictions_loss: 1.0648  1237/1247 [============================>.] - ETA: 9s - loss: 457.4547 - logits_profile_predictions_loss: 450.0012 - logcount_predictions_loss: 1.0648 1238/1247 [============================>.] - ETA: 8s - loss: 457.4530 - logits_profile_predictions_loss: 449.9996 - logcount_predictions_loss: 1.0648 1239/1247 [============================>.] - ETA: 7s - loss: 457.4513 - logits_profile_predictions_loss: 449.9979 - logcount_predictions_loss: 1.0648 1240/1247 [============================>.] - ETA: 6s - loss: 457.4496 - logits_profile_predictions_loss: 449.9963 - logcount_predictions_loss: 1.0648 1241/1247 [============================>.] - ETA: 5s - loss: 457.4479 - logits_profile_predictions_loss: 449.9947 - logcount_predictions_loss: 1.0647 1242/1247 [============================>.] - ETA: 4s - loss: 457.4461 - logits_profile_predictions_loss: 449.9930 - logcount_predictions_loss: 1.0647 1243/1247 [============================>.] - ETA: 3s - loss: 457.4444 - logits_profile_predictions_loss: 449.9914 - logcount_predictions_loss: 1.0647 1244/1247 [============================>.] - ETA: 2s - loss: 457.4427 - logits_profile_predictions_loss: 449.9898 - logcount_predictions_loss: 1.0647 1245/1247 [============================>.] - ETA: 1s - loss: 457.4411 - logits_profile_predictions_loss: 449.9883 - logcount_predictions_loss: 1.0647 1246/1247 [============================>.] - ETA: 0s - loss: 457.4394 - logits_profile_predictions_loss: 449.9867 - logcount_predictions_loss: 1.0647 1247/1247 [==============================] - ETA: 0s - loss: 457.4377 - logits_profile_predictions_loss: 449.9851 - logcount_predictions_loss: 1.0647 1247/1247 [==============================] - 1172s 940ms/step - loss: 457.4361 - logits_profile_predictions_loss: 449.9836 - logcount_predictions_loss: 1.0646 - val_loss: 449.9013 - val_logits_profile_predictions_loss: 443.8268 - val_logcount_predictions_loss: 0.8678 + +Epoch 00005: val_loss improved from 458.01361 to 449.90131, saving model to chrombppnet_model_encsr283tme_bias/chrombpnet.h5 +Epoch 6/50 + 1/1247 [..............................] - ETA: 18:21 - loss: 465.0275 - logits_profile_predictions_loss: 458.3495 - logcount_predictions_loss: 0.9540 2/1247 [..............................] - ETA: 17:50 - loss: 444.6170 - logits_profile_predictions_loss: 438.0378 - logcount_predictions_loss: 0.9399 3/1247 [..............................] - ETA: 17:51 - loss: 439.6365 - logits_profile_predictions_loss: 433.0658 - logcount_predictions_loss: 0.9387 4/1247 [..............................] - ETA: 17:53 - loss: 435.3520 - logits_profile_predictions_loss: 428.8753 - logcount_predictions_loss: 0.9252 5/1247 [..............................] - ETA: 17:53 - loss: 437.4878 - logits_profile_predictions_loss: 430.9908 - logcount_predictions_loss: 0.9281 6/1247 [..............................] - ETA: 17:54 - loss: 435.6864 - logits_profile_predictions_loss: 429.1717 - logcount_predictions_loss: 0.9307 7/1247 [..............................] - ETA: 17:55 - loss: 434.9258 - logits_profile_predictions_loss: 428.3692 - logcount_predictions_loss: 0.9367 8/1247 [..............................] - ETA: 17:56 - loss: 436.2468 - logits_profile_predictions_loss: 429.6213 - logcount_predictions_loss: 0.9465 9/1247 [..............................] - ETA: 17:57 - loss: 436.1410 - logits_profile_predictions_loss: 429.4793 - logcount_predictions_loss: 0.9517 10/1247 [..............................] - ETA: 17:57 - loss: 436.7930 - logits_profile_predictions_loss: 430.1078 - logcount_predictions_loss: 0.9550 11/1247 [..............................] - ETA: 17:57 - loss: 437.0643 - logits_profile_predictions_loss: 430.3734 - logcount_predictions_loss: 0.9558 12/1247 [..............................] - ETA: 17:57 - loss: 437.7908 - logits_profile_predictions_loss: 431.0943 - logcount_predictions_loss: 0.9566 13/1247 [..............................] - ETA: 17:57 - loss: 438.5529 - logits_profile_predictions_loss: 431.8546 - logcount_predictions_loss: 0.9569 14/1247 [..............................] - ETA: 17:57 - loss: 438.9732 - logits_profile_predictions_loss: 432.2817 - logcount_predictions_loss: 0.9559 15/1247 [..............................] - ETA: 17:57 - loss: 439.0799 - logits_profile_predictions_loss: 432.3966 - logcount_predictions_loss: 0.9548 16/1247 [..............................] - ETA: 17:57 - loss: 439.1346 - logits_profile_predictions_loss: 432.4376 - logcount_predictions_loss: 0.9567 17/1247 [..............................] - ETA: 17:57 - loss: 439.4599 - logits_profile_predictions_loss: 432.7479 - logcount_predictions_loss: 0.9589 18/1247 [..............................] - ETA: 17:57 - loss: 439.6080 - logits_profile_predictions_loss: 432.8894 - logcount_predictions_loss: 0.9598 19/1247 [..............................] - ETA: 17:57 - loss: 439.5696 - logits_profile_predictions_loss: 432.8506 - logcount_predictions_loss: 0.9598 20/1247 [..............................] - ETA: 17:57 - loss: 439.4906 - logits_profile_predictions_loss: 432.7723 - logcount_predictions_loss: 0.9598 21/1247 [..............................] - ETA: 17:56 - loss: 439.4203 - logits_profile_predictions_loss: 432.7009 - logcount_predictions_loss: 0.9599 22/1247 [..............................] - ETA: 17:56 - loss: 439.4402 - logits_profile_predictions_loss: 432.7203 - logcount_predictions_loss: 0.9600 23/1247 [..............................] - ETA: 17:56 - loss: 439.5031 - logits_profile_predictions_loss: 432.7823 - logcount_predictions_loss: 0.9601 24/1247 [..............................] - ETA: 17:55 - loss: 439.7432 - logits_profile_predictions_loss: 433.0208 - logcount_predictions_loss: 0.9603 25/1247 [..............................] - ETA: 17:55 - loss: 440.1398 - logits_profile_predictions_loss: 433.4173 - logcount_predictions_loss: 0.9604 26/1247 [..............................] - ETA: 17:55 - loss: 440.4705 - logits_profile_predictions_loss: 433.7476 - logcount_predictions_loss: 0.9604 27/1247 [..............................] - ETA: 17:54 - loss: 440.8290 - logits_profile_predictions_loss: 434.1076 - logcount_predictions_loss: 0.9602 28/1247 [..............................] - ETA: 17:54 - loss: 441.2162 - logits_profile_predictions_loss: 434.4980 - logcount_predictions_loss: 0.9597 29/1247 [..............................] - ETA: 17:54 - loss: 441.5429 - logits_profile_predictions_loss: 434.8283 - logcount_predictions_loss: 0.9592 30/1247 [..............................] - ETA: 17:53 - loss: 442.0592 - logits_profile_predictions_loss: 435.3462 - logcount_predictions_loss: 0.9590 31/1247 [..............................] - ETA: 17:53 - loss: 442.4365 - logits_profile_predictions_loss: 435.7260 - logcount_predictions_loss: 0.9586 32/1247 [..............................] - ETA: 17:52 - loss: 442.8183 - logits_profile_predictions_loss: 436.1086 - logcount_predictions_loss: 0.9585 33/1247 [..............................] - ETA: 17:52 - loss: 443.2115 - logits_profile_predictions_loss: 436.4991 - logcount_predictions_loss: 0.9589 34/1247 [..............................] - ETA: 17:52 - loss: 443.6604 - logits_profile_predictions_loss: 436.9441 - logcount_predictions_loss: 0.9595 35/1247 [..............................] - ETA: 17:51 - loss: 444.0405 - logits_profile_predictions_loss: 437.3197 - logcount_predictions_loss: 0.9601 36/1247 [..............................] - ETA: 17:51 - loss: 444.4176 - logits_profile_predictions_loss: 437.6895 - logcount_predictions_loss: 0.9612 37/1247 [..............................] - ETA: 17:50 - loss: 444.8022 - logits_profile_predictions_loss: 438.0632 - logcount_predictions_loss: 0.9627 38/1247 [..............................] - ETA: 17:50 - loss: 445.1364 - logits_profile_predictions_loss: 438.3843 - logcount_predictions_loss: 0.9646 39/1247 [..............................] - ETA: 17:49 - loss: 445.4016 - logits_profile_predictions_loss: 438.6354 - logcount_predictions_loss: 0.9666 40/1247 [..............................] - ETA: 17:49 - loss: 445.7205 - logits_profile_predictions_loss: 438.9396 - logcount_predictions_loss: 0.9687 41/1247 [..............................] - ETA: 17:48 - loss: 446.0147 - logits_profile_predictions_loss: 439.2215 - logcount_predictions_loss: 0.9705 42/1247 [>.............................] - ETA: 17:48 - loss: 446.2641 - logits_profile_predictions_loss: 439.4590 - logcount_predictions_loss: 0.9722 43/1247 [>.............................] - ETA: 17:47 - loss: 446.5825 - logits_profile_predictions_loss: 439.7631 - logcount_predictions_loss: 0.9742 44/1247 [>.............................] - ETA: 17:47 - loss: 446.8659 - logits_profile_predictions_loss: 440.0329 - logcount_predictions_loss: 0.9761 45/1247 [>.............................] - ETA: 17:46 - loss: 447.1166 - logits_profile_predictions_loss: 440.2712 - logcount_predictions_loss: 0.9779 46/1247 [>.............................] - ETA: 17:45 - loss: 447.3392 - logits_profile_predictions_loss: 440.4828 - logcount_predictions_loss: 0.9795 47/1247 [>.............................] - ETA: 17:45 - loss: 447.5381 - logits_profile_predictions_loss: 440.6711 - logcount_predictions_loss: 0.9810 48/1247 [>.............................] - ETA: 17:44 - loss: 447.7476 - logits_profile_predictions_loss: 440.8703 - logcount_predictions_loss: 0.9825 49/1247 [>.............................] - ETA: 17:44 - loss: 447.9717 - logits_profile_predictions_loss: 441.0844 - logcount_predictions_loss: 0.9839 50/1247 [>.............................] - ETA: 17:43 - loss: 448.2050 - logits_profile_predictions_loss: 441.3077 - logcount_predictions_loss: 0.9853 51/1247 [>.............................] - ETA: 17:42 - loss: 448.4185 - logits_profile_predictions_loss: 441.5120 - logcount_predictions_loss: 0.9866 52/1247 [>.............................] - ETA: 17:42 - loss: 448.6048 - logits_profile_predictions_loss: 441.6896 - logcount_predictions_loss: 0.9879 53/1247 [>.............................] - ETA: 17:41 - loss: 448.7706 - logits_profile_predictions_loss: 441.8475 - logcount_predictions_loss: 0.9890 54/1247 [>.............................] - ETA: 17:41 - loss: 448.9076 - logits_profile_predictions_loss: 441.9778 - logcount_predictions_loss: 0.9900 55/1247 [>.............................] - ETA: 17:40 - loss: 449.0539 - logits_profile_predictions_loss: 442.1177 - logcount_predictions_loss: 0.9909 56/1247 [>.............................] - ETA: 17:40 - loss: 449.1789 - logits_profile_predictions_loss: 442.2372 - logcount_predictions_loss: 0.9917 57/1247 [>.............................] - ETA: 17:39 - loss: 449.2916 - logits_profile_predictions_loss: 442.3441 - logcount_predictions_loss: 0.9925 58/1247 [>.............................] - ETA: 17:38 - loss: 449.4183 - logits_profile_predictions_loss: 442.4653 - logcount_predictions_loss: 0.9933 59/1247 [>.............................] - ETA: 17:38 - loss: 449.5493 - logits_profile_predictions_loss: 442.5903 - logcount_predictions_loss: 0.9941 60/1247 [>.............................] - ETA: 17:37 - loss: 449.6512 - logits_profile_predictions_loss: 442.6868 - logcount_predictions_loss: 0.9949 61/1247 [>.............................] - ETA: 17:37 - loss: 449.7308 - logits_profile_predictions_loss: 442.7618 - logcount_predictions_loss: 0.9956 62/1247 [>.............................] - ETA: 17:36 - loss: 449.7983 - logits_profile_predictions_loss: 442.8250 - logcount_predictions_loss: 0.9962 63/1247 [>.............................] - ETA: 17:35 - loss: 449.8676 - logits_profile_predictions_loss: 442.8896 - logcount_predictions_loss: 0.9969 64/1247 [>.............................] - ETA: 17:35 - loss: 449.9382 - logits_profile_predictions_loss: 442.9549 - logcount_predictions_loss: 0.9976 65/1247 [>.............................] - ETA: 17:34 - loss: 449.9913 - logits_profile_predictions_loss: 443.0031 - logcount_predictions_loss: 0.9983 66/1247 [>.............................] - ETA: 17:34 - loss: 450.0258 - logits_profile_predictions_loss: 443.0334 - logcount_predictions_loss: 0.9989 67/1247 [>.............................] - ETA: 17:33 - loss: 450.0769 - logits_profile_predictions_loss: 443.0810 - logcount_predictions_loss: 0.9994 68/1247 [>.............................] - ETA: 17:32 - loss: 450.1411 - logits_profile_predictions_loss: 443.1417 - logcount_predictions_loss: 0.9999 69/1247 [>.............................] - ETA: 17:32 - loss: 450.2272 - logits_profile_predictions_loss: 443.2245 - logcount_predictions_loss: 1.0004 70/1247 [>.............................] - ETA: 17:31 - loss: 450.3012 - logits_profile_predictions_loss: 443.2954 - logcount_predictions_loss: 1.0008 71/1247 [>.............................] - ETA: 17:30 - loss: 450.3765 - logits_profile_predictions_loss: 443.3682 - logcount_predictions_loss: 1.0012 72/1247 [>.............................] - ETA: 17:30 - loss: 450.4480 - logits_profile_predictions_loss: 443.4372 - logcount_predictions_loss: 1.0015 73/1247 [>.............................] - ETA: 17:29 - loss: 450.5066 - logits_profile_predictions_loss: 443.4933 - logcount_predictions_loss: 1.0019 74/1247 [>.............................] - ETA: 17:28 - loss: 450.5571 - logits_profile_predictions_loss: 443.5416 - logcount_predictions_loss: 1.0022 75/1247 [>.............................] - ETA: 17:28 - loss: 450.6154 - logits_profile_predictions_loss: 443.5982 - logcount_predictions_loss: 1.0025 76/1247 [>.............................] - ETA: 17:27 - loss: 450.6793 - logits_profile_predictions_loss: 443.6605 - logcount_predictions_loss: 1.0027 77/1247 [>.............................] - ETA: 17:27 - loss: 450.7342 - logits_profile_predictions_loss: 443.7143 - logcount_predictions_loss: 1.0028 78/1247 [>.............................] - ETA: 17:26 - loss: 450.7666 - logits_profile_predictions_loss: 443.7457 - logcount_predictions_loss: 1.0030 79/1247 [>.............................] - ETA: 17:25 - loss: 450.7948 - logits_profile_predictions_loss: 443.7730 - logcount_predictions_loss: 1.0031 80/1247 [>.............................] - ETA: 17:24 - loss: 450.8105 - logits_profile_predictions_loss: 443.7877 - logcount_predictions_loss: 1.0033 81/1247 [>.............................] - ETA: 17:24 - loss: 450.8265 - logits_profile_predictions_loss: 443.8022 - logcount_predictions_loss: 1.0035 82/1247 [>.............................] - ETA: 17:23 - loss: 450.8431 - logits_profile_predictions_loss: 443.8170 - logcount_predictions_loss: 1.0037 83/1247 [>.............................] - ETA: 17:22 - loss: 450.8560 - logits_profile_predictions_loss: 443.8281 - logcount_predictions_loss: 1.0040 84/1247 [=>............................] - ETA: 17:21 - loss: 450.8963 - logits_profile_predictions_loss: 443.8664 - logcount_predictions_loss: 1.0043 85/1247 [=>............................] - ETA: 17:21 - loss: 450.9325 - logits_profile_predictions_loss: 443.9009 - logcount_predictions_loss: 1.0045 86/1247 [=>............................] - ETA: 17:20 - loss: 450.9603 - logits_profile_predictions_loss: 443.9272 - logcount_predictions_loss: 1.0047 87/1247 [=>............................] - ETA: 17:20 - loss: 450.9867 - logits_profile_predictions_loss: 443.9520 - logcount_predictions_loss: 1.0050 88/1247 [=>............................] - ETA: 17:19 - loss: 451.0205 - logits_profile_predictions_loss: 443.9842 - logcount_predictions_loss: 1.0052 89/1247 [=>............................] - ETA: 17:18 - loss: 451.0344 - logits_profile_predictions_loss: 443.9971 - logcount_predictions_loss: 1.0053 90/1247 [=>............................] - ETA: 17:17 - loss: 451.0468 - logits_profile_predictions_loss: 444.0085 - logcount_predictions_loss: 1.0055 91/1247 [=>............................] - ETA: 17:17 - loss: 451.0631 - logits_profile_predictions_loss: 444.0240 - logcount_predictions_loss: 1.0056 92/1247 [=>............................] - ETA: 17:16 - loss: 451.0856 - logits_profile_predictions_loss: 444.0455 - logcount_predictions_loss: 1.0057 93/1247 [=>............................] - ETA: 17:15 - loss: 451.0990 - logits_profile_predictions_loss: 444.0579 - logcount_predictions_loss: 1.0059 94/1247 [=>............................] - ETA: 17:15 - loss: 451.1129 - logits_profile_predictions_loss: 444.0708 - logcount_predictions_loss: 1.0060 95/1247 [=>............................] - ETA: 17:14 - loss: 451.1256 - logits_profile_predictions_loss: 444.0825 - logcount_predictions_loss: 1.0061 96/1247 [=>............................] - ETA: 17:13 - loss: 451.1350 - logits_profile_predictions_loss: 444.0911 - logcount_predictions_loss: 1.0063 97/1247 [=>............................] - ETA: 17:12 - loss: 451.1552 - logits_profile_predictions_loss: 444.1105 - logcount_predictions_loss: 1.0064 98/1247 [=>............................] - ETA: 17:11 - loss: 451.1602 - logits_profile_predictions_loss: 444.1149 - logcount_predictions_loss: 1.0065 99/1247 [=>............................] - ETA: 17:11 - loss: 451.1671 - logits_profile_predictions_loss: 444.1213 - logcount_predictions_loss: 1.0065 100/1247 [=>............................] - ETA: 17:10 - loss: 451.1654 - logits_profile_predictions_loss: 444.1194 - logcount_predictions_loss: 1.0066 101/1247 [=>............................] - ETA: 17:09 - loss: 451.1731 - logits_profile_predictions_loss: 444.1272 - logcount_predictions_loss: 1.0066 102/1247 [=>............................] - ETA: 17:08 - loss: 451.1875 - logits_profile_predictions_loss: 444.1418 - logcount_predictions_loss: 1.0065 103/1247 [=>............................] - ETA: 17:08 - loss: 451.2034 - logits_profile_predictions_loss: 444.1581 - logcount_predictions_loss: 1.0065 104/1247 [=>............................] - ETA: 17:07 - loss: 451.2224 - logits_profile_predictions_loss: 444.1776 - logcount_predictions_loss: 1.0064 105/1247 [=>............................] - ETA: 17:06 - loss: 451.2319 - logits_profile_predictions_loss: 444.1877 - logcount_predictions_loss: 1.0063 106/1247 [=>............................] - ETA: 17:05 - loss: 451.2435 - logits_profile_predictions_loss: 444.2000 - logcount_predictions_loss: 1.0062 107/1247 [=>............................] - ETA: 17:05 - loss: 451.2566 - logits_profile_predictions_loss: 444.2138 - logcount_predictions_loss: 1.0061 108/1247 [=>............................] - ETA: 17:04 - loss: 451.2659 - logits_profile_predictions_loss: 444.2240 - logcount_predictions_loss: 1.0060 109/1247 [=>............................] - ETA: 17:03 - loss: 451.2730 - logits_profile_predictions_loss: 444.2317 - logcount_predictions_loss: 1.0059 110/1247 [=>............................] - ETA: 17:02 - loss: 451.2844 - logits_profile_predictions_loss: 444.2438 - logcount_predictions_loss: 1.0058 111/1247 [=>............................] - ETA: 17:01 - loss: 451.2931 - logits_profile_predictions_loss: 444.2531 - logcount_predictions_loss: 1.0057 112/1247 [=>............................] - ETA: 17:01 - loss: 451.3039 - logits_profile_predictions_loss: 444.2646 - logcount_predictions_loss: 1.0056 113/1247 [=>............................] - ETA: 17:00 - loss: 451.3278 - logits_profile_predictions_loss: 444.2893 - logcount_predictions_loss: 1.0055 114/1247 [=>............................] - ETA: 16:59 - loss: 451.3456 - logits_profile_predictions_loss: 444.3079 - logcount_predictions_loss: 1.0054 115/1247 [=>............................] - ETA: 16:58 - loss: 451.3635 - logits_profile_predictions_loss: 444.3268 - logcount_predictions_loss: 1.0052 116/1247 [=>............................] - ETA: 16:57 - loss: 451.3721 - logits_profile_predictions_loss: 444.3363 - logcount_predictions_loss: 1.0051 117/1247 [=>............................] - ETA: 16:57 - loss: 451.3833 - logits_profile_predictions_loss: 444.3485 - logcount_predictions_loss: 1.0050 118/1247 [=>............................] - ETA: 16:56 - loss: 451.3939 - logits_profile_predictions_loss: 444.3600 - logcount_predictions_loss: 1.0048 119/1247 [=>............................] - ETA: 16:55 - loss: 451.4016 - 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loss: 450.2798 - logits_profile_predictions_loss: 443.3666 - logcount_predictions_loss: 0.9876 1245/1247 [============================>.] - ETA: 1s - loss: 450.2795 - logits_profile_predictions_loss: 443.3664 - logcount_predictions_loss: 0.9876 1246/1247 [============================>.] - ETA: 0s - loss: 450.2792 - logits_profile_predictions_loss: 443.3661 - logcount_predictions_loss: 0.9876 1247/1247 [==============================] - ETA: 0s - loss: 450.2789 - logits_profile_predictions_loss: 443.3658 - logcount_predictions_loss: 0.9876 1247/1247 [==============================] - 1171s 939ms/step - loss: 450.2785 - logits_profile_predictions_loss: 443.3655 - logcount_predictions_loss: 0.9876 - val_loss: 448.8822 - val_logits_profile_predictions_loss: 442.5216 - val_logcount_predictions_loss: 0.9087 + +Epoch 00006: val_loss improved from 449.90131 to 448.88217, saving model to chrombppnet_model_encsr283tme_bias/chrombpnet.h5 +Epoch 7/50 + 1/1247 [..............................] - ETA: 18:10 - loss: 450.7744 - logits_profile_predictions_loss: 444.5744 - logcount_predictions_loss: 0.8857 2/1247 [..............................] - ETA: 17:52 - loss: 473.5340 - logits_profile_predictions_loss: 467.3289 - logcount_predictions_loss: 0.8864 3/1247 [..............................] - ETA: 17:54 - loss: 491.1188 - logits_profile_predictions_loss: 484.8348 - logcount_predictions_loss: 0.8977 4/1247 [..............................] - ETA: 17:55 - loss: 493.3188 - logits_profile_predictions_loss: 487.0242 - logcount_predictions_loss: 0.8992 5/1247 [..............................] - ETA: 17:56 - loss: 487.0521 - logits_profile_predictions_loss: 480.7845 - logcount_predictions_loss: 0.8954 6/1247 [..............................] - ETA: 17:56 - loss: 482.2694 - logits_profile_predictions_loss: 475.9403 - logcount_predictions_loss: 0.9042 7/1247 [..............................] - ETA: 17:57 - loss: 477.7817 - logits_profile_predictions_loss: 471.3580 - logcount_predictions_loss: 0.9177 8/1247 [..............................] - ETA: 17:57 - loss: 474.8584 - logits_profile_predictions_loss: 468.3559 - logcount_predictions_loss: 0.9289 9/1247 [..............................] - ETA: 17:57 - loss: 472.6491 - logits_profile_predictions_loss: 466.0798 - logcount_predictions_loss: 0.9385 10/1247 [..............................] - ETA: 17:58 - loss: 470.7153 - logits_profile_predictions_loss: 464.1176 - logcount_predictions_loss: 0.9425 11/1247 [..............................] - ETA: 17:59 - loss: 468.9032 - logits_profile_predictions_loss: 462.2775 - logcount_predictions_loss: 0.9465 12/1247 [..............................] - ETA: 17:59 - loss: 467.3970 - logits_profile_predictions_loss: 460.7394 - logcount_predictions_loss: 0.9511 13/1247 [..............................] - ETA: 17:59 - loss: 465.5435 - logits_profile_predictions_loss: 458.8525 - logcount_predictions_loss: 0.9559 14/1247 [..............................] - ETA: 17:59 - loss: 464.0153 - logits_profile_predictions_loss: 457.2762 - logcount_predictions_loss: 0.9627 15/1247 [..............................] - ETA: 17:59 - loss: 462.3568 - logits_profile_predictions_loss: 455.5883 - logcount_predictions_loss: 0.9669 16/1247 [..............................] - ETA: 17:58 - loss: 460.9368 - logits_profile_predictions_loss: 454.1452 - logcount_predictions_loss: 0.9702 17/1247 [..............................] - ETA: 17:58 - loss: 459.9017 - logits_profile_predictions_loss: 453.0924 - logcount_predictions_loss: 0.9728 18/1247 [..............................] - ETA: 17:58 - loss: 458.8214 - logits_profile_predictions_loss: 452.0016 - logcount_predictions_loss: 0.9743 19/1247 [..............................] - ETA: 17:58 - loss: 457.6848 - logits_profile_predictions_loss: 450.8534 - logcount_predictions_loss: 0.9759 20/1247 [..............................] - ETA: 17:57 - loss: 456.8333 - logits_profile_predictions_loss: 449.9818 - logcount_predictions_loss: 0.9788 21/1247 [..............................] - ETA: 17:57 - loss: 455.7527 - logits_profile_predictions_loss: 448.8837 - logcount_predictions_loss: 0.9813 22/1247 [..............................] - ETA: 17:57 - loss: 454.7496 - logits_profile_predictions_loss: 447.8674 - logcount_predictions_loss: 0.9832 23/1247 [..............................] - ETA: 17:56 - loss: 454.0320 - logits_profile_predictions_loss: 447.1421 - logcount_predictions_loss: 0.9843 24/1247 [..............................] - ETA: 17:56 - loss: 453.3655 - logits_profile_predictions_loss: 446.4715 - logcount_predictions_loss: 0.9849 25/1247 [..............................] - ETA: 17:56 - loss: 452.6456 - logits_profile_predictions_loss: 445.7469 - logcount_predictions_loss: 0.9855 26/1247 [..............................] - ETA: 17:56 - loss: 452.0128 - logits_profile_predictions_loss: 445.1093 - logcount_predictions_loss: 0.9862 27/1247 [..............................] - ETA: 17:55 - loss: 451.2594 - logits_profile_predictions_loss: 444.3526 - logcount_predictions_loss: 0.9867 28/1247 [..............................] - ETA: 17:55 - loss: 450.5446 - logits_profile_predictions_loss: 443.6341 - logcount_predictions_loss: 0.9872 29/1247 [..............................] - ETA: 17:55 - loss: 449.9506 - logits_profile_predictions_loss: 443.0379 - logcount_predictions_loss: 0.9875 30/1247 [..............................] - ETA: 17:54 - loss: 449.3587 - logits_profile_predictions_loss: 442.4450 - logcount_predictions_loss: 0.9877 31/1247 [..............................] - ETA: 17:54 - loss: 448.7360 - logits_profile_predictions_loss: 441.8194 - logcount_predictions_loss: 0.9881 32/1247 [..............................] - ETA: 17:53 - loss: 448.1248 - logits_profile_predictions_loss: 441.2083 - logcount_predictions_loss: 0.9881 33/1247 [..............................] - ETA: 17:53 - loss: 447.6569 - logits_profile_predictions_loss: 440.7401 - logcount_predictions_loss: 0.9881 34/1247 [..............................] - ETA: 17:52 - loss: 447.2725 - logits_profile_predictions_loss: 440.3578 - logcount_predictions_loss: 0.9878 35/1247 [..............................] - ETA: 17:52 - loss: 446.8304 - logits_profile_predictions_loss: 439.9185 - logcount_predictions_loss: 0.9874 36/1247 [..............................] - ETA: 17:51 - loss: 446.4187 - logits_profile_predictions_loss: 439.5107 - logcount_predictions_loss: 0.9869 37/1247 [..............................] - ETA: 17:51 - loss: 446.0620 - logits_profile_predictions_loss: 439.1581 - logcount_predictions_loss: 0.9863 38/1247 [..............................] - ETA: 17:50 - loss: 445.6969 - logits_profile_predictions_loss: 438.7970 - logcount_predictions_loss: 0.9857 39/1247 [..............................] - ETA: 17:50 - loss: 445.3962 - logits_profile_predictions_loss: 438.5012 - logcount_predictions_loss: 0.9850 40/1247 [..............................] - ETA: 17:49 - loss: 445.0564 - logits_profile_predictions_loss: 438.1664 - logcount_predictions_loss: 0.9843 41/1247 [..............................] - ETA: 17:49 - loss: 444.7758 - logits_profile_predictions_loss: 437.8895 - logcount_predictions_loss: 0.9837 42/1247 [>.............................] - ETA: 17:48 - loss: 444.4710 - logits_profile_predictions_loss: 437.5867 - logcount_predictions_loss: 0.9835 43/1247 [>.............................] - ETA: 17:48 - loss: 444.2179 - logits_profile_predictions_loss: 437.3345 - logcount_predictions_loss: 0.9833 44/1247 [>.............................] - ETA: 17:47 - loss: 443.9415 - logits_profile_predictions_loss: 437.0595 - logcount_predictions_loss: 0.9831 45/1247 [>.............................] - ETA: 17:47 - loss: 443.6951 - logits_profile_predictions_loss: 436.8152 - logcount_predictions_loss: 0.9828 46/1247 [>.............................] - ETA: 17:46 - loss: 443.4800 - logits_profile_predictions_loss: 436.6024 - logcount_predictions_loss: 0.9825 47/1247 [>.............................] - ETA: 17:46 - loss: 443.3246 - logits_profile_predictions_loss: 436.4494 - logcount_predictions_loss: 0.9822 48/1247 [>.............................] - ETA: 17:45 - loss: 443.1443 - logits_profile_predictions_loss: 436.2715 - logcount_predictions_loss: 0.9818 49/1247 [>.............................] - ETA: 17:45 - loss: 442.9958 - logits_profile_predictions_loss: 436.1242 - logcount_predictions_loss: 0.9817 50/1247 [>.............................] - ETA: 17:44 - loss: 442.8451 - logits_profile_predictions_loss: 435.9746 - logcount_predictions_loss: 0.9815 51/1247 [>.............................] - ETA: 17:44 - loss: 442.7182 - logits_profile_predictions_loss: 435.8488 - logcount_predictions_loss: 0.9814 52/1247 [>.............................] - ETA: 17:43 - loss: 442.6123 - logits_profile_predictions_loss: 435.7447 - logcount_predictions_loss: 0.9811 53/1247 [>.............................] - ETA: 17:42 - loss: 442.4865 - logits_profile_predictions_loss: 435.6209 - logcount_predictions_loss: 0.9808 54/1247 [>.............................] - ETA: 17:42 - loss: 442.3573 - logits_profile_predictions_loss: 435.4933 - logcount_predictions_loss: 0.9806 55/1247 [>.............................] - ETA: 17:41 - loss: 442.2173 - logits_profile_predictions_loss: 435.3556 - logcount_predictions_loss: 0.9802 56/1247 [>.............................] - ETA: 17:41 - loss: 442.0882 - logits_profile_predictions_loss: 435.2289 - logcount_predictions_loss: 0.9799 57/1247 [>.............................] - ETA: 17:40 - loss: 441.9815 - logits_profile_predictions_loss: 435.1255 - logcount_predictions_loss: 0.9794 58/1247 [>.............................] - ETA: 17:39 - loss: 441.8853 - logits_profile_predictions_loss: 435.0324 - logcount_predictions_loss: 0.9790 59/1247 [>.............................] - ETA: 17:39 - loss: 441.8097 - logits_profile_predictions_loss: 434.9602 - logcount_predictions_loss: 0.9785 60/1247 [>.............................] - ETA: 17:38 - loss: 441.7242 - logits_profile_predictions_loss: 434.8780 - logcount_predictions_loss: 0.9780 61/1247 [>.............................] - ETA: 17:37 - loss: 441.6481 - logits_profile_predictions_loss: 434.8049 - logcount_predictions_loss: 0.9776 62/1247 [>.............................] - ETA: 17:37 - loss: 441.5772 - logits_profile_predictions_loss: 434.7362 - logcount_predictions_loss: 0.9773 63/1247 [>.............................] - ETA: 17:36 - loss: 441.5353 - logits_profile_predictions_loss: 434.6966 - logcount_predictions_loss: 0.9770 64/1247 [>.............................] - ETA: 17:36 - loss: 441.5113 - logits_profile_predictions_loss: 434.6750 - logcount_predictions_loss: 0.9766 65/1247 [>.............................] - ETA: 17:35 - loss: 441.4801 - logits_profile_predictions_loss: 434.6459 - logcount_predictions_loss: 0.9763 66/1247 [>.............................] - ETA: 17:34 - loss: 441.4514 - logits_profile_predictions_loss: 434.6192 - logcount_predictions_loss: 0.9760 67/1247 [>.............................] - ETA: 17:34 - loss: 441.4101 - logits_profile_predictions_loss: 434.5803 - logcount_predictions_loss: 0.9757 68/1247 [>.............................] - ETA: 17:34 - loss: 441.3537 - logits_profile_predictions_loss: 434.5263 - logcount_predictions_loss: 0.9753 69/1247 [>.............................] - ETA: 17:33 - loss: 441.3355 - logits_profile_predictions_loss: 434.5105 - logcount_predictions_loss: 0.9750 70/1247 [>.............................] - ETA: 17:32 - loss: 441.3044 - logits_profile_predictions_loss: 434.4817 - logcount_predictions_loss: 0.9747 71/1247 [>.............................] - ETA: 17:32 - loss: 441.2668 - logits_profile_predictions_loss: 434.4464 - logcount_predictions_loss: 0.9743 72/1247 [>.............................] - ETA: 17:31 - loss: 441.2281 - logits_profile_predictions_loss: 434.4097 - logcount_predictions_loss: 0.9741 73/1247 [>.............................] - ETA: 17:30 - loss: 441.1703 - logits_profile_predictions_loss: 434.3542 - logcount_predictions_loss: 0.9737 74/1247 [>.............................] - ETA: 17:29 - loss: 441.1162 - logits_profile_predictions_loss: 434.3025 - logcount_predictions_loss: 0.9734 75/1247 [>.............................] - ETA: 17:29 - loss: 441.0600 - logits_profile_predictions_loss: 434.2485 - logcount_predictions_loss: 0.9731 76/1247 [>.............................] - ETA: 17:28 - loss: 441.0056 - logits_profile_predictions_loss: 434.1963 - logcount_predictions_loss: 0.9728 77/1247 [>.............................] - ETA: 17:27 - loss: 440.9646 - logits_profile_predictions_loss: 434.1573 - logcount_predictions_loss: 0.9725 78/1247 [>.............................] - ETA: 17:27 - loss: 440.9212 - logits_profile_predictions_loss: 434.1156 - logcount_predictions_loss: 0.9722 79/1247 [>.............................] - ETA: 17:26 - loss: 440.8823 - logits_profile_predictions_loss: 434.0784 - logcount_predictions_loss: 0.9720 80/1247 [>.............................] - ETA: 17:25 - loss: 440.8405 - logits_profile_predictions_loss: 434.0382 - logcount_predictions_loss: 0.9718 81/1247 [>.............................] - ETA: 17:25 - loss: 440.7797 - logits_profile_predictions_loss: 433.9790 - logcount_predictions_loss: 0.9715 82/1247 [>.............................] - ETA: 17:24 - loss: 440.7234 - logits_profile_predictions_loss: 433.9242 - logcount_predictions_loss: 0.9713 83/1247 [>.............................] - ETA: 17:23 - loss: 440.6679 - logits_profile_predictions_loss: 433.8702 - logcount_predictions_loss: 0.9711 84/1247 [=>............................] - ETA: 17:22 - loss: 440.6069 - logits_profile_predictions_loss: 433.8104 - logcount_predictions_loss: 0.9709 85/1247 [=>............................] - ETA: 17:22 - loss: 440.5402 - logits_profile_predictions_loss: 433.7451 - logcount_predictions_loss: 0.9707 86/1247 [=>............................] - ETA: 17:21 - loss: 440.4870 - logits_profile_predictions_loss: 433.6932 - logcount_predictions_loss: 0.9706 87/1247 [=>............................] - ETA: 17:20 - loss: 440.4262 - logits_profile_predictions_loss: 433.6335 - logcount_predictions_loss: 0.9704 88/1247 [=>............................] - ETA: 17:20 - loss: 440.3656 - logits_profile_predictions_loss: 433.5741 - logcount_predictions_loss: 0.9702 89/1247 [=>............................] - ETA: 17:19 - loss: 440.3111 - logits_profile_predictions_loss: 433.5209 - logcount_predictions_loss: 0.9700 90/1247 [=>............................] - ETA: 17:18 - loss: 440.2583 - logits_profile_predictions_loss: 433.4694 - logcount_predictions_loss: 0.9698 91/1247 [=>............................] - ETA: 17:17 - loss: 440.2109 - logits_profile_predictions_loss: 433.4231 - logcount_predictions_loss: 0.9697 92/1247 [=>............................] - ETA: 17:17 - loss: 440.1793 - logits_profile_predictions_loss: 433.3926 - logcount_predictions_loss: 0.9695 93/1247 [=>............................] - ETA: 17:16 - loss: 440.1446 - logits_profile_predictions_loss: 433.3590 - logcount_predictions_loss: 0.9694 94/1247 [=>............................] - ETA: 17:15 - loss: 440.1160 - logits_profile_predictions_loss: 433.3314 - logcount_predictions_loss: 0.9692 95/1247 [=>............................] - ETA: 17:14 - loss: 440.0890 - logits_profile_predictions_loss: 433.3053 - logcount_predictions_loss: 0.9691 96/1247 [=>............................] - ETA: 17:14 - loss: 440.0571 - logits_profile_predictions_loss: 433.2743 - logcount_predictions_loss: 0.9690 97/1247 [=>............................] - ETA: 17:13 - loss: 440.0245 - logits_profile_predictions_loss: 433.2425 - logcount_predictions_loss: 0.9689 98/1247 [=>............................] - ETA: 17:12 - loss: 439.9980 - logits_profile_predictions_loss: 433.2167 - logcount_predictions_loss: 0.9688 99/1247 [=>............................] - ETA: 17:11 - loss: 439.9741 - logits_profile_predictions_loss: 433.1937 - logcount_predictions_loss: 0.9686 100/1247 [=>............................] - ETA: 17:10 - loss: 439.9556 - logits_profile_predictions_loss: 433.1761 - logcount_predictions_loss: 0.9685 101/1247 [=>............................] - ETA: 17:10 - loss: 439.9374 - logits_profile_predictions_loss: 433.1588 - logcount_predictions_loss: 0.9684 102/1247 [=>............................] - ETA: 17:09 - loss: 439.9081 - logits_profile_predictions_loss: 433.1303 - logcount_predictions_loss: 0.9682 103/1247 [=>............................] - ETA: 17:08 - loss: 439.8781 - logits_profile_predictions_loss: 433.1012 - logcount_predictions_loss: 0.9681 104/1247 [=>............................] - ETA: 17:07 - loss: 439.8457 - logits_profile_predictions_loss: 433.0697 - logcount_predictions_loss: 0.9680 105/1247 [=>............................] - ETA: 17:06 - loss: 439.8134 - logits_profile_predictions_loss: 433.0382 - logcount_predictions_loss: 0.9679 106/1247 [=>............................] - ETA: 17:06 - loss: 439.7729 - logits_profile_predictions_loss: 432.9985 - logcount_predictions_loss: 0.9678 107/1247 [=>............................] - ETA: 17:05 - loss: 439.7339 - logits_profile_predictions_loss: 432.9604 - logcount_predictions_loss: 0.9676 108/1247 [=>............................] - ETA: 17:04 - loss: 439.6942 - logits_profile_predictions_loss: 432.9217 - logcount_predictions_loss: 0.9675 109/1247 [=>............................] - ETA: 17:04 - loss: 439.6649 - logits_profile_predictions_loss: 432.8932 - logcount_predictions_loss: 0.9674 110/1247 [=>............................] - ETA: 17:03 - loss: 439.6447 - logits_profile_predictions_loss: 432.8735 - logcount_predictions_loss: 0.9673 111/1247 [=>............................] - ETA: 17:02 - loss: 439.6214 - logits_profile_predictions_loss: 432.8510 - logcount_predictions_loss: 0.9672 112/1247 [=>............................] - ETA: 17:01 - loss: 439.5952 - logits_profile_predictions_loss: 432.8254 - logcount_predictions_loss: 0.9671 113/1247 [=>............................] - ETA: 17:00 - loss: 439.5770 - logits_profile_predictions_loss: 432.8079 - logcount_predictions_loss: 0.9670 114/1247 [=>............................] - ETA: 16:59 - loss: 439.5632 - logits_profile_predictions_loss: 432.7949 - logcount_predictions_loss: 0.9669 115/1247 [=>............................] - ETA: 16:58 - loss: 439.5508 - logits_profile_predictions_loss: 432.7833 - logcount_predictions_loss: 0.9668 116/1247 [=>............................] - ETA: 16:58 - loss: 439.5373 - logits_profile_predictions_loss: 432.7707 - logcount_predictions_loss: 0.9667 117/1247 [=>............................] - ETA: 16:57 - loss: 439.5229 - logits_profile_predictions_loss: 432.7570 - logcount_predictions_loss: 0.9666 118/1247 [=>............................] - ETA: 16:56 - loss: 439.5013 - logits_profile_predictions_loss: 432.7360 - logcount_predictions_loss: 0.9665 119/1247 [=>............................] - ETA: 16:55 - loss: 439.4709 - logits_profile_predictions_loss: 432.7063 - logcount_predictions_loss: 0.9664 120/1247 [=>............................] - ETA: 16:54 - loss: 439.4403 - logits_profile_predictions_loss: 432.6764 - logcount_predictions_loss: 0.9663 121/1247 [=>............................] - ETA: 16:53 - loss: 439.4095 - logits_profile_predictions_loss: 432.6463 - logcount_predictions_loss: 0.9662 122/1247 [=>............................] - ETA: 16:53 - loss: 439.3749 - logits_profile_predictions_loss: 432.6123 - logcount_predictions_loss: 0.9661 123/1247 [=>............................] - ETA: 16:52 - loss: 439.3423 - logits_profile_predictions_loss: 432.5802 - logcount_predictions_loss: 0.9660 124/1247 [=>............................] - ETA: 16:51 - loss: 439.3082 - logits_profile_predictions_loss: 432.5466 - logcount_predictions_loss: 0.9659 125/1247 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loss: 442.1885 - logits_profile_predictions_loss: 435.5291 - logcount_predictions_loss: 0.9513 1244/1247 [============================>.] - ETA: 2s - loss: 442.1898 - logits_profile_predictions_loss: 435.5304 - logcount_predictions_loss: 0.9513 1245/1247 [============================>.] - ETA: 1s - loss: 442.1911 - logits_profile_predictions_loss: 435.5317 - logcount_predictions_loss: 0.9513 1246/1247 [============================>.] - ETA: 0s - loss: 442.1923 - logits_profile_predictions_loss: 435.5330 - logcount_predictions_loss: 0.9513 1247/1247 [==============================] - ETA: 0s - loss: 442.1936 - logits_profile_predictions_loss: 435.5343 - logcount_predictions_loss: 0.9513 1247/1247 [==============================] - 1170s 939ms/step - loss: 442.1949 - logits_profile_predictions_loss: 435.5356 - logcount_predictions_loss: 0.9513 - val_loss: 452.4666 - val_logits_profile_predictions_loss: 446.2226 - val_logcount_predictions_loss: 0.8920 + +Epoch 00007: val_loss did not improve from 448.88217 +Epoch 8/50 + 1/1247 [..............................] - ETA: 18:07 - loss: 507.9193 - logits_profile_predictions_loss: 501.0201 - logcount_predictions_loss: 0.9856 2/1247 [..............................] - ETA: 17:50 - loss: 513.0535 - logits_profile_predictions_loss: 506.0716 - logcount_predictions_loss: 0.9974 3/1247 [..............................] - ETA: 17:52 - loss: 494.2370 - logits_profile_predictions_loss: 487.4294 - logcount_predictions_loss: 0.9725 4/1247 [..............................] - ETA: 17:54 - loss: 484.3658 - logits_profile_predictions_loss: 477.5918 - logcount_predictions_loss: 0.9677 5/1247 [..............................] - ETA: 17:56 - loss: 476.8758 - logits_profile_predictions_loss: 470.0254 - logcount_predictions_loss: 0.9786 6/1247 [..............................] - ETA: 17:56 - loss: 470.6348 - logits_profile_predictions_loss: 463.7661 - logcount_predictions_loss: 0.9812 7/1247 [..............................] - ETA: 17:57 - loss: 468.7551 - logits_profile_predictions_loss: 461.9066 - logcount_predictions_loss: 0.9784 8/1247 [..............................] - ETA: 17:57 - loss: 466.3823 - logits_profile_predictions_loss: 459.5699 - logcount_predictions_loss: 0.9732 9/1247 [..............................] - ETA: 17:57 - loss: 464.8857 - logits_profile_predictions_loss: 458.0925 - logcount_predictions_loss: 0.9705 10/1247 [..............................] - ETA: 17:58 - loss: 463.3041 - logits_profile_predictions_loss: 456.5314 - logcount_predictions_loss: 0.9675 11/1247 [..............................] - ETA: 17:58 - loss: 462.1845 - logits_profile_predictions_loss: 455.4264 - logcount_predictions_loss: 0.9654 12/1247 [..............................] - ETA: 17:58 - loss: 461.5343 - logits_profile_predictions_loss: 454.8036 - logcount_predictions_loss: 0.9615 13/1247 [..............................] - ETA: 17:58 - loss: 461.4479 - logits_profile_predictions_loss: 454.7382 - logcount_predictions_loss: 0.9585 14/1247 [..............................] - ETA: 17:58 - loss: 461.7921 - logits_profile_predictions_loss: 455.0882 - logcount_predictions_loss: 0.9577 15/1247 [..............................] - ETA: 17:57 - loss: 461.7125 - logits_profile_predictions_loss: 455.0117 - logcount_predictions_loss: 0.9573 16/1247 [..............................] - ETA: 17:57 - loss: 461.2814 - logits_profile_predictions_loss: 454.5790 - logcount_predictions_loss: 0.9575 17/1247 [..............................] - ETA: 17:57 - loss: 460.4198 - logits_profile_predictions_loss: 453.7225 - logcount_predictions_loss: 0.9568 18/1247 [..............................] - ETA: 17:57 - loss: 459.6212 - logits_profile_predictions_loss: 452.9338 - logcount_predictions_loss: 0.9553 19/1247 [..............................] - ETA: 17:57 - loss: 458.3875 - logits_profile_predictions_loss: 451.7133 - logcount_predictions_loss: 0.9534 20/1247 [..............................] - ETA: 17:56 - loss: 457.5066 - logits_profile_predictions_loss: 450.8449 - logcount_predictions_loss: 0.9517 21/1247 [..............................] - ETA: 17:56 - loss: 456.5504 - logits_profile_predictions_loss: 449.8992 - logcount_predictions_loss: 0.9502 22/1247 [..............................] - ETA: 17:56 - loss: 455.8111 - logits_profile_predictions_loss: 449.1657 - logcount_predictions_loss: 0.9493 23/1247 [..............................] - ETA: 17:56 - loss: 455.3207 - logits_profile_predictions_loss: 448.6818 - logcount_predictions_loss: 0.9484 24/1247 [..............................] - ETA: 17:55 - loss: 454.8577 - logits_profile_predictions_loss: 448.2225 - logcount_predictions_loss: 0.9479 25/1247 [..............................] - ETA: 17:55 - loss: 454.3103 - logits_profile_predictions_loss: 447.6819 - logcount_predictions_loss: 0.9469 26/1247 [..............................] - ETA: 17:54 - loss: 453.8012 - logits_profile_predictions_loss: 447.1810 - logcount_predictions_loss: 0.9457 27/1247 [..............................] - ETA: 17:54 - loss: 453.2900 - logits_profile_predictions_loss: 446.6777 - logcount_predictions_loss: 0.9446 28/1247 [..............................] - ETA: 17:54 - loss: 452.9314 - logits_profile_predictions_loss: 446.3253 - logcount_predictions_loss: 0.9437 29/1247 [..............................] - ETA: 17:54 - loss: 452.7100 - logits_profile_predictions_loss: 446.1088 - logcount_predictions_loss: 0.9430 30/1247 [..............................] - ETA: 17:53 - loss: 452.4404 - logits_profile_predictions_loss: 445.8461 - logcount_predictions_loss: 0.9421 31/1247 [..............................] - ETA: 17:53 - loss: 452.2067 - logits_profile_predictions_loss: 445.6132 - logcount_predictions_loss: 0.9419 32/1247 [..............................] - ETA: 17:53 - loss: 451.9639 - logits_profile_predictions_loss: 445.3694 - logcount_predictions_loss: 0.9421 33/1247 [..............................] - ETA: 17:52 - loss: 451.7225 - logits_profile_predictions_loss: 445.1286 - logcount_predictions_loss: 0.9420 34/1247 [..............................] - ETA: 17:52 - loss: 451.3887 - logits_profile_predictions_loss: 444.7957 - logcount_predictions_loss: 0.9419 35/1247 [..............................] - ETA: 17:51 - loss: 451.2193 - logits_profile_predictions_loss: 444.6240 - logcount_predictions_loss: 0.9422 36/1247 [..............................] - ETA: 17:51 - loss: 451.0459 - logits_profile_predictions_loss: 444.4483 - logcount_predictions_loss: 0.9425 37/1247 [..............................] - ETA: 17:50 - loss: 450.8992 - logits_profile_predictions_loss: 444.2986 - logcount_predictions_loss: 0.9429 38/1247 [..............................] - ETA: 17:50 - loss: 450.7909 - logits_profile_predictions_loss: 444.1865 - logcount_predictions_loss: 0.9435 39/1247 [..............................] - ETA: 17:49 - loss: 450.7848 - logits_profile_predictions_loss: 444.1758 - logcount_predictions_loss: 0.9441 40/1247 [..............................] - ETA: 17:49 - loss: 450.7760 - logits_profile_predictions_loss: 444.1626 - logcount_predictions_loss: 0.9448 41/1247 [..............................] - ETA: 17:48 - loss: 450.7930 - logits_profile_predictions_loss: 444.1764 - logcount_predictions_loss: 0.9452 42/1247 [>.............................] - ETA: 17:48 - loss: 450.7883 - logits_profile_predictions_loss: 444.1687 - logcount_predictions_loss: 0.9456 43/1247 [>.............................] - ETA: 17:47 - loss: 450.7594 - logits_profile_predictions_loss: 444.1359 - logcount_predictions_loss: 0.9462 44/1247 [>.............................] - ETA: 17:47 - loss: 450.7459 - logits_profile_predictions_loss: 444.1189 - logcount_predictions_loss: 0.9467 45/1247 [>.............................] - ETA: 17:46 - loss: 450.7157 - logits_profile_predictions_loss: 444.0861 - logcount_predictions_loss: 0.9471 46/1247 [>.............................] - ETA: 17:46 - loss: 450.6803 - logits_profile_predictions_loss: 444.0473 - logcount_predictions_loss: 0.9476 47/1247 [>.............................] - ETA: 17:45 - loss: 450.6228 - logits_profile_predictions_loss: 443.9869 - logcount_predictions_loss: 0.9480 48/1247 [>.............................] - ETA: 17:45 - loss: 450.5500 - logits_profile_predictions_loss: 443.9118 - logcount_predictions_loss: 0.9483 49/1247 [>.............................] - ETA: 17:44 - loss: 450.4798 - logits_profile_predictions_loss: 443.8390 - logcount_predictions_loss: 0.9487 50/1247 [>.............................] - ETA: 17:43 - loss: 450.4361 - logits_profile_predictions_loss: 443.7930 - logcount_predictions_loss: 0.9490 51/1247 [>.............................] - ETA: 17:43 - loss: 450.3822 - logits_profile_predictions_loss: 443.7365 - logcount_predictions_loss: 0.9494 52/1247 [>.............................] - ETA: 17:42 - loss: 450.3031 - logits_profile_predictions_loss: 443.6555 - logcount_predictions_loss: 0.9496 53/1247 [>.............................] - ETA: 17:42 - loss: 450.2364 - logits_profile_predictions_loss: 443.5877 - logcount_predictions_loss: 0.9498 54/1247 [>.............................] - ETA: 17:41 - loss: 450.1731 - logits_profile_predictions_loss: 443.5237 - logcount_predictions_loss: 0.9499 55/1247 [>.............................] - ETA: 17:41 - loss: 450.0721 - logits_profile_predictions_loss: 443.4212 - logcount_predictions_loss: 0.9501 56/1247 [>.............................] - ETA: 17:40 - loss: 450.0080 - logits_profile_predictions_loss: 443.3554 - logcount_predictions_loss: 0.9504 57/1247 [>.............................] - ETA: 17:39 - loss: 449.9702 - logits_profile_predictions_loss: 443.3162 - logcount_predictions_loss: 0.9506 58/1247 [>.............................] - ETA: 17:39 - loss: 449.9134 - logits_profile_predictions_loss: 443.2586 - logcount_predictions_loss: 0.9507 59/1247 [>.............................] - ETA: 17:38 - loss: 449.8628 - logits_profile_predictions_loss: 443.2074 - logcount_predictions_loss: 0.9508 60/1247 [>.............................] - ETA: 17:37 - loss: 449.8237 - logits_profile_predictions_loss: 443.1675 - logcount_predictions_loss: 0.9509 61/1247 [>.............................] - ETA: 17:37 - loss: 449.7633 - logits_profile_predictions_loss: 443.1063 - logcount_predictions_loss: 0.9510 62/1247 [>.............................] - ETA: 17:36 - loss: 449.6912 - logits_profile_predictions_loss: 443.0332 - logcount_predictions_loss: 0.9511 63/1247 [>.............................] - ETA: 17:35 - loss: 449.6248 - logits_profile_predictions_loss: 442.9666 - logcount_predictions_loss: 0.9512 64/1247 [>.............................] - ETA: 17:35 - loss: 449.5677 - logits_profile_predictions_loss: 442.9090 - logcount_predictions_loss: 0.9512 65/1247 [>.............................] - ETA: 17:34 - loss: 449.5148 - logits_profile_predictions_loss: 442.8559 - logcount_predictions_loss: 0.9513 66/1247 [>.............................] - ETA: 17:34 - loss: 449.4589 - logits_profile_predictions_loss: 442.7995 - logcount_predictions_loss: 0.9513 67/1247 [>.............................] - ETA: 17:33 - loss: 449.4118 - logits_profile_predictions_loss: 442.7524 - logcount_predictions_loss: 0.9513 68/1247 [>.............................] - ETA: 17:32 - loss: 449.3513 - logits_profile_predictions_loss: 442.6920 - logcount_predictions_loss: 0.9513 69/1247 [>.............................] - ETA: 17:32 - loss: 449.2936 - logits_profile_predictions_loss: 442.6344 - logcount_predictions_loss: 0.9513 70/1247 [>.............................] - ETA: 17:31 - loss: 449.2195 - logits_profile_predictions_loss: 442.5608 - logcount_predictions_loss: 0.9512 71/1247 [>.............................] - ETA: 17:31 - loss: 449.1344 - logits_profile_predictions_loss: 442.4765 - logcount_predictions_loss: 0.9511 72/1247 [>.............................] - ETA: 17:30 - loss: 449.0524 - logits_profile_predictions_loss: 442.3950 - logcount_predictions_loss: 0.9511 73/1247 [>.............................] - ETA: 17:30 - loss: 448.9842 - logits_profile_predictions_loss: 442.3267 - logcount_predictions_loss: 0.9511 74/1247 [>.............................] - ETA: 17:29 - loss: 448.9075 - logits_profile_predictions_loss: 442.2498 - logcount_predictions_loss: 0.9511 75/1247 [>.............................] - ETA: 17:28 - loss: 448.8282 - logits_profile_predictions_loss: 442.1700 - logcount_predictions_loss: 0.9512 76/1247 [>.............................] - ETA: 17:27 - loss: 448.7359 - logits_profile_predictions_loss: 442.0776 - logcount_predictions_loss: 0.9512 77/1247 [>.............................] - ETA: 17:27 - loss: 448.6365 - logits_profile_predictions_loss: 441.9781 - logcount_predictions_loss: 0.9512 78/1247 [>.............................] - ETA: 17:26 - loss: 448.5358 - logits_profile_predictions_loss: 441.8773 - logcount_predictions_loss: 0.9512 79/1247 [>.............................] - ETA: 17:26 - loss: 448.4302 - logits_profile_predictions_loss: 441.7715 - logcount_predictions_loss: 0.9512 80/1247 [>.............................] - ETA: 17:25 - loss: 448.3288 - logits_profile_predictions_loss: 441.6699 - logcount_predictions_loss: 0.9513 81/1247 [>.............................] - ETA: 17:24 - loss: 448.2340 - logits_profile_predictions_loss: 441.5747 - logcount_predictions_loss: 0.9513 82/1247 [>.............................] - ETA: 17:23 - loss: 448.1362 - logits_profile_predictions_loss: 441.4766 - logcount_predictions_loss: 0.9514 83/1247 [>.............................] - ETA: 17:23 - loss: 448.0406 - logits_profile_predictions_loss: 441.3807 - logcount_predictions_loss: 0.9514 84/1247 [=>............................] - ETA: 17:22 - loss: 447.9555 - logits_profile_predictions_loss: 441.2955 - logcount_predictions_loss: 0.9514 85/1247 [=>............................] - ETA: 17:21 - loss: 447.8668 - logits_profile_predictions_loss: 441.2069 - logcount_predictions_loss: 0.9514 86/1247 [=>............................] - ETA: 17:21 - loss: 447.7735 - logits_profile_predictions_loss: 441.1138 - logcount_predictions_loss: 0.9514 87/1247 [=>............................] - ETA: 17:20 - loss: 447.6794 - logits_profile_predictions_loss: 441.0200 - logcount_predictions_loss: 0.9513 88/1247 [=>............................] - ETA: 17:19 - loss: 447.5870 - logits_profile_predictions_loss: 440.9282 - logcount_predictions_loss: 0.9513 89/1247 [=>............................] - ETA: 17:18 - loss: 447.4848 - logits_profile_predictions_loss: 440.8267 - logcount_predictions_loss: 0.9512 90/1247 [=>............................] - ETA: 17:17 - loss: 447.3928 - logits_profile_predictions_loss: 440.7351 - logcount_predictions_loss: 0.9511 91/1247 [=>............................] - ETA: 17:17 - loss: 447.2985 - logits_profile_predictions_loss: 440.6414 - logcount_predictions_loss: 0.9510 92/1247 [=>............................] - ETA: 17:16 - loss: 447.2207 - logits_profile_predictions_loss: 440.5642 - logcount_predictions_loss: 0.9509 93/1247 [=>............................] - ETA: 17:15 - loss: 447.1474 - logits_profile_predictions_loss: 440.4918 - logcount_predictions_loss: 0.9508 94/1247 [=>............................] - ETA: 17:15 - loss: 447.0706 - logits_profile_predictions_loss: 440.4156 - logcount_predictions_loss: 0.9507 95/1247 [=>............................] - ETA: 17:14 - loss: 446.9991 - logits_profile_predictions_loss: 440.3450 - logcount_predictions_loss: 0.9506 96/1247 [=>............................] - ETA: 17:13 - loss: 446.9242 - logits_profile_predictions_loss: 440.2708 - logcount_predictions_loss: 0.9505 97/1247 [=>............................] - ETA: 17:12 - loss: 446.8384 - logits_profile_predictions_loss: 440.1858 - logcount_predictions_loss: 0.9504 98/1247 [=>............................] - ETA: 17:11 - loss: 446.7590 - logits_profile_predictions_loss: 440.1072 - logcount_predictions_loss: 0.9503 99/1247 [=>............................] - ETA: 17:11 - loss: 446.6811 - logits_profile_predictions_loss: 440.0300 - logcount_predictions_loss: 0.9502 100/1247 [=>............................] - ETA: 17:10 - loss: 446.6135 - logits_profile_predictions_loss: 439.9628 - logcount_predictions_loss: 0.9501 101/1247 [=>............................] - ETA: 17:09 - loss: 446.5426 - logits_profile_predictions_loss: 439.8922 - logcount_predictions_loss: 0.9501 102/1247 [=>............................] - ETA: 17:08 - loss: 446.4708 - logits_profile_predictions_loss: 439.8209 - logcount_predictions_loss: 0.9500 103/1247 [=>............................] - ETA: 17:08 - loss: 446.3965 - logits_profile_predictions_loss: 439.7473 - logcount_predictions_loss: 0.9499 104/1247 [=>............................] - ETA: 17:07 - loss: 446.3312 - logits_profile_predictions_loss: 439.6828 - logcount_predictions_loss: 0.9498 105/1247 [=>............................] - ETA: 17:06 - loss: 446.2631 - logits_profile_predictions_loss: 439.6157 - logcount_predictions_loss: 0.9496 106/1247 [=>............................] - ETA: 17:05 - loss: 446.1957 - logits_profile_predictions_loss: 439.5492 - logcount_predictions_loss: 0.9495 107/1247 [=>............................] - ETA: 17:04 - loss: 446.1282 - logits_profile_predictions_loss: 439.4825 - logcount_predictions_loss: 0.9494 108/1247 [=>............................] - ETA: 17:04 - loss: 446.0603 - logits_profile_predictions_loss: 439.4153 - logcount_predictions_loss: 0.9493 109/1247 [=>............................] - ETA: 17:03 - loss: 445.9978 - logits_profile_predictions_loss: 439.3537 - logcount_predictions_loss: 0.9492 110/1247 [=>............................] - ETA: 17:02 - loss: 445.9392 - logits_profile_predictions_loss: 439.2960 - logcount_predictions_loss: 0.9490 111/1247 [=>............................] - ETA: 17:01 - loss: 445.8764 - logits_profile_predictions_loss: 439.2339 - logcount_predictions_loss: 0.9489 112/1247 [=>............................] - ETA: 17:00 - loss: 445.8097 - logits_profile_predictions_loss: 439.1681 - logcount_predictions_loss: 0.9488 113/1247 [=>............................] - ETA: 17:00 - loss: 445.7396 - logits_profile_predictions_loss: 439.0988 - logcount_predictions_loss: 0.9487 114/1247 [=>............................] - ETA: 16:59 - loss: 445.6687 - logits_profile_predictions_loss: 439.0287 - logcount_predictions_loss: 0.9486 115/1247 [=>............................] - ETA: 16:58 - loss: 445.5954 - logits_profile_predictions_loss: 438.9562 - logcount_predictions_loss: 0.9485 116/1247 [=>............................] - ETA: 16:57 - loss: 445.5247 - logits_profile_predictions_loss: 438.8862 - logcount_predictions_loss: 0.9483 117/1247 [=>............................] - ETA: 16:57 - loss: 445.4571 - logits_profile_predictions_loss: 438.8194 - logcount_predictions_loss: 0.9482 118/1247 [=>............................] - ETA: 16:56 - loss: 445.3933 - logits_profile_predictions_loss: 438.7563 - logcount_predictions_loss: 0.9481 119/1247 [=>............................] - ETA: 16:55 - loss: 445.3377 - logits_profile_predictions_loss: 438.7013 - logcount_predictions_loss: 0.9481 120/1247 [=>............................] - ETA: 16:54 - loss: 445.2826 - logits_profile_predictions_loss: 438.6467 - logcount_predictions_loss: 0.9480 121/1247 [=>............................] - ETA: 16:53 - loss: 445.2261 - logits_profile_predictions_loss: 438.5905 - logcount_predictions_loss: 0.9479 122/1247 [=>............................] - ETA: 16:52 - loss: 445.1653 - logits_profile_predictions_loss: 438.5299 - logcount_predictions_loss: 0.9479 123/1247 [=>............................] - ETA: 16:52 - loss: 445.1097 - logits_profile_predictions_loss: 438.4747 - logcount_predictions_loss: 0.9478 124/1247 [=>............................] - ETA: 16:51 - loss: 445.0529 - logits_profile_predictions_loss: 438.4184 - logcount_predictions_loss: 0.9478 125/1247 [==>...........................] - ETA: 16:50 - loss: 445.0014 - logits_profile_predictions_loss: 438.3672 - logcount_predictions_loss: 0.9477 126/1247 [==>...........................] - ETA: 16:49 - loss: 444.9588 - logits_profile_predictions_loss: 438.3250 - logcount_predictions_loss: 0.9477 127/1247 [==>...........................] - ETA: 16:48 - loss: 444.9127 - logits_profile_predictions_loss: 438.2796 - logcount_predictions_loss: 0.9476 128/1247 [==>...........................] - ETA: 16:48 - loss: 444.8769 - logits_profile_predictions_loss: 438.2445 - logcount_predictions_loss: 0.9475 129/1247 [==>...........................] - ETA: 16:47 - loss: 444.8368 - logits_profile_predictions_loss: 438.2051 - logcount_predictions_loss: 0.9474 130/1247 [==>...........................] - ETA: 16:46 - loss: 444.7969 - logits_profile_predictions_loss: 438.1660 - logcount_predictions_loss: 0.9473 131/1247 [==>...........................] - ETA: 16:45 - loss: 444.7541 - logits_profile_predictions_loss: 438.1241 - logcount_predictions_loss: 0.9471 132/1247 [==>...........................] - ETA: 16:44 - loss: 444.7070 - logits_profile_predictions_loss: 438.0776 - logcount_predictions_loss: 0.9471 133/1247 [==>...........................] - ETA: 16:44 - loss: 444.6655 - logits_profile_predictions_loss: 438.0366 - logcount_predictions_loss: 0.9470 134/1247 [==>...........................] - ETA: 16:43 - loss: 444.6237 - logits_profile_predictions_loss: 437.9953 - logcount_predictions_loss: 0.9469 135/1247 [==>...........................] - ETA: 16:42 - loss: 444.5806 - logits_profile_predictions_loss: 437.9528 - logcount_predictions_loss: 0.9468 136/1247 [==>...........................] - ETA: 16:41 - loss: 444.5354 - logits_profile_predictions_loss: 437.9081 - logcount_predictions_loss: 0.9468 137/1247 [==>...........................] - ETA: 16:40 - loss: 444.4961 - logits_profile_predictions_loss: 437.8693 - logcount_predictions_loss: 0.9467 138/1247 [==>...........................] - ETA: 16:39 - loss: 444.4608 - logits_profile_predictions_loss: 437.8344 - logcount_predictions_loss: 0.9466 139/1247 [==>...........................] - ETA: 16:38 - loss: 444.4290 - logits_profile_predictions_loss: 437.8030 - logcount_predictions_loss: 0.9466 140/1247 [==>...........................] - ETA: 16:38 - loss: 444.3961 - logits_profile_predictions_loss: 437.7706 - logcount_predictions_loss: 0.9465 141/1247 [==>...........................] - ETA: 16:37 - loss: 444.3599 - logits_profile_predictions_loss: 437.7349 - logcount_predictions_loss: 0.9464 142/1247 [==>...........................] - ETA: 16:36 - loss: 444.3213 - logits_profile_predictions_loss: 437.6969 - logcount_predictions_loss: 0.9463 143/1247 [==>...........................] - ETA: 16:35 - loss: 444.2897 - logits_profile_predictions_loss: 437.6659 - logcount_predictions_loss: 0.9463 144/1247 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[====>.........................] - ETA: 15:04 - loss: 442.0719 - logits_profile_predictions_loss: 435.5075 - logcount_predictions_loss: 0.9378 249/1247 [====>.........................] - ETA: 15:03 - loss: 442.0643 - logits_profile_predictions_loss: 435.4999 - logcount_predictions_loss: 0.9378 250/1247 [=====>........................] - ETA: 15:02 - loss: 442.0568 - logits_profile_predictions_loss: 435.4923 - logcount_predictions_loss: 0.9378 251/1247 [=====>........................] - ETA: 15:01 - loss: 442.0491 - logits_profile_predictions_loss: 435.4846 - logcount_predictions_loss: 0.9378 252/1247 [=====>........................] - ETA: 15:00 - loss: 442.0417 - logits_profile_predictions_loss: 435.4772 - logcount_predictions_loss: 0.9378 253/1247 [=====>........................] - ETA: 14:59 - loss: 442.0340 - logits_profile_predictions_loss: 435.4695 - logcount_predictions_loss: 0.9378 254/1247 [=====>........................] - ETA: 14:58 - loss: 442.0257 - 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[=====>........................] - ETA: 14:52 - loss: 441.9684 - logits_profile_predictions_loss: 435.4044 - logcount_predictions_loss: 0.9377 262/1247 [=====>........................] - ETA: 14:51 - loss: 441.9628 - logits_profile_predictions_loss: 435.3988 - logcount_predictions_loss: 0.9377 263/1247 [=====>........................] - ETA: 14:50 - loss: 441.9562 - logits_profile_predictions_loss: 435.3923 - logcount_predictions_loss: 0.9377 264/1247 [=====>........................] - ETA: 14:50 - loss: 441.9489 - logits_profile_predictions_loss: 435.3851 - logcount_predictions_loss: 0.9377 265/1247 [=====>........................] - ETA: 14:49 - loss: 441.9419 - logits_profile_predictions_loss: 435.3782 - logcount_predictions_loss: 0.9377 266/1247 [=====>........................] - ETA: 14:48 - loss: 441.9357 - logits_profile_predictions_loss: 435.3721 - logcount_predictions_loss: 0.9377 267/1247 [=====>........................] - ETA: 14:47 - loss: 441.9294 - logits_profile_predictions_loss: 435.3659 - logcount_predictions_loss: 0.9376 268/1247 [=====>........................] - ETA: 14:46 - loss: 441.9225 - logits_profile_predictions_loss: 435.3590 - logcount_predictions_loss: 0.9376 269/1247 [=====>........................] - ETA: 14:45 - loss: 441.9153 - logits_profile_predictions_loss: 435.3519 - logcount_predictions_loss: 0.9376 270/1247 [=====>........................] - ETA: 14:44 - loss: 441.9097 - logits_profile_predictions_loss: 435.3463 - logcount_predictions_loss: 0.9376 271/1247 [=====>........................] - ETA: 14:43 - loss: 441.9042 - logits_profile_predictions_loss: 435.3409 - logcount_predictions_loss: 0.9376 272/1247 [=====>........................] - ETA: 14:42 - loss: 441.8995 - logits_profile_predictions_loss: 435.3362 - logcount_predictions_loss: 0.9376 273/1247 [=====>........................] - ETA: 14:41 - loss: 441.8945 - logits_profile_predictions_loss: 435.3312 - logcount_predictions_loss: 0.9376 274/1247 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[============================>.] - ETA: 9s - loss: 440.4646 - logits_profile_predictions_loss: 433.9526 - logcount_predictions_loss: 0.9303  1237/1247 [============================>.] - ETA: 9s - loss: 440.4640 - logits_profile_predictions_loss: 433.9520 - logcount_predictions_loss: 0.9303 1238/1247 [============================>.] - ETA: 8s - loss: 440.4635 - logits_profile_predictions_loss: 433.9515 - logcount_predictions_loss: 0.9303 1239/1247 [============================>.] - ETA: 7s - loss: 440.4629 - logits_profile_predictions_loss: 433.9510 - logcount_predictions_loss: 0.9303 1240/1247 [============================>.] - ETA: 6s - loss: 440.4622 - logits_profile_predictions_loss: 433.9503 - logcount_predictions_loss: 0.9303 1241/1247 [============================>.] - ETA: 5s - loss: 440.4616 - logits_profile_predictions_loss: 433.9497 - logcount_predictions_loss: 0.9303 1242/1247 [============================>.] - ETA: 4s - loss: 440.4610 - logits_profile_predictions_loss: 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val_logits_profile_predictions_loss: 446.3385 - val_logcount_predictions_loss: 0.8944 + +Epoch 00008: val_loss did not improve from 448.88217 +Epoch 9/50 + 1/1247 [..............................] - ETA: 18:22 - loss: 457.0328 - logits_profile_predictions_loss: 451.2264 - logcount_predictions_loss: 0.8295 2/1247 [..............................] - ETA: 17:54 - loss: 465.5033 - logits_profile_predictions_loss: 459.5206 - logcount_predictions_loss: 0.8547 3/1247 [..............................] - ETA: 17:56 - loss: 478.5485 - logits_profile_predictions_loss: 472.5000 - logcount_predictions_loss: 0.8641 4/1247 [..............................] - ETA: 17:57 - loss: 486.8069 - logits_profile_predictions_loss: 480.7820 - logcount_predictions_loss: 0.8607 5/1247 [..............................] - ETA: 17:57 - loss: 488.3540 - logits_profile_predictions_loss: 482.3089 - logcount_predictions_loss: 0.8636 6/1247 [..............................] - ETA: 17:58 - loss: 489.4510 - 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[============================>.] - ETA: 29s - loss: 424.1674 - logits_profile_predictions_loss: 418.4123 - logcount_predictions_loss: 0.8222 1216/1247 [============================>.] - ETA: 28s - loss: 424.1676 - logits_profile_predictions_loss: 418.4126 - logcount_predictions_loss: 0.8221 1217/1247 [============================>.] - ETA: 27s - loss: 424.1679 - logits_profile_predictions_loss: 418.4130 - logcount_predictions_loss: 0.8221 1218/1247 [============================>.] - ETA: 26s - loss: 424.1681 - logits_profile_predictions_loss: 418.4134 - logcount_predictions_loss: 0.8221 1219/1247 [============================>.] - ETA: 25s - loss: 424.1683 - logits_profile_predictions_loss: 418.4137 - logcount_predictions_loss: 0.8221 1220/1247 [============================>.] - ETA: 24s - loss: 424.1685 - logits_profile_predictions_loss: 418.4140 - logcount_predictions_loss: 0.8221 1221/1247 [============================>.] - ETA: 23s - loss: 424.1687 - 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[============================>.] - ETA: 5s - loss: 424.1678 - logits_profile_predictions_loss: 418.4156 - logcount_predictions_loss: 0.8218 1242/1247 [============================>.] - ETA: 4s - loss: 424.1676 - logits_profile_predictions_loss: 418.4155 - logcount_predictions_loss: 0.8217 1243/1247 [============================>.] - ETA: 3s - loss: 424.1674 - logits_profile_predictions_loss: 418.4154 - logcount_predictions_loss: 0.8217 1244/1247 [============================>.] - ETA: 2s - loss: 424.1671 - logits_profile_predictions_loss: 418.4153 - logcount_predictions_loss: 0.8217 1245/1247 [============================>.] - ETA: 1s - loss: 424.1669 - logits_profile_predictions_loss: 418.4151 - logcount_predictions_loss: 0.8217 1246/1247 [============================>.] - ETA: 0s - loss: 424.1667 - logits_profile_predictions_loss: 418.4151 - logcount_predictions_loss: 0.8217 1247/1247 [==============================] - ETA: 0s - loss: 424.1665 - logits_profile_predictions_loss: 418.4149 - logcount_predictions_loss: 0.8217 1247/1247 [==============================] - 1172s 940ms/step - loss: 424.1662 - logits_profile_predictions_loss: 418.4148 - logcount_predictions_loss: 0.8216 - val_loss: 448.2815 - val_logits_profile_predictions_loss: 442.6512 - val_logcount_predictions_loss: 0.8043 + +Epoch 00010: val_loss improved from 448.88217 to 448.28149, saving model to chrombppnet_model_encsr283tme_bias/chrombpnet.h5 +Epoch 11/50 + 1/1247 [..............................] - ETA: 18:15 - loss: 580.1832 - logits_profile_predictions_loss: 574.7780 - logcount_predictions_loss: 0.7722 2/1247 [..............................] - ETA: 17:51 - loss: 516.2177 - logits_profile_predictions_loss: 510.5483 - logcount_predictions_loss: 0.8099 3/1247 [..............................] - ETA: 17:52 - loss: 498.4211 - logits_profile_predictions_loss: 492.6073 - logcount_predictions_loss: 0.8306 4/1247 [..............................] - ETA: 17:53 - loss: 485.7740 - logits_profile_predictions_loss: 479.9571 - logcount_predictions_loss: 0.8310 5/1247 [..............................] - ETA: 17:56 - loss: 478.8349 - logits_profile_predictions_loss: 473.0063 - logcount_predictions_loss: 0.8327 6/1247 [..............................] - ETA: 17:57 - loss: 470.9811 - logits_profile_predictions_loss: 465.1675 - logcount_predictions_loss: 0.8305 7/1247 [..............................] - ETA: 17:58 - loss: 465.2341 - logits_profile_predictions_loss: 459.4375 - logcount_predictions_loss: 0.8281 8/1247 [..............................] - ETA: 17:59 - loss: 459.7730 - logits_profile_predictions_loss: 453.9855 - logcount_predictions_loss: 0.8268 9/1247 [..............................] - ETA: 17:59 - loss: 455.2713 - logits_profile_predictions_loss: 449.4996 - logcount_predictions_loss: 0.8245 10/1247 [..............................] - ETA: 17:59 - loss: 452.2187 - logits_profile_predictions_loss: 446.4714 - logcount_predictions_loss: 0.8210 11/1247 [..............................] - ETA: 17:59 - loss: 449.5900 - logits_profile_predictions_loss: 443.8598 - logcount_predictions_loss: 0.8186 12/1247 [..............................] - ETA: 17:59 - loss: 446.9617 - logits_profile_predictions_loss: 441.2444 - logcount_predictions_loss: 0.8168 13/1247 [..............................] - ETA: 17:59 - loss: 444.6175 - logits_profile_predictions_loss: 438.9129 - logcount_predictions_loss: 0.8149 14/1247 [..............................] - ETA: 17:59 - loss: 442.8318 - logits_profile_predictions_loss: 437.1446 - logcount_predictions_loss: 0.8125 15/1247 [..............................] - ETA: 17:59 - loss: 441.8322 - logits_profile_predictions_loss: 436.1531 - logcount_predictions_loss: 0.8113 16/1247 [..............................] - ETA: 17:59 - loss: 440.7958 - logits_profile_predictions_loss: 435.1285 - logcount_predictions_loss: 0.8096 17/1247 [..............................] - ETA: 17:58 - loss: 439.5804 - logits_profile_predictions_loss: 433.9251 - logcount_predictions_loss: 0.8079 18/1247 [..............................] - ETA: 17:58 - loss: 438.6787 - logits_profile_predictions_loss: 433.0306 - logcount_predictions_loss: 0.8069 19/1247 [..............................] - ETA: 17:58 - loss: 437.7002 - logits_profile_predictions_loss: 432.0618 - logcount_predictions_loss: 0.8055 20/1247 [..............................] - ETA: 17:58 - loss: 436.7725 - logits_profile_predictions_loss: 431.1401 - logcount_predictions_loss: 0.8046 21/1247 [..............................] - ETA: 17:58 - loss: 435.9894 - logits_profile_predictions_loss: 430.3561 - logcount_predictions_loss: 0.8048 22/1247 [..............................] - ETA: 17:58 - loss: 435.2804 - logits_profile_predictions_loss: 429.6490 - logcount_predictions_loss: 0.8045 23/1247 [..............................] - ETA: 17:57 - loss: 434.6683 - logits_profile_predictions_loss: 429.0423 - logcount_predictions_loss: 0.8037 24/1247 [..............................] - ETA: 17:57 - loss: 434.1204 - logits_profile_predictions_loss: 428.5005 - logcount_predictions_loss: 0.8028 25/1247 [..............................] - ETA: 17:57 - loss: 433.7618 - logits_profile_predictions_loss: 428.1475 - logcount_predictions_loss: 0.8020 26/1247 [..............................] - ETA: 17:56 - loss: 433.4256 - logits_profile_predictions_loss: 427.8137 - logcount_predictions_loss: 0.8017 27/1247 [..............................] - ETA: 17:56 - loss: 433.0173 - logits_profile_predictions_loss: 427.4071 - logcount_predictions_loss: 0.8015 28/1247 [..............................] - ETA: 17:56 - loss: 432.6010 - logits_profile_predictions_loss: 426.9956 - logcount_predictions_loss: 0.8008 29/1247 [..............................] - ETA: 17:55 - loss: 432.2905 - logits_profile_predictions_loss: 426.6905 - logcount_predictions_loss: 0.8000 30/1247 [..............................] - ETA: 17:55 - loss: 432.0758 - logits_profile_predictions_loss: 426.4773 - logcount_predictions_loss: 0.7998 31/1247 [..............................] - ETA: 17:55 - loss: 431.9351 - logits_profile_predictions_loss: 426.3375 - logcount_predictions_loss: 0.7997 32/1247 [..............................] - ETA: 17:54 - loss: 431.7831 - logits_profile_predictions_loss: 426.1881 - logcount_predictions_loss: 0.7993 33/1247 [..............................] - ETA: 17:54 - loss: 431.5948 - logits_profile_predictions_loss: 426.0018 - logcount_predictions_loss: 0.7990 34/1247 [..............................] - ETA: 17:53 - loss: 431.4524 - logits_profile_predictions_loss: 425.8613 - logcount_predictions_loss: 0.7987 35/1247 [..............................] - ETA: 17:53 - loss: 431.2981 - logits_profile_predictions_loss: 425.7076 - logcount_predictions_loss: 0.7986 36/1247 [..............................] - ETA: 17:53 - loss: 431.1393 - logits_profile_predictions_loss: 425.5512 - logcount_predictions_loss: 0.7983 37/1247 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[=====>........................] - ETA: 14:57 - loss: 414.9886 - logits_profile_predictions_loss: 409.6173 - logcount_predictions_loss: 0.7673 259/1247 [=====>........................] - ETA: 14:56 - loss: 414.9918 - logits_profile_predictions_loss: 409.6206 - logcount_predictions_loss: 0.7673 260/1247 [=====>........................] - ETA: 14:55 - loss: 414.9944 - logits_profile_predictions_loss: 409.6232 - logcount_predictions_loss: 0.7673 261/1247 [=====>........................] - ETA: 14:54 - loss: 414.9964 - logits_profile_predictions_loss: 409.6251 - logcount_predictions_loss: 0.7673 262/1247 [=====>........................] - ETA: 14:53 - loss: 414.9979 - logits_profile_predictions_loss: 409.6266 - logcount_predictions_loss: 0.7673 263/1247 [=====>........................] - ETA: 14:52 - loss: 415.0020 - logits_profile_predictions_loss: 409.6307 - logcount_predictions_loss: 0.7673 264/1247 [=====>........................] - ETA: 14:52 - loss: 415.0064 - 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[..............................] - ETA: 17:58 - loss: 417.8754 - logits_profile_predictions_loss: 412.0277 - logcount_predictions_loss: 0.8354 31/1247 [..............................] - ETA: 17:58 - loss: 417.6640 - logits_profile_predictions_loss: 411.8341 - logcount_predictions_loss: 0.8328 32/1247 [..............................] - ETA: 17:57 - loss: 417.4279 - logits_profile_predictions_loss: 411.6142 - logcount_predictions_loss: 0.8305 33/1247 [..............................] - ETA: 17:57 - loss: 417.1662 - logits_profile_predictions_loss: 411.3684 - logcount_predictions_loss: 0.8283 34/1247 [..............................] - ETA: 17:56 - loss: 416.9054 - logits_profile_predictions_loss: 411.1196 - logcount_predictions_loss: 0.8266 35/1247 [..............................] - ETA: 17:55 - loss: 416.6282 - logits_profile_predictions_loss: 410.8543 - logcount_predictions_loss: 0.8248 36/1247 [..............................] - ETA: 17:55 - loss: 416.4092 - 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[>.............................] - ETA: 17:48 - loss: 412.1509 - logits_profile_predictions_loss: 407.3097 - logcount_predictions_loss: 0.6916 50/1247 [>.............................] - ETA: 17:47 - loss: 412.2333 - logits_profile_predictions_loss: 407.3887 - logcount_predictions_loss: 0.6921 51/1247 [>.............................] - ETA: 17:47 - loss: 412.3257 - logits_profile_predictions_loss: 407.4772 - logcount_predictions_loss: 0.6927 52/1247 [>.............................] - ETA: 17:46 - loss: 412.3871 - logits_profile_predictions_loss: 407.5351 - logcount_predictions_loss: 0.6932 53/1247 [>.............................] - ETA: 17:46 - loss: 412.4217 - logits_profile_predictions_loss: 407.5660 - logcount_predictions_loss: 0.6937 54/1247 [>.............................] - ETA: 17:45 - loss: 412.4455 - logits_profile_predictions_loss: 407.5869 - logcount_predictions_loss: 0.6941 55/1247 [>.............................] - ETA: 17:45 - loss: 412.4520 - 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[>.............................] - ETA: 17:41 - loss: 412.6038 - logits_profile_predictions_loss: 407.7299 - logcount_predictions_loss: 0.6963 63/1247 [>.............................] - ETA: 17:40 - loss: 412.6268 - logits_profile_predictions_loss: 407.7510 - logcount_predictions_loss: 0.6965 64/1247 [>.............................] - ETA: 17:39 - loss: 412.6265 - logits_profile_predictions_loss: 407.7490 - logcount_predictions_loss: 0.6968 65/1247 [>.............................] - ETA: 17:39 - loss: 412.6278 - logits_profile_predictions_loss: 407.7488 - logcount_predictions_loss: 0.6970 66/1247 [>.............................] - ETA: 17:38 - loss: 412.6266 - logits_profile_predictions_loss: 407.7464 - logcount_predictions_loss: 0.6972 67/1247 [>.............................] - ETA: 17:37 - loss: 412.6371 - logits_profile_predictions_loss: 407.7556 - logcount_predictions_loss: 0.6974 68/1247 [>.............................] - ETA: 17:37 - loss: 412.6506 - 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[..............................] - ETA: 17:54 - loss: 397.3944 - logits_profile_predictions_loss: 392.0159 - logcount_predictions_loss: 0.7684 30/1247 [..............................] - ETA: 17:54 - loss: 397.8087 - logits_profile_predictions_loss: 392.4388 - logcount_predictions_loss: 0.7671 31/1247 [..............................] - ETA: 17:54 - loss: 398.2668 - logits_profile_predictions_loss: 392.9041 - logcount_predictions_loss: 0.7661 32/1247 [..............................] - ETA: 17:53 - loss: 398.7063 - logits_profile_predictions_loss: 393.3501 - logcount_predictions_loss: 0.7652 33/1247 [..............................] - ETA: 17:53 - loss: 399.0372 - logits_profile_predictions_loss: 393.6882 - logcount_predictions_loss: 0.7642 34/1247 [..............................] - ETA: 17:52 - loss: 399.3002 - logits_profile_predictions_loss: 393.9596 - logcount_predictions_loss: 0.7629 35/1247 [..............................] - ETA: 17:52 - loss: 399.6135 - 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[============================>.] - ETA: 8s - loss: 402.0429 - logits_profile_predictions_loss: 397.1609 - logcount_predictions_loss: 0.6974 1239/1247 [============================>.] - ETA: 7s - loss: 402.0405 - logits_profile_predictions_loss: 397.1585 - logcount_predictions_loss: 0.6974 1240/1247 [============================>.] - ETA: 6s - loss: 402.0382 - logits_profile_predictions_loss: 397.1562 - logcount_predictions_loss: 0.6974 1241/1247 [============================>.] - ETA: 5s - loss: 402.0358 - logits_profile_predictions_loss: 397.1538 - logcount_predictions_loss: 0.6974 1242/1247 [============================>.] - ETA: 4s - loss: 402.0334 - logits_profile_predictions_loss: 397.1515 - logcount_predictions_loss: 0.6974 1243/1247 [============================>.] - ETA: 3s - loss: 402.0311 - logits_profile_predictions_loss: 397.1492 - logcount_predictions_loss: 0.6974 1244/1247 [============================>.] - ETA: 2s - loss: 402.0288 - logits_profile_predictions_loss: 397.1469 - logcount_predictions_loss: 0.6974 1245/1247 [============================>.] - ETA: 1s - loss: 402.0265 - logits_profile_predictions_loss: 397.1446 - logcount_predictions_loss: 0.6974 1246/1247 [============================>.] - ETA: 0s - loss: 402.0241 - logits_profile_predictions_loss: 397.1423 - logcount_predictions_loss: 0.6974 1247/1247 [==============================] - ETA: 0s - loss: 402.0218 - logits_profile_predictions_loss: 397.1400 - logcount_predictions_loss: 0.6974 1247/1247 [==============================] - 1167s 936ms/step - loss: 402.0194 - logits_profile_predictions_loss: 397.1376 - logcount_predictions_loss: 0.6974 - val_loss: 454.1793 - val_logits_profile_predictions_loss: 448.8792 - val_logcount_predictions_loss: 0.7572 + +Epoch 00014: val_loss did not improve from 448.28149 +Epoch 15/50 + 1/1247 [..............................] - ETA: 18:01 - loss: 466.5453 - logits_profile_predictions_loss: 461.6465 - logcount_predictions_loss: 0.6998 2/1247 [..............................] - ETA: 17:55 - loss: 455.7015 - logits_profile_predictions_loss: 450.8385 - logcount_predictions_loss: 0.6947 3/1247 [..............................] - ETA: 17:54 - loss: 444.0556 - logits_profile_predictions_loss: 439.3873 - logcount_predictions_loss: 0.6669 4/1247 [..............................] - ETA: 17:55 - loss: 436.7286 - logits_profile_predictions_loss: 432.0557 - logcount_predictions_loss: 0.6676 5/1247 [..............................] - ETA: 17:54 - loss: 431.0343 - logits_profile_predictions_loss: 426.3083 - logcount_predictions_loss: 0.6751 6/1247 [..............................] - ETA: 17:55 - loss: 427.9150 - logits_profile_predictions_loss: 423.1828 - logcount_predictions_loss: 0.6760 7/1247 [..............................] - ETA: 17:56 - loss: 427.0209 - logits_profile_predictions_loss: 422.2828 - logcount_predictions_loss: 0.6769 8/1247 [..............................] - ETA: 17:56 - loss: 426.0678 - logits_profile_predictions_loss: 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[>.............................] - ETA: 17:28 - loss: 403.2370 - logits_profile_predictions_loss: 398.6613 - logcount_predictions_loss: 0.6537 75/1247 [>.............................] - ETA: 17:27 - loss: 403.0520 - logits_profile_predictions_loss: 398.4754 - logcount_predictions_loss: 0.6538 76/1247 [>.............................] - ETA: 17:26 - loss: 402.8781 - logits_profile_predictions_loss: 398.3007 - logcount_predictions_loss: 0.6539 77/1247 [>.............................] - ETA: 17:26 - loss: 402.7034 - logits_profile_predictions_loss: 398.1252 - logcount_predictions_loss: 0.6540 78/1247 [>.............................] - ETA: 17:25 - loss: 402.5399 - logits_profile_predictions_loss: 397.9605 - logcount_predictions_loss: 0.6542 79/1247 [>.............................] - ETA: 17:24 - loss: 402.3766 - logits_profile_predictions_loss: 397.7958 - logcount_predictions_loss: 0.6544 80/1247 [>.............................] - ETA: 17:24 - loss: 402.2251 - logits_profile_predictions_loss: 397.6430 - logcount_predictions_loss: 0.6546 81/1247 [>.............................] - ETA: 17:23 - loss: 402.0756 - logits_profile_predictions_loss: 397.4922 - logcount_predictions_loss: 0.6548 82/1247 [>.............................] - ETA: 17:22 - loss: 401.9247 - logits_profile_predictions_loss: 397.3399 - logcount_predictions_loss: 0.6550 83/1247 [>.............................] - ETA: 17:21 - loss: 401.7765 - logits_profile_predictions_loss: 397.1903 - logcount_predictions_loss: 0.6552 84/1247 [=>............................] - ETA: 17:21 - loss: 401.6328 - logits_profile_predictions_loss: 397.0451 - logcount_predictions_loss: 0.6554 85/1247 [=>............................] - ETA: 17:20 - loss: 401.4876 - logits_profile_predictions_loss: 396.8985 - logcount_predictions_loss: 0.6556 86/1247 [=>............................] - ETA: 17:20 - loss: 401.3506 - logits_profile_predictions_loss: 396.7601 - logcount_predictions_loss: 0.6558 87/1247 [=>............................] - ETA: 17:20 - loss: 401.2162 - logits_profile_predictions_loss: 396.6245 - logcount_predictions_loss: 0.6560 88/1247 [=>............................] - ETA: 17:19 - loss: 401.0861 - logits_profile_predictions_loss: 396.4932 - logcount_predictions_loss: 0.6561 89/1247 [=>............................] - ETA: 17:18 - loss: 400.9651 - logits_profile_predictions_loss: 396.3706 - logcount_predictions_loss: 0.6564 90/1247 [=>............................] - ETA: 17:17 - loss: 400.8487 - logits_profile_predictions_loss: 396.2526 - logcount_predictions_loss: 0.6566 91/1247 [=>............................] - ETA: 17:17 - loss: 400.7288 - logits_profile_predictions_loss: 396.1311 - logcount_predictions_loss: 0.6568 92/1247 [=>............................] - ETA: 17:16 - loss: 400.6075 - logits_profile_predictions_loss: 396.0083 - logcount_predictions_loss: 0.6570 93/1247 [=>............................] - ETA: 17:15 - loss: 400.4859 - 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[============================>.] - ETA: 26s - loss: 395.0913 - logits_profile_predictions_loss: 390.3871 - logcount_predictions_loss: 0.6721 1219/1247 [============================>.] - ETA: 25s - loss: 395.0925 - logits_profile_predictions_loss: 390.3882 - logcount_predictions_loss: 0.6721 1220/1247 [============================>.] - ETA: 24s - loss: 395.0936 - logits_profile_predictions_loss: 390.3893 - logcount_predictions_loss: 0.6721 1221/1247 [============================>.] - ETA: 23s - loss: 395.0946 - logits_profile_predictions_loss: 390.3904 - logcount_predictions_loss: 0.6721 1222/1247 [============================>.] - ETA: 22s - loss: 395.0957 - logits_profile_predictions_loss: 390.3914 - logcount_predictions_loss: 0.6721 1223/1247 [============================>.] - ETA: 21s - loss: 395.0967 - logits_profile_predictions_loss: 390.3924 - logcount_predictions_loss: 0.6721 1224/1247 [============================>.] - ETA: 20s - loss: 395.0976 - 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[============================>.] - ETA: 14s - loss: 395.1049 - logits_profile_predictions_loss: 390.4007 - logcount_predictions_loss: 0.6721 1232/1247 [============================>.] - ETA: 13s - loss: 395.1059 - logits_profile_predictions_loss: 390.4017 - logcount_predictions_loss: 0.6721 1233/1247 [============================>.] - ETA: 12s - loss: 395.1069 - logits_profile_predictions_loss: 390.4027 - logcount_predictions_loss: 0.6721 1234/1247 [============================>.] - ETA: 11s - loss: 395.1079 - logits_profile_predictions_loss: 390.4037 - logcount_predictions_loss: 0.6721 1235/1247 [============================>.] - ETA: 10s - loss: 395.1089 - logits_profile_predictions_loss: 390.4047 - logcount_predictions_loss: 0.6721 1236/1247 [============================>.] - ETA: 9s - loss: 395.1099 - logits_profile_predictions_loss: 390.4056 - logcount_predictions_loss: 0.6721  1237/1247 [============================>.] - ETA: 9s - loss: 395.1108 - logits_profile_predictions_loss: 390.4065 - logcount_predictions_loss: 0.6721 1238/1247 [============================>.] - ETA: 8s - loss: 395.1117 - logits_profile_predictions_loss: 390.4074 - logcount_predictions_loss: 0.6721 1239/1247 [============================>.] - ETA: 7s - loss: 395.1125 - logits_profile_predictions_loss: 390.4083 - logcount_predictions_loss: 0.6721 1240/1247 [============================>.] - ETA: 6s - loss: 395.1134 - logits_profile_predictions_loss: 390.4091 - logcount_predictions_loss: 0.6721 1241/1247 [============================>.] - ETA: 5s - loss: 395.1142 - logits_profile_predictions_loss: 390.4099 - logcount_predictions_loss: 0.6721 1242/1247 [============================>.] - ETA: 4s - loss: 395.1151 - logits_profile_predictions_loss: 390.4108 - logcount_predictions_loss: 0.6721 1243/1247 [============================>.] - ETA: 3s - loss: 395.1159 - logits_profile_predictions_loss: 390.4116 - logcount_predictions_loss: 0.6721 1244/1247 [============================>.] - ETA: 2s - loss: 395.1167 - logits_profile_predictions_loss: 390.4124 - logcount_predictions_loss: 0.6721 1245/1247 [============================>.] - ETA: 1s - loss: 395.1175 - logits_profile_predictions_loss: 390.4132 - logcount_predictions_loss: 0.6721 1246/1247 [============================>.] - ETA: 0s - loss: 395.1184 - logits_profile_predictions_loss: 390.4141 - logcount_predictions_loss: 0.6721 1247/1247 [==============================] - ETA: 0s - loss: 395.1192 - logits_profile_predictions_loss: 390.4149 - logcount_predictions_loss: 0.6721 1247/1247 [==============================] - 1169s 938ms/step - loss: 395.1200 - logits_profile_predictions_loss: 390.4157 - logcount_predictions_loss: 0.6721 - val_loss: 453.3689 - val_logits_profile_predictions_loss: 447.9894 - val_logcount_predictions_loss: 0.7685 + +Epoch 00015: val_loss did not improve from 448.28149 +Restoring model weights from the end of the best epoch. +Epoch 00015: early stopping +save model +save model without bias +2022-02-25_03-31-12: python /scratch/chrombpnet/src/training/predict.py \ + --genome=reference/hg38.genome.fa \ + --bigwig=data/ENCSR384GGJ.bigWig \ + --peaks=chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ + --nonpeaks=chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ + --chr_fold_path=splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=chrombppnet_model_encsr283tme_bias//chrombpnet \ + --batch_size=256 \ + --model_h5=chrombppnet_model_encsr283tme_bias//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(22078, 10) +loading nonpeaks... +got split:test for bed regions:(22078, 10) +0/173 +100/173 +2022-02-25_03-36-12: python /scratch/chrombpnet/src/training/predict.py \ + --genome=reference/hg38.genome.fa \ + --bigwig=data/ENCSR384GGJ.bigWig \ + --peaks=chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ + --nonpeaks=chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ + --chr_fold_path=splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=chrombppnet_model_encsr283tme_bias//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=chrombppnet_model_encsr283tme_bias//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(22078, 10) +loading nonpeaks... +got split:test for bed regions:(22078, 10) +0/173 +100/173 +2022-02-25_03-40-53: python /scratch/chrombpnet/src/training/predict.py \ + --genome=reference/hg38.genome.fa \ + --bigwig=data/ENCSR384GGJ.bigWig \ + --peaks=chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ + --nonpeaks=chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ + --chr_fold_path=splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=chrombppnet_model_encsr283tme_bias//bias \ + --batch_size=256 \ + --model_h5=chrombppnet_model_encsr283tme_bias//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(22078, 10) +loading nonpeaks... +got split:test for bed regions:(22078, 10) +0/173 +100/173 +2022-02-25_03-42-17: mkdir chrombppnet_model_encsr283tme_bias//footprints +2022-02-25_03-42-17: python /scratch/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ + -g reference/hg38.genome.fa \ + -r chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m chrombppnet_model_encsr283tme_bias//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o chrombppnet_model_encsr283tme_bias//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 + 1/22 [>.............................] - ETA: 2:53 3/22 [===>..........................] - ETA: 24s  4/22 [====>.........................] - ETA: 31s 5/22 [=====>........................] - ETA: 33s 6/22 [=======>......................] - ETA: 33s 7/22 [========>.....................] - ETA: 32s 8/22 [=========>....................] - ETA: 31s 9/22 [===========>..................] - ETA: 29s 10/22 [============>.................] - ETA: 27s 11/22 [==============>...............] - ETA: 25s 12/22 [===============>..............] - ETA: 23s 13/22 [================>.............] - ETA: 21s 14/22 [==================>...........] - ETA: 19s 15/22 [===================>..........] - ETA: 17s 16/22 [====================>.........] - ETA: 14s 17/22 [======================>.......] - ETA: 12s 18/22 [=======================>......] - ETA: 9s  19/22 [========================>.....] - ETA: 7s 20/22 [==========================>...] - ETA: 4s 21/22 [===========================>..] - ETA: 2s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 67s 3s/step + 1/22 [>.............................] - ETA: 0s 2/22 [=>............................] - ETA: 53s 3/22 [===>..........................] - ETA: 50s 4/22 [====>.........................] - ETA: 47s 5/22 [=====>........................] - ETA: 45s 6/22 [=======>......................] - ETA: 42s 7/22 [========>.....................] - ETA: 40s 8/22 [=========>....................] - ETA: 37s 9/22 [===========>..................] - ETA: 34s 10/22 [============>.................] - ETA: 32s 11/22 [==============>...............] - ETA: 29s 12/22 [===============>..............] - ETA: 26s 13/22 [================>.............] - ETA: 24s 14/22 [==================>...........] - ETA: 21s 15/22 [===================>..........] - ETA: 18s 16/22 [====================>.........] - ETA: 16s 17/22 [======================>.......] - ETA: 13s 18/22 [=======================>......] - ETA: 10s 19/22 [========================>.....] - ETA: 8s  20/22 [==========================>...] - ETA: 5s 21/22 [===========================>..] - ETA: 2s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 58s 3s/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/22 [>.............................] - ETA: 0s 2/22 [=>............................] - ETA: 53s 3/22 [===>..........................] - ETA: 50s 4/22 [====>.........................] - ETA: 48s 5/22 [=====>........................] - ETA: 45s 6/22 [=======>......................] - ETA: 43s 7/22 [========>.....................] - ETA: 40s 8/22 [=========>....................] - ETA: 37s 9/22 [===========>..................] - ETA: 34s 10/22 [============>.................] - ETA: 32s 11/22 [==============>...............] - ETA: 29s 12/22 [===============>..............] - ETA: 26s 13/22 [================>.............] - ETA: 24s 14/22 [==================>...........] - ETA: 21s 15/22 [===================>..........] - ETA: 18s 16/22 [====================>.........] - ETA: 16s 17/22 [======================>.......] - ETA: 13s 18/22 [=======================>......] - ETA: 10s 19/22 [========================>.....] - ETA: 8s  20/22 [==========================>...] - ETA: 5s 21/22 [===========================>..] - ETA: 2s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 58s 3s/step + 1/22 [>.............................] - ETA: 0s 2/22 [=>............................] - ETA: 54s 3/22 [===>..........................] - ETA: 51s 4/22 [====>.........................] - ETA: 48s 5/22 [=====>........................] - ETA: 46s 6/22 [=======>......................] - ETA: 43s 7/22 [========>.....................] - ETA: 40s 8/22 [=========>....................] - ETA: 37s 9/22 [===========>..................] - ETA: 35s 10/22 [============>.................] - ETA: 32s 11/22 [==============>...............] - ETA: 29s 12/22 [===============>..............] - ETA: 27s 13/22 [================>.............] - ETA: 24s 14/22 [==================>...........] - ETA: 21s 15/22 [===================>..........] - ETA: 18s 16/22 [====================>.........] - ETA: 16s 17/22 [======================>.......] - ETA: 13s 18/22 [=======================>......] - ETA: 10s 19/22 [========================>.....] - ETA: 8s  20/22 [==========================>...] - ETA: 5s 21/22 [===========================>..] - ETA: 2s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 59s 3s/step +Saving marginal footprints +2022-02-25_03-46-26: mkdir chrombppnet_model_encsr283tme_bias//footprints +2022-02-25_03-46-26: python /scratch/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ + -g reference/hg38.genome.fa \ + -r chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m chrombppnet_model_encsr283tme_bias//bias_model_scaled.h5 \ + -bs 512 \ + -o chrombppnet_model_encsr283tme_bias//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: "functional_1" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 +__________________________________________________________________________________________________ +inferred model inputlen: 2114 +inferred model outputlen: 1000 +inserting motif: dnase_1 +TTTACAAGTCCA + 1/22 [>.............................] - ETA: 45s 3/22 [===>..........................] - ETA: 2s  4/22 [====>.........................] - ETA: 2s 5/22 [=====>........................] - ETA: 3s 6/22 [=======>......................] - ETA: 3s 7/22 [========>.....................] - ETA: 3s 8/22 [=========>....................] - ETA: 2s 9/22 [===========>..................] - ETA: 2s 10/22 [============>.................] - ETA: 2s 11/22 [==============>...............] - ETA: 2s 12/22 [===============>..............] - ETA: 2s 13/22 [================>.............] - ETA: 1s 14/22 [==================>...........] - ETA: 1s 15/22 [===================>..........] - ETA: 1s 16/22 [====================>.........] - ETA: 1s 17/22 [======================>.......] - ETA: 1s 18/22 [=======================>......] - ETA: 0s 19/22 [========================>.....] - ETA: 0s 20/22 [==========================>...] - ETA: 0s 21/22 [===========================>..] - ETA: 0s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 8s 259ms/step + 1/22 [>.............................] - ETA: 0s 2/22 [=>............................] - ETA: 4s 3/22 [===>..........................] - ETA: 4s 4/22 [====>.........................] - ETA: 4s 5/22 [=====>........................] - ETA: 4s 6/22 [=======>......................] - ETA: 3s 7/22 [========>.....................] - ETA: 3s 8/22 [=========>....................] - ETA: 3s 9/22 [===========>..................] - ETA: 3s 10/22 [============>.................] - ETA: 2s 11/22 [==============>...............] - ETA: 2s 12/22 [===============>..............] - ETA: 2s 13/22 [================>.............] - ETA: 2s 14/22 [==================>...........] - ETA: 1s 15/22 [===================>..........] - ETA: 1s 16/22 [====================>.........] - ETA: 1s 17/22 [======================>.......] - ETA: 1s 18/22 [=======================>......] - ETA: 0s 19/22 [========================>.....] - ETA: 0s 20/22 [==========================>...] - ETA: 0s 21/22 [===========================>..] - ETA: 0s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 5s 248ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/22 [>.............................] - ETA: 0s 2/22 [=>............................] - ETA: 4s 3/22 [===>..........................] - ETA: 4s 4/22 [====>.........................] - ETA: 4s 5/22 [=====>........................] - ETA: 4s 6/22 [=======>......................] - ETA: 3s 7/22 [========>.....................] - ETA: 3s 8/22 [=========>....................] - ETA: 3s 9/22 [===========>..................] - ETA: 3s 10/22 [============>.................] - ETA: 2s 11/22 [==============>...............] - ETA: 2s 12/22 [===============>..............] - ETA: 2s 13/22 [================>.............] - ETA: 2s 14/22 [==================>...........] - ETA: 1s 15/22 [===================>..........] - ETA: 1s 16/22 [====================>.........] - ETA: 1s 17/22 [======================>.......] - ETA: 1s 18/22 [=======================>......] - ETA: 0s 19/22 [========================>.....] - ETA: 0s 20/22 [==========================>...] - ETA: 0s 21/22 [===========================>..] - ETA: 0s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 5s 248ms/step + 1/22 [>.............................] - ETA: 0s 2/22 [=>............................] - ETA: 4s 3/22 [===>..........................] - ETA: 4s 4/22 [====>.........................] - ETA: 4s 5/22 [=====>........................] - ETA: 4s 6/22 [=======>......................] - ETA: 3s 7/22 [========>.....................] - ETA: 3s 8/22 [=========>....................] - ETA: 3s 9/22 [===========>..................] - ETA: 3s 10/22 [============>.................] - ETA: 2s 11/22 [==============>...............] - ETA: 2s 12/22 [===============>..............] - ETA: 2s 13/22 [================>.............] - ETA: 2s 14/22 [==================>...........] - ETA: 1s 15/22 [===================>..........] - ETA: 1s 16/22 [====================>.........] - ETA: 1s 17/22 [======================>.......] - ETA: 1s 18/22 [=======================>......] - ETA: 0s 19/22 [========================>.....] - ETA: 0s 20/22 [==========================>...] - ETA: 0s 21/22 [===========================>..] - ETA: 0s 22/22 [==============================] - ETA: 0s 22/22 [==============================] - 5s 249ms/step +Saving marginal footprints