2022-03-18_13-59-26: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/bigWigs/ENCSR136KEL.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR283TME_bias_0.9.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/ 2022-03-18_18-14-23: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/bigWigs/ENCSR136KEL.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR283TME_bias_0.9.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//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: 154285 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 154285 Number of peaks input: 45715 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 45715 Number of non peaks input: 154284 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 154284 Number of non peaks input: 45715 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 45715 Number of peaks after removing outliers: 152585 Number of nonpeaks after removing outliers: 137460 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 1/4296 [..............................] - ETA: 10:43:06 8/4296 [..............................] - ETA: 34s  14/4296 [..............................] - ETA: 35s 20/4296 [..............................] - ETA: 36s 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[============================>.] - ETA: 0s 4239/4296 [============================>.] - ETA: 0s 4246/4296 [============================>.] - ETA: 0s 4253/4296 [============================>.] - ETA: 0s 4260/4296 [============================>.] - ETA: 0s 4267/4296 [============================>.] - ETA: 0s 4274/4296 [============================>.] - ETA: 0s 4280/4296 [============================>.] - ETA: 0s 4287/4296 [============================>.] - ETA: 0s 4294/4296 [============================>.] - ETA: 0s 4296/4296 [==============================] - ETA: 0s 4296/4296 [==============================] - 44s 8ms/step 2022-03-18_18-52-28: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/bigWigs/ENCSR136KEL.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '58.3', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(138187, 10) loading nonpeaks... got split:train for bed regions:(123813, 10) loading peaks... got split:valid for bed regions:(14398, 10) loading nonpeaks... got split:valid for bed regions:(13647, 10) Epoch 1/50 1/2376 [..............................] - ETA: 6:04:20 - loss: 1792.7062 - logits_profile_predictions_loss: 1632.3787 - logcount_predictions_loss: 2.7500 2/2376 [..............................] - ETA: 19:37 - loss: 2670.2154 - logits_profile_predictions_loss: 1625.6942 - logcount_predictions_loss: 17.9163  3/2376 [..............................] - ETA: 19:31 - loss: 2738.5538 - logits_profile_predictions_loss: 1596.2481 - logcount_predictions_loss: 19.5936 4/2376 [..............................] - ETA: 19:28 - loss: 2701.0555 - logits_profile_predictions_loss: 1582.3855 - logcount_predictions_loss: 19.1882 5/2376 [..............................] - ETA: 19:27 - loss: 2640.0802 - logits_profile_predictions_loss: 1571.0478 - logcount_predictions_loss: 18.3367 6/2376 [..............................] - ETA: 19:25 - loss: 2572.2740 - logits_profile_predictions_loss: 1556.9337 - logcount_predictions_loss: 17.4158 7/2376 [..............................] - ETA: 19:24 - loss: 2519.2981 - logits_profile_predictions_loss: 1553.8674 - logcount_predictions_loss: 16.5597 8/2376 [..............................] - ETA: 19:24 - loss: 2471.7332 - logits_profile_predictions_loss: 1551.3000 - logcount_predictions_loss: 15.7879 9/2376 [..............................] - ETA: 19:23 - loss: 2426.3082 - logits_profile_predictions_loss: 1546.5895 - logcount_predictions_loss: 15.0895 10/2376 [..............................] - ETA: 19:22 - loss: 2385.5984 - logits_profile_predictions_loss: 1542.2384 - logcount_predictions_loss: 14.4659 11/2376 [..............................] - ETA: 19:21 - loss: 2350.3219 - logits_profile_predictions_loss: 1539.5410 - logcount_predictions_loss: 13.9070 12/2376 [..............................] - ETA: 19:20 - loss: 2317.4401 - logits_profile_predictions_loss: 1536.0806 - logcount_predictions_loss: 13.4024 13/2376 [..............................] - ETA: 19:20 - loss: 2287.6611 - logits_profile_predictions_loss: 1532.9691 - logcount_predictions_loss: 12.9450 14/2376 [..............................] - ETA: 19:21 - loss: 2260.0403 - logits_profile_predictions_loss: 1529.7276 - logcount_predictions_loss: 12.5268 15/2376 [..............................] - ETA: 19:20 - loss: 2234.7782 - logits_profile_predictions_loss: 1526.7209 - logcount_predictions_loss: 12.1451 16/2376 [..............................] - ETA: 19:20 - loss: 2211.7152 - logits_profile_predictions_loss: 1523.9946 - logcount_predictions_loss: 11.7962 17/2376 [..............................] - ETA: 19:19 - loss: 2190.5126 - logits_profile_predictions_loss: 1521.4740 - logcount_predictions_loss: 11.4758 18/2376 [..............................] - ETA: 19:18 - loss: 2170.7055 - logits_profile_predictions_loss: 1518.9688 - logcount_predictions_loss: 11.1790 19/2376 [..............................] - ETA: 19:18 - loss: 2152.8821 - logits_profile_predictions_loss: 1517.0735 - logcount_predictions_loss: 10.9058 20/2376 [..............................] - ETA: 19:17 - loss: 2136.0911 - logits_profile_predictions_loss: 1515.1182 - logcount_predictions_loss: 10.6513 21/2376 [..............................] - ETA: 19:16 - loss: 2120.8087 - logits_profile_predictions_loss: 1513.6131 - logcount_predictions_loss: 10.4150 22/2376 [..............................] - ETA: 19:16 - loss: 2106.0653 - logits_profile_predictions_loss: 1511.8014 - logcount_predictions_loss: 10.1932 23/2376 [..............................] - ETA: 19:15 - loss: 2092.1627 - logits_profile_predictions_loss: 1510.0307 - logcount_predictions_loss: 9.9851  24/2376 [..............................] - ETA: 19:15 - loss: 2078.8283 - logits_profile_predictions_loss: 1508.1176 - logcount_predictions_loss: 9.7892 25/2376 [..............................] - ETA: 19:14 - loss: 2066.3995 - logits_profile_predictions_loss: 1506.4306 - logcount_predictions_loss: 9.6050 26/2376 [..............................] - ETA: 19:13 - loss: 2054.8526 - logits_profile_predictions_loss: 1504.9812 - logcount_predictions_loss: 9.4318 27/2376 [..............................] - ETA: 19:13 - loss: 2043.8332 - logits_profile_predictions_loss: 1503.5050 - logcount_predictions_loss: 9.2681 28/2376 [..............................] - ETA: 19:12 - loss: 2033.3739 - logits_profile_predictions_loss: 1502.0730 - logcount_predictions_loss: 9.1132 29/2376 [..............................] - ETA: 19:12 - loss: 2023.5146 - logits_profile_predictions_loss: 1500.7526 - logcount_predictions_loss: 8.9668 30/2376 [..............................] - ETA: 19:11 - loss: 2014.2168 - logits_profile_predictions_loss: 1499.5308 - logcount_predictions_loss: 8.8282 31/2376 [..............................] - ETA: 19:10 - loss: 2005.5616 - logits_profile_predictions_loss: 1498.5146 - logcount_predictions_loss: 8.6972 32/2376 [..............................] - ETA: 19:10 - loss: 1997.2749 - logits_profile_predictions_loss: 1497.4968 - logcount_predictions_loss: 8.5725 33/2376 [..............................] - ETA: 19:09 - loss: 1989.4057 - logits_profile_predictions_loss: 1496.5499 - logcount_predictions_loss: 8.4538 34/2376 [..............................] - ETA: 19:09 - loss: 1981.9139 - logits_profile_predictions_loss: 1495.6553 - logcount_predictions_loss: 8.3406 35/2376 [..............................] - ETA: 19:08 - loss: 1974.8036 - logits_profile_predictions_loss: 1494.8341 - logcount_predictions_loss: 8.2328 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ETA: 23s - loss: 1425.4921 - logits_profile_predictions_loss: 1264.2764 - logcount_predictions_loss: 2.7653 2330/2376 [============================>.] - ETA: 22s - loss: 1425.4426 - logits_profile_predictions_loss: 1264.2486 - logcount_predictions_loss: 2.7649 2331/2376 [============================>.] - ETA: 22s - loss: 1425.3931 - logits_profile_predictions_loss: 1264.2207 - logcount_predictions_loss: 2.7645 2332/2376 [============================>.] - ETA: 21s - loss: 1425.3437 - logits_profile_predictions_loss: 1264.1929 - logcount_predictions_loss: 2.7642 2333/2376 [============================>.] - ETA: 21s - loss: 1425.2942 - logits_profile_predictions_loss: 1264.1650 - logcount_predictions_loss: 2.7638 2334/2376 [============================>.] - ETA: 20s - loss: 1425.2448 - logits_profile_predictions_loss: 1264.1372 - logcount_predictions_loss: 2.7634 2335/2376 [============================>.] - ETA: 20s - loss: 1425.1953 - logits_profile_predictions_loss: 1264.1094 - logcount_predictions_loss: 2.7631 2336/2376 [============================>.] - ETA: 19s - loss: 1425.1459 - logits_profile_predictions_loss: 1264.0816 - logcount_predictions_loss: 2.7627 2337/2376 [============================>.] - ETA: 19s - loss: 1425.0965 - logits_profile_predictions_loss: 1264.0537 - logcount_predictions_loss: 2.7623 2338/2376 [============================>.] - ETA: 18s - loss: 1425.0471 - logits_profile_predictions_loss: 1264.0259 - logcount_predictions_loss: 2.7620 2339/2376 [============================>.] - ETA: 18s - loss: 1424.9977 - logits_profile_predictions_loss: 1263.9981 - logcount_predictions_loss: 2.7616 2340/2376 [============================>.] - ETA: 17s - loss: 1424.9483 - logits_profile_predictions_loss: 1263.9704 - logcount_predictions_loss: 2.7612 2341/2376 [============================>.] - ETA: 17s - loss: 1424.8990 - logits_profile_predictions_loss: 1263.9426 - logcount_predictions_loss: 2.7608 2342/2376 [============================>.] - ETA: 16s - loss: 1424.8497 - logits_profile_predictions_loss: 1263.9149 - logcount_predictions_loss: 2.7605 2343/2376 [============================>.] - ETA: 16s - loss: 1424.8004 - logits_profile_predictions_loss: 1263.8872 - logcount_predictions_loss: 2.7601 2344/2376 [============================>.] - ETA: 15s - loss: 1424.7511 - logits_profile_predictions_loss: 1263.8595 - logcount_predictions_loss: 2.7597 2345/2376 [============================>.] - ETA: 15s - loss: 1424.7019 - logits_profile_predictions_loss: 1263.8318 - logcount_predictions_loss: 2.7594 2346/2376 [============================>.] - ETA: 14s - loss: 1424.6527 - logits_profile_predictions_loss: 1263.8042 - logcount_predictions_loss: 2.7590 2347/2376 [============================>.] - ETA: 14s - loss: 1424.6035 - logits_profile_predictions_loss: 1263.7765 - logcount_predictions_loss: 2.7586 2348/2376 [============================>.] - ETA: 13s - loss: 1424.5543 - logits_profile_predictions_loss: 1263.7489 - logcount_predictions_loss: 2.7583 2349/2376 [============================>.] - ETA: 13s - loss: 1424.5051 - logits_profile_predictions_loss: 1263.7212 - logcount_predictions_loss: 2.7579 2350/2376 [============================>.] - ETA: 12s - loss: 1424.4559 - logits_profile_predictions_loss: 1263.6936 - logcount_predictions_loss: 2.7575 2351/2376 [============================>.] - ETA: 12s - loss: 1424.4067 - logits_profile_predictions_loss: 1263.6660 - logcount_predictions_loss: 2.7571 2352/2376 [============================>.] - ETA: 11s - loss: 1424.3575 - logits_profile_predictions_loss: 1263.6383 - logcount_predictions_loss: 2.7568 2353/2376 [============================>.] - ETA: 11s - loss: 1424.3084 - logits_profile_predictions_loss: 1263.6107 - logcount_predictions_loss: 2.7564 2354/2376 [============================>.] - ETA: 10s - loss: 1424.2592 - logits_profile_predictions_loss: 1263.5831 - logcount_predictions_loss: 2.7560 2355/2376 [============================>.] - ETA: 10s - loss: 1424.2101 - logits_profile_predictions_loss: 1263.5555 - logcount_predictions_loss: 2.7557 2356/2376 [============================>.] - ETA: 9s - loss: 1424.1609 - logits_profile_predictions_loss: 1263.5278 - logcount_predictions_loss: 2.7553  2357/2376 [============================>.] - ETA: 9s - loss: 1424.1118 - logits_profile_predictions_loss: 1263.5002 - logcount_predictions_loss: 2.7549 2358/2376 [============================>.] - ETA: 8s - loss: 1424.0627 - logits_profile_predictions_loss: 1263.4726 - logcount_predictions_loss: 2.7546 2359/2376 [============================>.] - ETA: 8s - loss: 1424.0136 - logits_profile_predictions_loss: 1263.4450 - logcount_predictions_loss: 2.7542 2360/2376 [============================>.] - ETA: 7s - loss: 1423.9644 - logits_profile_predictions_loss: 1263.4175 - logcount_predictions_loss: 2.7538 2361/2376 [============================>.] - ETA: 7s - loss: 1423.9153 - logits_profile_predictions_loss: 1263.3899 - logcount_predictions_loss: 2.7535 2362/2376 [============================>.] - ETA: 6s - loss: 1423.8662 - logits_profile_predictions_loss: 1263.3623 - logcount_predictions_loss: 2.7531 2363/2376 [============================>.] - ETA: 6s - loss: 1423.8171 - logits_profile_predictions_loss: 1263.3347 - logcount_predictions_loss: 2.7527 2364/2376 [============================>.] - ETA: 5s - loss: 1423.7681 - logits_profile_predictions_loss: 1263.3071 - logcount_predictions_loss: 2.7523 2365/2376 [============================>.] - ETA: 5s - loss: 1423.7190 - logits_profile_predictions_loss: 1263.2796 - logcount_predictions_loss: 2.7520 2366/2376 [============================>.] - ETA: 4s - loss: 1423.6700 - logits_profile_predictions_loss: 1263.2520 - logcount_predictions_loss: 2.7516 2367/2376 [============================>.] - ETA: 4s - loss: 1423.6210 - logits_profile_predictions_loss: 1263.2245 - logcount_predictions_loss: 2.7512 2368/2376 [============================>.] - ETA: 3s - loss: 1423.5720 - logits_profile_predictions_loss: 1263.1969 - logcount_predictions_loss: 2.7509 2369/2376 [============================>.] - ETA: 3s - loss: 1423.5230 - logits_profile_predictions_loss: 1263.1694 - logcount_predictions_loss: 2.7505 2370/2376 [============================>.] - ETA: 2s - loss: 1423.4740 - logits_profile_predictions_loss: 1263.1419 - logcount_predictions_loss: 2.7501 2371/2376 [============================>.] - ETA: 2s - loss: 1423.4250 - logits_profile_predictions_loss: 1263.1144 - logcount_predictions_loss: 2.7498 2372/2376 [============================>.] - ETA: 1s - loss: 1423.3761 - logits_profile_predictions_loss: 1263.0870 - logcount_predictions_loss: 2.7494 2373/2376 [============================>.] - ETA: 1s - loss: 1423.3272 - logits_profile_predictions_loss: 1263.0595 - logcount_predictions_loss: 2.7490 2374/2376 [============================>.] - ETA: 0s - loss: 1423.2783 - logits_profile_predictions_loss: 1263.0321 - logcount_predictions_loss: 2.7487 2375/2376 [============================>.] - ETA: 0s - loss: 1423.2294 - logits_profile_predictions_loss: 1263.0046 - logcount_predictions_loss: 2.7483 2376/2376 [==============================] - ETA: 0s - loss: 1423.1805 - logits_profile_predictions_loss: 1262.9772 - logcount_predictions_loss: 2.7479 2376/2376 [==============================] - 1219s 509ms/step - loss: 1423.1317 - logits_profile_predictions_loss: 1262.9498 - logcount_predictions_loss: 2.7476 - val_loss: 1192.1797 - val_logits_profile_predictions_loss: 1164.2236 - val_logcount_predictions_loss: 0.4795 Epoch 00001: val_loss improved from inf to 1192.17969, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 2/50 1/2376 [..............................] - ETA: 20:43 - loss: 1201.1801 - logits_profile_predictions_loss: 1173.4866 - logcount_predictions_loss: 0.4750 2/2376 [..............................] - ETA: 19:23 - loss: 1191.4951 - logits_profile_predictions_loss: 1162.6209 - logcount_predictions_loss: 0.4953 3/2376 [..............................] - ETA: 19:22 - loss: 1185.2808 - logits_profile_predictions_loss: 1155.4008 - logcount_predictions_loss: 0.5125 4/2376 [..............................] - ETA: 19:22 - loss: 1183.8043 - logits_profile_predictions_loss: 1153.5753 - logcount_predictions_loss: 0.5185 5/2376 [..............................] - ETA: 19:21 - loss: 1184.9793 - logits_profile_predictions_loss: 1154.7266 - logcount_predictions_loss: 0.5189 6/2376 [..............................] - ETA: 19:20 - loss: 1187.4909 - logits_profile_predictions_loss: 1157.0765 - logcount_predictions_loss: 0.5217 7/2376 [..............................] - ETA: 19:20 - loss: 1187.3014 - logits_profile_predictions_loss: 1156.7715 - logcount_predictions_loss: 0.5237 8/2376 [..............................] - ETA: 19:19 - loss: 1186.1891 - logits_profile_predictions_loss: 1155.6991 - logcount_predictions_loss: 0.5230 9/2376 [..............................] - ETA: 19:19 - loss: 1185.2870 - logits_profile_predictions_loss: 1154.8588 - logcount_predictions_loss: 0.5219 10/2376 [..............................] - ETA: 19:18 - loss: 1184.8000 - logits_profile_predictions_loss: 1154.3806 - logcount_predictions_loss: 0.5218 11/2376 [..............................] - ETA: 19:17 - loss: 1185.0214 - logits_profile_predictions_loss: 1154.6695 - logcount_predictions_loss: 0.5206 12/2376 [..............................] - ETA: 19:17 - loss: 1185.8911 - logits_profile_predictions_loss: 1155.6401 - logcount_predictions_loss: 0.5189 13/2376 [..............................] - ETA: 19:16 - loss: 1186.3766 - logits_profile_predictions_loss: 1156.2220 - logcount_predictions_loss: 0.5172 14/2376 [..............................] - ETA: 19:16 - loss: 1186.4741 - logits_profile_predictions_loss: 1156.4116 - logcount_predictions_loss: 0.5156 15/2376 [..............................] - ETA: 19:17 - loss: 1186.1526 - logits_profile_predictions_loss: 1156.1910 - logcount_predictions_loss: 0.5139 16/2376 [..............................] - ETA: 19:17 - loss: 1185.9372 - logits_profile_predictions_loss: 1156.0396 - logcount_predictions_loss: 0.5128 17/2376 [..............................] - ETA: 19:16 - loss: 1185.8841 - logits_profile_predictions_loss: 1156.0496 - logcount_predictions_loss: 0.5117 18/2376 [..............................] - ETA: 19:16 - loss: 1185.4791 - logits_profile_predictions_loss: 1155.7125 - logcount_predictions_loss: 0.5106 19/2376 [..............................] - ETA: 19:15 - loss: 1185.1505 - logits_profile_predictions_loss: 1155.4268 - logcount_predictions_loss: 0.5098 20/2376 [..............................] - ETA: 19:14 - loss: 1184.7562 - logits_profile_predictions_loss: 1155.0798 - logcount_predictions_loss: 0.5090 21/2376 [..............................] - ETA: 19:14 - loss: 1184.4218 - logits_profile_predictions_loss: 1154.7956 - logcount_predictions_loss: 0.5082 22/2376 [..............................] - ETA: 19:13 - loss: 1183.8788 - logits_profile_predictions_loss: 1154.2988 - logcount_predictions_loss: 0.5074 23/2376 [..............................] - ETA: 19:13 - loss: 1183.3051 - logits_profile_predictions_loss: 1153.7784 - logcount_predictions_loss: 0.5065 24/2376 [..............................] - ETA: 19:12 - loss: 1182.8672 - logits_profile_predictions_loss: 1153.3728 - logcount_predictions_loss: 0.5059 25/2376 [..............................] - ETA: 19:12 - loss: 1182.5508 - logits_profile_predictions_loss: 1153.0916 - logcount_predictions_loss: 0.5053 26/2376 [..............................] - ETA: 19:11 - loss: 1182.5870 - logits_profile_predictions_loss: 1153.1530 - logcount_predictions_loss: 0.5049 27/2376 [..............................] - ETA: 19:11 - loss: 1182.6535 - logits_profile_predictions_loss: 1153.2248 - logcount_predictions_loss: 0.5048 28/2376 [..............................] - ETA: 19:10 - loss: 1182.5945 - logits_profile_predictions_loss: 1153.1652 - logcount_predictions_loss: 0.5048 29/2376 [..............................] - ETA: 19:10 - loss: 1182.5949 - logits_profile_predictions_loss: 1153.1727 - logcount_predictions_loss: 0.5047 30/2376 [..............................] - ETA: 19:09 - loss: 1182.4634 - logits_profile_predictions_loss: 1153.0499 - logcount_predictions_loss: 0.5045 31/2376 [..............................] - ETA: 19:09 - loss: 1182.3633 - logits_profile_predictions_loss: 1152.9566 - logcount_predictions_loss: 0.5044 32/2376 [..............................] - ETA: 19:08 - loss: 1182.2935 - logits_profile_predictions_loss: 1152.8863 - logcount_predictions_loss: 0.5044 33/2376 [..............................] - ETA: 19:08 - loss: 1182.1406 - logits_profile_predictions_loss: 1152.7422 - logcount_predictions_loss: 0.5043 34/2376 [..............................] - ETA: 19:07 - loss: 1182.0175 - logits_profile_predictions_loss: 1152.6252 - logcount_predictions_loss: 0.5042 35/2376 [..............................] - ETA: 19:07 - loss: 1181.7716 - logits_profile_predictions_loss: 1152.3798 - logcount_predictions_loss: 0.5041 36/2376 [..............................] - ETA: 19:06 - loss: 1181.6020 - logits_profile_predictions_loss: 1152.2065 - logcount_predictions_loss: 0.5042 37/2376 [..............................] - ETA: 19:05 - loss: 1181.4333 - logits_profile_predictions_loss: 1152.0317 - logcount_predictions_loss: 0.5043 38/2376 [..............................] - ETA: 19:05 - loss: 1181.2382 - logits_profile_predictions_loss: 1151.8350 - logcount_predictions_loss: 0.5043 39/2376 [..............................] - ETA: 19:04 - loss: 1180.9757 - logits_profile_predictions_loss: 1151.5729 - logcount_predictions_loss: 0.5043 40/2376 [..............................] - ETA: 19:04 - loss: 1180.7459 - logits_profile_predictions_loss: 1151.3521 - logcount_predictions_loss: 0.5042 41/2376 [..............................] - ETA: 19:03 - loss: 1180.4849 - logits_profile_predictions_loss: 1151.1019 - logcount_predictions_loss: 0.5040 42/2376 [..............................] - ETA: 19:03 - loss: 1180.1476 - logits_profile_predictions_loss: 1150.7793 - logcount_predictions_loss: 0.5037 43/2376 [..............................] - ETA: 19:02 - loss: 1179.8739 - logits_profile_predictions_loss: 1150.5200 - logcount_predictions_loss: 0.5035 44/2376 [..............................] - ETA: 19:02 - loss: 1179.5400 - logits_profile_predictions_loss: 1150.2031 - logcount_predictions_loss: 0.5032 45/2376 [..............................] - ETA: 19:01 - loss: 1179.2558 - logits_profile_predictions_loss: 1149.9341 - logcount_predictions_loss: 0.5029 46/2376 [..............................] - ETA: 19:01 - loss: 1178.9694 - logits_profile_predictions_loss: 1149.6634 - logcount_predictions_loss: 0.5027 47/2376 [..............................] - ETA: 19:00 - loss: 1178.6563 - logits_profile_predictions_loss: 1149.3656 - logcount_predictions_loss: 0.5024 48/2376 [..............................] - ETA: 19:00 - loss: 1178.3336 - logits_profile_predictions_loss: 1149.0579 - logcount_predictions_loss: 0.5022 49/2376 [..............................] - ETA: 18:59 - loss: 1178.0339 - logits_profile_predictions_loss: 1148.7705 - logcount_predictions_loss: 0.5019 50/2376 [..............................] - ETA: 18:59 - loss: 1177.7353 - logits_profile_predictions_loss: 1148.4834 - logcount_predictions_loss: 0.5017 51/2376 [..............................] - ETA: 18:59 - loss: 1177.4739 - logits_profile_predictions_loss: 1148.2316 - logcount_predictions_loss: 0.5016 52/2376 [..............................] - ETA: 18:58 - loss: 1177.1916 - logits_profile_predictions_loss: 1147.9607 - logcount_predictions_loss: 0.5014 53/2376 [..............................] - ETA: 18:58 - loss: 1176.8919 - logits_profile_predictions_loss: 1147.6727 - logcount_predictions_loss: 0.5012 54/2376 [..............................] - ETA: 18:57 - loss: 1176.5803 - logits_profile_predictions_loss: 1147.3716 - logcount_predictions_loss: 0.5010 55/2376 [..............................] - ETA: 18:57 - loss: 1176.3042 - logits_profile_predictions_loss: 1147.1035 - logcount_predictions_loss: 0.5009 56/2376 [..............................] - ETA: 18:56 - loss: 1176.0145 - logits_profile_predictions_loss: 1146.8210 - logcount_predictions_loss: 0.5007 57/2376 [..............................] - ETA: 18:56 - loss: 1175.6789 - logits_profile_predictions_loss: 1146.4919 - logcount_predictions_loss: 0.5006 58/2376 [..............................] - ETA: 18:55 - loss: 1175.3585 - logits_profile_predictions_loss: 1146.1791 - logcount_predictions_loss: 0.5005 59/2376 [..............................] - ETA: 18:55 - loss: 1175.0735 - logits_profile_predictions_loss: 1145.8996 - logcount_predictions_loss: 0.5004 60/2376 [..............................] - ETA: 18:54 - loss: 1174.7973 - logits_profile_predictions_loss: 1145.6288 - logcount_predictions_loss: 0.5003 61/2376 [..............................] - ETA: 18:54 - loss: 1174.5188 - logits_profile_predictions_loss: 1145.3577 - logcount_predictions_loss: 0.5002 62/2376 [..............................] - ETA: 18:53 - loss: 1174.2161 - logits_profile_predictions_loss: 1145.0600 - logcount_predictions_loss: 0.5001 63/2376 [..............................] - ETA: 18:53 - loss: 1173.9230 - logits_profile_predictions_loss: 1144.7727 - logcount_predictions_loss: 0.5000 64/2376 [..............................] - ETA: 18:52 - loss: 1173.6528 - logits_profile_predictions_loss: 1144.5075 - logcount_predictions_loss: 0.4999 65/2376 [..............................] - ETA: 18:52 - loss: 1173.4018 - logits_profile_predictions_loss: 1144.2595 - logcount_predictions_loss: 0.4999 66/2376 [..............................] - ETA: 18:51 - loss: 1173.1523 - logits_profile_predictions_loss: 1144.0112 - logcount_predictions_loss: 0.4998 67/2376 [..............................] - ETA: 18:51 - loss: 1172.9033 - logits_profile_predictions_loss: 1143.7644 - logcount_predictions_loss: 0.4998 68/2376 [..............................] - ETA: 18:50 - loss: 1172.6647 - logits_profile_predictions_loss: 1143.5274 - logcount_predictions_loss: 0.4998 69/2376 [..............................] - ETA: 18:50 - loss: 1172.4319 - logits_profile_predictions_loss: 1143.2951 - logcount_predictions_loss: 0.4998 70/2376 [..............................] - ETA: 18:49 - loss: 1172.1705 - logits_profile_predictions_loss: 1143.0365 - logcount_predictions_loss: 0.4997 71/2376 [..............................] - ETA: 18:49 - loss: 1171.9096 - logits_profile_predictions_loss: 1142.7771 - logcount_predictions_loss: 0.4997 72/2376 [..............................] - ETA: 18:48 - loss: 1171.6692 - logits_profile_predictions_loss: 1142.5370 - logcount_predictions_loss: 0.4997 73/2376 [..............................] - ETA: 18:48 - loss: 1171.4531 - logits_profile_predictions_loss: 1142.3213 - 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loss: 1154.2654 - logits_profile_predictions_loss: 1125.2049 - logcount_predictions_loss: 0.4985 2368/2376 [============================>.] - ETA: 3s - loss: 1154.2630 - logits_profile_predictions_loss: 1125.2028 - logcount_predictions_loss: 0.4985 2369/2376 [============================>.] - ETA: 3s - loss: 1154.2606 - logits_profile_predictions_loss: 1125.2007 - logcount_predictions_loss: 0.4985 2370/2376 [============================>.] - ETA: 2s - loss: 1154.2582 - logits_profile_predictions_loss: 1125.1986 - logcount_predictions_loss: 0.4984 2371/2376 [============================>.] - ETA: 2s - loss: 1154.2558 - logits_profile_predictions_loss: 1125.1965 - logcount_predictions_loss: 0.4984 2372/2376 [============================>.] - ETA: 1s - loss: 1154.2533 - logits_profile_predictions_loss: 1125.1944 - logcount_predictions_loss: 0.4984 2373/2376 [============================>.] - ETA: 1s - loss: 1154.2509 - logits_profile_predictions_loss: 1125.1923 - logcount_predictions_loss: 0.4984 2374/2376 [============================>.] - ETA: 0s - loss: 1154.2485 - logits_profile_predictions_loss: 1125.1902 - logcount_predictions_loss: 0.4984 2375/2376 [============================>.] - ETA: 0s - loss: 1154.2461 - logits_profile_predictions_loss: 1125.1881 - logcount_predictions_loss: 0.4984 2376/2376 [==============================] - ETA: 0s - loss: 1154.2436 - logits_profile_predictions_loss: 1125.1860 - logcount_predictions_loss: 0.4984 2376/2376 [==============================] - 1208s 509ms/step - loss: 1154.2412 - logits_profile_predictions_loss: 1125.1839 - logcount_predictions_loss: 0.4984 - val_loss: 1169.3710 - val_logits_profile_predictions_loss: 1144.2189 - val_logcount_predictions_loss: 0.4314 Epoch 00002: val_loss improved from 1192.17969 to 1169.37097, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 3/50 1/2376 [..............................] - ETA: 20:47 - loss: 1188.6909 - logits_profile_predictions_loss: 1169.9519 - logcount_predictions_loss: 0.3214 2/2376 [..............................] - ETA: 19:23 - loss: 1187.1707 - logits_profile_predictions_loss: 1164.6158 - logcount_predictions_loss: 0.3869 3/2376 [..............................] - ETA: 19:22 - loss: 1194.7262 - logits_profile_predictions_loss: 1169.5302 - logcount_predictions_loss: 0.4322 4/2376 [..............................] - ETA: 19:22 - loss: 1200.5967 - logits_profile_predictions_loss: 1174.5030 - logcount_predictions_loss: 0.4476 5/2376 [..............................] - ETA: 19:21 - loss: 1197.9772 - logits_profile_predictions_loss: 1171.6592 - logcount_predictions_loss: 0.4514 6/2376 [..............................] - ETA: 19:21 - loss: 1195.5363 - logits_profile_predictions_loss: 1169.1643 - logcount_predictions_loss: 0.4523 7/2376 [..............................] - ETA: 19:20 - loss: 1192.6111 - logits_profile_predictions_loss: 1166.1600 - logcount_predictions_loss: 0.4537 8/2376 [..............................] - ETA: 19:20 - loss: 1189.8720 - logits_profile_predictions_loss: 1163.3332 - logcount_predictions_loss: 0.4552 9/2376 [..............................] - ETA: 19:19 - loss: 1186.8440 - logits_profile_predictions_loss: 1160.1534 - logcount_predictions_loss: 0.4578 10/2376 [..............................] - ETA: 19:19 - loss: 1183.8404 - logits_profile_predictions_loss: 1157.0907 - logcount_predictions_loss: 0.4588 11/2376 [..............................] - ETA: 19:18 - loss: 1180.9770 - logits_profile_predictions_loss: 1154.1736 - logcount_predictions_loss: 0.4598 12/2376 [..............................] - ETA: 19:18 - loss: 1178.7287 - logits_profile_predictions_loss: 1151.8276 - logcount_predictions_loss: 0.4614 13/2376 [..............................] - ETA: 19:17 - loss: 1176.5541 - logits_profile_predictions_loss: 1149.5320 - logcount_predictions_loss: 0.4635 14/2376 [..............................] - ETA: 19:17 - loss: 1174.1646 - logits_profile_predictions_loss: 1147.0370 - logcount_predictions_loss: 0.4653 15/2376 [..............................] - ETA: 19:16 - loss: 1171.6144 - logits_profile_predictions_loss: 1144.4260 - logcount_predictions_loss: 0.4664 16/2376 [..............................] - ETA: 19:16 - loss: 1169.1882 - logits_profile_predictions_loss: 1141.8941 - logcount_predictions_loss: 0.4682 17/2376 [..............................] - ETA: 19:15 - loss: 1167.4354 - logits_profile_predictions_loss: 1140.0016 - logcount_predictions_loss: 0.4706 18/2376 [..............................] - ETA: 19:16 - loss: 1166.1225 - logits_profile_predictions_loss: 1138.5548 - logcount_predictions_loss: 0.4729 19/2376 [..............................] - ETA: 19:16 - loss: 1165.0211 - logits_profile_predictions_loss: 1137.3352 - logcount_predictions_loss: 0.4749 20/2376 [..............................] - ETA: 19:15 - loss: 1163.8628 - logits_profile_predictions_loss: 1136.0733 - logcount_predictions_loss: 0.4767 21/2376 [..............................] - ETA: 19:15 - loss: 1162.7963 - logits_profile_predictions_loss: 1134.9170 - logcount_predictions_loss: 0.4782 22/2376 [..............................] - ETA: 19:14 - loss: 1161.6379 - logits_profile_predictions_loss: 1133.6648 - logcount_predictions_loss: 0.4798 23/2376 [..............................] - ETA: 19:14 - loss: 1160.6549 - logits_profile_predictions_loss: 1132.6057 - logcount_predictions_loss: 0.4811 24/2376 [..............................] - ETA: 19:13 - loss: 1159.8008 - logits_profile_predictions_loss: 1131.6919 - logcount_predictions_loss: 0.4821 25/2376 [..............................] - ETA: 19:12 - loss: 1159.0626 - logits_profile_predictions_loss: 1130.8941 - logcount_predictions_loss: 0.4832 26/2376 [..............................] - ETA: 19:12 - loss: 1158.3326 - logits_profile_predictions_loss: 1130.1192 - logcount_predictions_loss: 0.4839 27/2376 [..............................] - ETA: 19:11 - loss: 1157.8792 - logits_profile_predictions_loss: 1129.6278 - logcount_predictions_loss: 0.4846 28/2376 [..............................] - ETA: 19:11 - loss: 1157.3857 - logits_profile_predictions_loss: 1129.1138 - logcount_predictions_loss: 0.4849 29/2376 [..............................] - ETA: 19:10 - loss: 1156.8639 - logits_profile_predictions_loss: 1128.5740 - logcount_predictions_loss: 0.4852 30/2376 [..............................] - ETA: 19:10 - loss: 1156.3273 - logits_profile_predictions_loss: 1128.0211 - logcount_predictions_loss: 0.4855 31/2376 [..............................] - ETA: 19:09 - loss: 1155.7138 - logits_profile_predictions_loss: 1127.3983 - logcount_predictions_loss: 0.4857 32/2376 [..............................] - ETA: 19:09 - loss: 1155.3911 - logits_profile_predictions_loss: 1127.0679 - logcount_predictions_loss: 0.4858 33/2376 [..............................] - ETA: 19:08 - loss: 1155.0720 - logits_profile_predictions_loss: 1126.7416 - logcount_predictions_loss: 0.4859 34/2376 [..............................] - ETA: 19:08 - loss: 1154.9033 - logits_profile_predictions_loss: 1126.5616 - logcount_predictions_loss: 0.4861 35/2376 [..............................] - ETA: 19:07 - loss: 1154.7442 - logits_profile_predictions_loss: 1126.3904 - logcount_predictions_loss: 0.4863 36/2376 [..............................] - ETA: 19:07 - loss: 1154.6020 - logits_profile_predictions_loss: 1126.2424 - logcount_predictions_loss: 0.4864 37/2376 [..............................] - ETA: 19:06 - loss: 1154.4442 - logits_profile_predictions_loss: 1126.0786 - logcount_predictions_loss: 0.4865 38/2376 [..............................] - ETA: 19:06 - loss: 1154.2205 - logits_profile_predictions_loss: 1125.8508 - logcount_predictions_loss: 0.4866 39/2376 [..............................] - ETA: 19:05 - loss: 1153.9910 - logits_profile_predictions_loss: 1125.6178 - logcount_predictions_loss: 0.4867 40/2376 [..............................] - ETA: 19:05 - loss: 1153.7549 - logits_profile_predictions_loss: 1125.3792 - logcount_predictions_loss: 0.4867 41/2376 [..............................] - ETA: 19:04 - loss: 1153.4382 - logits_profile_predictions_loss: 1125.0625 - logcount_predictions_loss: 0.4867 42/2376 [..............................] - ETA: 19:04 - loss: 1153.1727 - logits_profile_predictions_loss: 1124.7934 - logcount_predictions_loss: 0.4868 43/2376 [..............................] - ETA: 19:03 - loss: 1152.9012 - logits_profile_predictions_loss: 1124.5191 - logcount_predictions_loss: 0.4868 44/2376 [..............................] - ETA: 19:03 - loss: 1152.6324 - logits_profile_predictions_loss: 1124.2498 - logcount_predictions_loss: 0.4868 45/2376 [..............................] - ETA: 19:02 - loss: 1152.3723 - logits_profile_predictions_loss: 1123.9923 - logcount_predictions_loss: 0.4868 46/2376 [..............................] - ETA: 19:02 - loss: 1152.0585 - logits_profile_predictions_loss: 1123.6822 - logcount_predictions_loss: 0.4867 47/2376 [..............................] - ETA: 19:01 - loss: 1151.6844 - logits_profile_predictions_loss: 1123.3090 - logcount_predictions_loss: 0.4867 48/2376 [..............................] - ETA: 19:01 - loss: 1151.2843 - logits_profile_predictions_loss: 1122.9072 - logcount_predictions_loss: 0.4867 49/2376 [..............................] - ETA: 19:00 - loss: 1150.9121 - logits_profile_predictions_loss: 1122.5315 - logcount_predictions_loss: 0.4868 50/2376 [..............................] - ETA: 19:00 - loss: 1150.5260 - logits_profile_predictions_loss: 1122.1403 - logcount_predictions_loss: 0.4869 51/2376 [..............................] - ETA: 18:59 - loss: 1150.1212 - logits_profile_predictions_loss: 1121.7306 - logcount_predictions_loss: 0.4870 52/2376 [..............................] - ETA: 18:59 - loss: 1149.7374 - logits_profile_predictions_loss: 1121.3429 - logcount_predictions_loss: 0.4870 53/2376 [..............................] - ETA: 18:58 - loss: 1149.3741 - logits_profile_predictions_loss: 1120.9773 - logcount_predictions_loss: 0.4871 54/2376 [..............................] - ETA: 18:58 - loss: 1148.9933 - logits_profile_predictions_loss: 1120.5939 - logcount_predictions_loss: 0.4871 55/2376 [..............................] - ETA: 18:57 - loss: 1148.6446 - logits_profile_predictions_loss: 1120.2422 - logcount_predictions_loss: 0.4872 56/2376 [..............................] - ETA: 18:57 - loss: 1148.3221 - logits_profile_predictions_loss: 1119.9194 - logcount_predictions_loss: 0.4872 57/2376 [..............................] - ETA: 18:56 - loss: 1148.0227 - logits_profile_predictions_loss: 1119.6213 - logcount_predictions_loss: 0.4872 58/2376 [..............................] - ETA: 18:56 - loss: 1147.7041 - logits_profile_predictions_loss: 1119.3060 - logcount_predictions_loss: 0.4871 59/2376 [..............................] - ETA: 18:55 - loss: 1147.3623 - 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79/2376 [..............................] - ETA: 18:45 - loss: 1141.9944 - logits_profile_predictions_loss: 1113.7751 - logcount_predictions_loss: 0.4840 80/2376 [>.............................] - ETA: 18:45 - loss: 1141.7400 - logits_profile_predictions_loss: 1113.5307 - logcount_predictions_loss: 0.4839 81/2376 [>.............................] - ETA: 18:44 - loss: 1141.4972 - logits_profile_predictions_loss: 1113.2988 - logcount_predictions_loss: 0.4837 82/2376 [>.............................] - ETA: 18:44 - loss: 1141.2496 - logits_profile_predictions_loss: 1113.0621 - logcount_predictions_loss: 0.4835 83/2376 [>.............................] - ETA: 18:44 - loss: 1141.0174 - logits_profile_predictions_loss: 1112.8409 - logcount_predictions_loss: 0.4833 84/2376 [>.............................] - ETA: 18:43 - loss: 1140.7775 - logits_profile_predictions_loss: 1112.6123 - logcount_predictions_loss: 0.4831 85/2376 [>.............................] - ETA: 18:43 - loss: 1140.5365 - 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- logcount_predictions_loss: 0.4671 356/2376 [===>..........................] - ETA: 16:30 - loss: 1131.2458 - logits_profile_predictions_loss: 1104.0172 - logcount_predictions_loss: 0.4670 357/2376 [===>..........................] - ETA: 16:30 - loss: 1131.2373 - logits_profile_predictions_loss: 1104.0097 - logcount_predictions_loss: 0.4670 358/2376 [===>..........................] - ETA: 16:29 - loss: 1131.2285 - logits_profile_predictions_loss: 1104.0017 - logcount_predictions_loss: 0.4670 359/2376 [===>..........................] - ETA: 16:29 - loss: 1131.2208 - logits_profile_predictions_loss: 1103.9948 - logcount_predictions_loss: 0.4670 360/2376 [===>..........................] - ETA: 16:28 - loss: 1131.2129 - logits_profile_predictions_loss: 1103.9877 - logcount_predictions_loss: 0.4670 361/2376 [===>..........................] - ETA: 16:28 - loss: 1131.2045 - logits_profile_predictions_loss: 1103.9802 - logcount_predictions_loss: 0.4670 362/2376 [===>..........................] - ETA: 16:27 - loss: 1131.1954 - logits_profile_predictions_loss: 1103.9718 - logcount_predictions_loss: 0.4670 363/2376 [===>..........................] - ETA: 16:27 - loss: 1131.1874 - logits_profile_predictions_loss: 1103.9647 - logcount_predictions_loss: 0.4669 364/2376 [===>..........................] - ETA: 16:26 - loss: 1131.1801 - logits_profile_predictions_loss: 1103.9582 - logcount_predictions_loss: 0.4669 365/2376 [===>..........................] - ETA: 16:26 - loss: 1131.1734 - logits_profile_predictions_loss: 1103.9523 - logcount_predictions_loss: 0.4669 366/2376 [===>..........................] - ETA: 16:25 - loss: 1131.1666 - logits_profile_predictions_loss: 1103.9464 - logcount_predictions_loss: 0.4669 367/2376 [===>..........................] - ETA: 16:25 - loss: 1131.1598 - logits_profile_predictions_loss: 1103.9406 - logcount_predictions_loss: 0.4669 368/2376 [===>..........................] - ETA: 16:24 - loss: 1131.1530 - logits_profile_predictions_loss: 1103.9347 - logcount_predictions_loss: 0.4669 369/2376 [===>..........................] - ETA: 16:24 - loss: 1131.1461 - logits_profile_predictions_loss: 1103.9287 - logcount_predictions_loss: 0.4669 370/2376 [===>..........................] - ETA: 16:23 - loss: 1131.1394 - logits_profile_predictions_loss: 1103.9229 - logcount_predictions_loss: 0.4668 371/2376 [===>..........................] - ETA: 16:23 - loss: 1131.1334 - logits_profile_predictions_loss: 1103.9177 - logcount_predictions_loss: 0.4668 372/2376 [===>..........................] - ETA: 16:22 - loss: 1131.1274 - logits_profile_predictions_loss: 1103.9125 - logcount_predictions_loss: 0.4668 373/2376 [===>..........................] - ETA: 16:22 - loss: 1131.1221 - logits_profile_predictions_loss: 1103.9080 - logcount_predictions_loss: 0.4668 374/2376 [===>..........................] - ETA: 16:21 - loss: 1131.1176 - logits_profile_predictions_loss: 1103.9043 - logcount_predictions_loss: 0.4668 375/2376 [===>..........................] - ETA: 16:21 - loss: 1131.1128 - logits_profile_predictions_loss: 1103.9004 - logcount_predictions_loss: 0.4668 376/2376 [===>..........................] - ETA: 16:20 - loss: 1131.1079 - logits_profile_predictions_loss: 1103.8963 - logcount_predictions_loss: 0.4668 377/2376 [===>..........................] - ETA: 16:20 - loss: 1131.1031 - logits_profile_predictions_loss: 1103.8924 - logcount_predictions_loss: 0.4667 378/2376 [===>..........................] - ETA: 16:19 - loss: 1131.0981 - logits_profile_predictions_loss: 1103.8883 - logcount_predictions_loss: 0.4667 379/2376 [===>..........................] - ETA: 16:19 - loss: 1131.0928 - logits_profile_predictions_loss: 1103.8838 - logcount_predictions_loss: 0.4667 380/2376 [===>..........................] - ETA: 16:18 - loss: 1131.0878 - logits_profile_predictions_loss: 1103.8796 - logcount_predictions_loss: 0.4667 381/2376 [===>..........................] - ETA: 16:18 - loss: 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[=====>........................] - ETA: 15:21 - loss: 1130.7286 - logits_profile_predictions_loss: 1103.6113 - logcount_predictions_loss: 0.4651 498/2376 [=====>........................] - ETA: 15:20 - loss: 1130.7269 - logits_profile_predictions_loss: 1103.6101 - logcount_predictions_loss: 0.4651 499/2376 [=====>........................] - ETA: 15:20 - loss: 1130.7248 - logits_profile_predictions_loss: 1103.6086 - logcount_predictions_loss: 0.4651 500/2376 [=====>........................] - ETA: 15:19 - loss: 1130.7227 - logits_profile_predictions_loss: 1103.6072 - logcount_predictions_loss: 0.4651 501/2376 [=====>........................] - ETA: 15:19 - loss: 1130.7210 - logits_profile_predictions_loss: 1103.6061 - logcount_predictions_loss: 0.4651 502/2376 [=====>........................] - ETA: 15:18 - loss: 1130.7196 - logits_profile_predictions_loss: 1103.6052 - logcount_predictions_loss: 0.4651 503/2376 [=====>........................] - ETA: 15:18 - loss: 1130.7178 - 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logcount_predictions_loss: 0.4541 2366/2376 [============================>.] - ETA: 4s - loss: 1127.3979 - logits_profile_predictions_loss: 1100.9264 - logcount_predictions_loss: 0.4541 2367/2376 [============================>.] - ETA: 4s - loss: 1127.3965 - logits_profile_predictions_loss: 1100.9253 - logcount_predictions_loss: 0.4541 2368/2376 [============================>.] - ETA: 3s - loss: 1127.3951 - logits_profile_predictions_loss: 1100.9241 - logcount_predictions_loss: 0.4540 2369/2376 [============================>.] - ETA: 3s - loss: 1127.3938 - logits_profile_predictions_loss: 1100.9230 - logcount_predictions_loss: 0.4540 2370/2376 [============================>.] - ETA: 2s - loss: 1127.3924 - logits_profile_predictions_loss: 1100.9219 - logcount_predictions_loss: 0.4540 2371/2376 [============================>.] - ETA: 2s - loss: 1127.3910 - logits_profile_predictions_loss: 1100.9208 - logcount_predictions_loss: 0.4540 2372/2376 [============================>.] - ETA: 1s - loss: 1127.3896 - logits_profile_predictions_loss: 1100.9196 - logcount_predictions_loss: 0.4540 2373/2376 [============================>.] - ETA: 1s - loss: 1127.3882 - logits_profile_predictions_loss: 1100.9185 - logcount_predictions_loss: 0.4540 2374/2376 [============================>.] - ETA: 0s - loss: 1127.3868 - logits_profile_predictions_loss: 1100.9173 - logcount_predictions_loss: 0.4540 2375/2376 [============================>.] - ETA: 0s - loss: 1127.3854 - logits_profile_predictions_loss: 1100.9162 - logcount_predictions_loss: 0.4540 2376/2376 [==============================] - ETA: 0s - loss: 1127.3840 - logits_profile_predictions_loss: 1100.9150 - logcount_predictions_loss: 0.4540 2376/2376 [==============================] - 1208s 508ms/step - loss: 1127.3825 - logits_profile_predictions_loss: 1100.9139 - logcount_predictions_loss: 0.4540 - val_loss: 1165.4470 - val_logits_profile_predictions_loss: 1141.8993 - val_logcount_predictions_loss: 0.4039 Epoch 00003: val_loss improved from 1169.37097 to 1165.44702, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 4/50 1/2376 [..............................] - ETA: 20:31 - loss: 1073.1384 - logits_profile_predictions_loss: 1050.1149 - logcount_predictions_loss: 0.3949 2/2376 [..............................] - ETA: 19:23 - loss: 1081.5168 - logits_profile_predictions_loss: 1058.3195 - logcount_predictions_loss: 0.3979 3/2376 [..............................] - ETA: 19:22 - loss: 1085.6899 - logits_profile_predictions_loss: 1062.8584 - logcount_predictions_loss: 0.3916 4/2376 [..............................] - ETA: 19:22 - loss: 1081.5514 - logits_profile_predictions_loss: 1058.4494 - logcount_predictions_loss: 0.3963 5/2376 [..............................] - ETA: 19:21 - loss: 1084.5745 - logits_profile_predictions_loss: 1060.7770 - logcount_predictions_loss: 0.4082 6/2376 [..............................] - ETA: 19:21 - loss: 1084.2467 - logits_profile_predictions_loss: 1060.0210 - logcount_predictions_loss: 0.4155 7/2376 [..............................] - ETA: 19:20 - loss: 1085.2445 - logits_profile_predictions_loss: 1060.7132 - logcount_predictions_loss: 0.4208 8/2376 [..............................] - ETA: 19:20 - loss: 1087.0409 - logits_profile_predictions_loss: 1062.3886 - logcount_predictions_loss: 0.4229 9/2376 [..............................] - ETA: 19:19 - loss: 1088.4985 - logits_profile_predictions_loss: 1063.8092 - logcount_predictions_loss: 0.4235 10/2376 [..............................] - ETA: 19:19 - loss: 1088.9838 - logits_profile_predictions_loss: 1064.1936 - logcount_predictions_loss: 0.4252 11/2376 [..............................] - ETA: 19:18 - loss: 1088.6055 - logits_profile_predictions_loss: 1063.7857 - logcount_predictions_loss: 0.4257 12/2376 [..............................] - ETA: 19:18 - loss: 1087.4751 - logits_profile_predictions_loss: 1062.6365 - logcount_predictions_loss: 0.4260 13/2376 [..............................] - ETA: 19:17 - loss: 1086.3951 - logits_profile_predictions_loss: 1061.5672 - logcount_predictions_loss: 0.4259 14/2376 [..............................] - ETA: 19:17 - loss: 1086.0758 - logits_profile_predictions_loss: 1061.2661 - logcount_predictions_loss: 0.4256 15/2376 [..............................] - ETA: 19:16 - loss: 1085.6471 - logits_profile_predictions_loss: 1060.8608 - logcount_predictions_loss: 0.4252 16/2376 [..............................] - ETA: 19:16 - loss: 1085.5425 - logits_profile_predictions_loss: 1060.7895 - logcount_predictions_loss: 0.4246 17/2376 [..............................] - ETA: 19:15 - loss: 1085.3984 - logits_profile_predictions_loss: 1060.6518 - logcount_predictions_loss: 0.4245 18/2376 [..............................] - ETA: 19:15 - loss: 1085.4274 - logits_profile_predictions_loss: 1060.6831 - logcount_predictions_loss: 0.4244 19/2376 [..............................] - ETA: 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1102.1730 - logits_profile_predictions_loss: 1077.3275 - logcount_predictions_loss: 0.4262 413/2376 [====>.........................] - ETA: 16:02 - loss: 1102.1802 - logits_profile_predictions_loss: 1077.3348 - logcount_predictions_loss: 0.4262 414/2376 [====>.........................] - ETA: 16:02 - loss: 1102.1878 - logits_profile_predictions_loss: 1077.3424 - logcount_predictions_loss: 0.4262 415/2376 [====>.........................] - ETA: 16:01 - loss: 1102.1954 - logits_profile_predictions_loss: 1077.3500 - logcount_predictions_loss: 0.4262 416/2376 [====>.........................] - ETA: 16:01 - loss: 1102.2031 - logits_profile_predictions_loss: 1077.3579 - logcount_predictions_loss: 0.4262 417/2376 [====>.........................] - ETA: 16:00 - loss: 1102.2109 - logits_profile_predictions_loss: 1077.3658 - logcount_predictions_loss: 0.4262 418/2376 [====>.........................] - ETA: 16:00 - loss: 1102.2197 - logits_profile_predictions_loss: 1077.3747 - logcount_predictions_loss: 0.4262 419/2376 [====>.........................] - ETA: 15:59 - loss: 1102.2281 - logits_profile_predictions_loss: 1077.3832 - logcount_predictions_loss: 0.4262 420/2376 [====>.........................] - ETA: 15:59 - loss: 1102.2365 - logits_profile_predictions_loss: 1077.3918 - logcount_predictions_loss: 0.4262 421/2376 [====>.........................] - ETA: 15:58 - loss: 1102.2450 - logits_profile_predictions_loss: 1077.4004 - logcount_predictions_loss: 0.4262 422/2376 [====>.........................] - ETA: 15:58 - loss: 1102.2536 - logits_profile_predictions_loss: 1077.4091 - logcount_predictions_loss: 0.4261 423/2376 [====>.........................] - ETA: 15:57 - loss: 1102.2621 - logits_profile_predictions_loss: 1077.4178 - logcount_predictions_loss: 0.4261 424/2376 [====>.........................] - ETA: 15:57 - loss: 1102.2709 - logits_profile_predictions_loss: 1077.4268 - logcount_predictions_loss: 0.4261 425/2376 [====>.........................] 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logcount_predictions_loss: 0.4244 2339/2376 [============================>.] - ETA: 18s - loss: 1107.4678 - logits_profile_predictions_loss: 1082.7224 - logcount_predictions_loss: 0.4244 2340/2376 [============================>.] - ETA: 17s - loss: 1107.4688 - logits_profile_predictions_loss: 1082.7234 - logcount_predictions_loss: 0.4244 2341/2376 [============================>.] - ETA: 17s - loss: 1107.4697 - logits_profile_predictions_loss: 1082.7244 - logcount_predictions_loss: 0.4244 2342/2376 [============================>.] - ETA: 16s - loss: 1107.4706 - logits_profile_predictions_loss: 1082.7254 - logcount_predictions_loss: 0.4244 2343/2376 [============================>.] - ETA: 16s - loss: 1107.4715 - logits_profile_predictions_loss: 1082.7264 - logcount_predictions_loss: 0.4244 2344/2376 [============================>.] - ETA: 15s - loss: 1107.4724 - logits_profile_predictions_loss: 1082.7273 - logcount_predictions_loss: 0.4244 2345/2376 [============================>.] - 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logcount_predictions_loss: 0.4244 2352/2376 [============================>.] - ETA: 11s - loss: 1107.4795 - logits_profile_predictions_loss: 1082.7351 - logcount_predictions_loss: 0.4244 2353/2376 [============================>.] - ETA: 11s - loss: 1107.4804 - logits_profile_predictions_loss: 1082.7360 - logcount_predictions_loss: 0.4244 2354/2376 [============================>.] - ETA: 10s - loss: 1107.4813 - logits_profile_predictions_loss: 1082.7370 - logcount_predictions_loss: 0.4244 2355/2376 [============================>.] - ETA: 10s - loss: 1107.4821 - logits_profile_predictions_loss: 1082.7379 - logcount_predictions_loss: 0.4244 2356/2376 [============================>.] - ETA: 9s - loss: 1107.4830 - logits_profile_predictions_loss: 1082.7389 - logcount_predictions_loss: 0.4244  2357/2376 [============================>.] - ETA: 9s - loss: 1107.4839 - logits_profile_predictions_loss: 1082.7398 - logcount_predictions_loss: 0.4244 2358/2376 [============================>.] - ETA: 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logcount_predictions_loss: 0.4244 2365/2376 [============================>.] - ETA: 5s - loss: 1107.4905 - logits_profile_predictions_loss: 1082.7471 - logcount_predictions_loss: 0.4244 2366/2376 [============================>.] - ETA: 4s - loss: 1107.4914 - logits_profile_predictions_loss: 1082.7480 - logcount_predictions_loss: 0.4244 2367/2376 [============================>.] - ETA: 4s - loss: 1107.4922 - logits_profile_predictions_loss: 1082.7489 - logcount_predictions_loss: 0.4244 2368/2376 [============================>.] - ETA: 3s - loss: 1107.4931 - logits_profile_predictions_loss: 1082.7498 - logcount_predictions_loss: 0.4244 2369/2376 [============================>.] - ETA: 3s - loss: 1107.4939 - logits_profile_predictions_loss: 1082.7507 - logcount_predictions_loss: 0.4244 2370/2376 [============================>.] - ETA: 2s - loss: 1107.4947 - logits_profile_predictions_loss: 1082.7516 - logcount_predictions_loss: 0.4244 2371/2376 [============================>.] - ETA: 2s - loss: 1107.4955 - logits_profile_predictions_loss: 1082.7525 - logcount_predictions_loss: 0.4244 2372/2376 [============================>.] - ETA: 1s - loss: 1107.4963 - logits_profile_predictions_loss: 1082.7534 - logcount_predictions_loss: 0.4244 2373/2376 [============================>.] - ETA: 1s - loss: 1107.4972 - logits_profile_predictions_loss: 1082.7543 - logcount_predictions_loss: 0.4244 2374/2376 [============================>.] - ETA: 0s - loss: 1107.4980 - logits_profile_predictions_loss: 1082.7552 - logcount_predictions_loss: 0.4244 2375/2376 [============================>.] - ETA: 0s - loss: 1107.4989 - logits_profile_predictions_loss: 1082.7561 - logcount_predictions_loss: 0.4244 2376/2376 [==============================] - ETA: 0s - loss: 1107.4997 - logits_profile_predictions_loss: 1082.7570 - logcount_predictions_loss: 0.4244 2376/2376 [==============================] - 1208s 509ms/step - loss: 1107.5005 - logits_profile_predictions_loss: 1082.7579 - logcount_predictions_loss: 0.4244 - val_loss: 1160.2648 - val_logits_profile_predictions_loss: 1136.8766 - val_logcount_predictions_loss: 0.4012 Epoch 00004: val_loss improved from 1165.44702 to 1160.26477, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 5/50 1/2376 [..............................] - ETA: 20:25 - loss: 1171.3113 - logits_profile_predictions_loss: 1143.9565 - logcount_predictions_loss: 0.4692 2/2376 [..............................] - ETA: 19:23 - loss: 1154.0685 - logits_profile_predictions_loss: 1129.2772 - logcount_predictions_loss: 0.4252 3/2376 [..............................] - ETA: 19:22 - loss: 1131.6251 - logits_profile_predictions_loss: 1107.8119 - logcount_predictions_loss: 0.4085 4/2376 [..............................] - ETA: 19:22 - loss: 1117.0358 - logits_profile_predictions_loss: 1093.5014 - logcount_predictions_loss: 0.4037 5/2376 [..............................] - ETA: 19:21 - loss: 1108.3794 - logits_profile_predictions_loss: 1084.8401 - logcount_predictions_loss: 0.4038 6/2376 [..............................] - ETA: 19:21 - loss: 1103.2965 - logits_profile_predictions_loss: 1079.7432 - logcount_predictions_loss: 0.4040 7/2376 [..............................] - ETA: 19:20 - loss: 1102.8409 - logits_profile_predictions_loss: 1079.2031 - logcount_predictions_loss: 0.4055 8/2376 [..............................] - ETA: 19:20 - loss: 1101.2139 - logits_profile_predictions_loss: 1077.4573 - logcount_predictions_loss: 0.4075 9/2376 [..............................] - ETA: 19:19 - loss: 1100.1670 - logits_profile_predictions_loss: 1076.2405 - logcount_predictions_loss: 0.4104 10/2376 [..............................] - ETA: 19:19 - loss: 1099.8486 - logits_profile_predictions_loss: 1075.7143 - logcount_predictions_loss: 0.4140 11/2376 [..............................] - ETA: 19:18 - loss: 1100.0975 - logits_profile_predictions_loss: 1075.8161 - logcount_predictions_loss: 0.4165 12/2376 [..............................] - ETA: 19:18 - loss: 1100.1499 - logits_profile_predictions_loss: 1075.8187 - logcount_predictions_loss: 0.4173 13/2376 [..............................] - ETA: 19:17 - loss: 1099.9660 - logits_profile_predictions_loss: 1075.5652 - logcount_predictions_loss: 0.4185 14/2376 [..............................] - ETA: 19:17 - loss: 1099.0584 - logits_profile_predictions_loss: 1074.6281 - logcount_predictions_loss: 0.4190 15/2376 [..............................] - ETA: 19:16 - loss: 1098.3478 - logits_profile_predictions_loss: 1073.8989 - logcount_predictions_loss: 0.4194 16/2376 [..............................] - ETA: 19:16 - loss: 1097.8305 - logits_profile_predictions_loss: 1073.3666 - logcount_predictions_loss: 0.4196 17/2376 [..............................] - ETA: 19:15 - loss: 1097.3568 - logits_profile_predictions_loss: 1072.9008 - logcount_predictions_loss: 0.4195 18/2376 [..............................] - ETA: 19:15 - loss: 1096.8235 - logits_profile_predictions_loss: 1072.3546 - logcount_predictions_loss: 0.4197 19/2376 [..............................] - ETA: 19:14 - loss: 1096.6092 - logits_profile_predictions_loss: 1072.1221 - logcount_predictions_loss: 0.4200 20/2376 [..............................] - ETA: 19:14 - loss: 1096.2432 - logits_profile_predictions_loss: 1071.7662 - logcount_predictions_loss: 0.4198 21/2376 [..............................] - ETA: 19:13 - loss: 1096.0450 - logits_profile_predictions_loss: 1071.5766 - logcount_predictions_loss: 0.4197 22/2376 [..............................] - ETA: 19:13 - loss: 1095.8483 - logits_profile_predictions_loss: 1071.4004 - logcount_predictions_loss: 0.4193 23/2376 [..............................] - ETA: 19:12 - loss: 1095.6055 - logits_profile_predictions_loss: 1071.1798 - logcount_predictions_loss: 0.4190 24/2376 [..............................] - ETA: 19:12 - loss: 1095.5634 - logits_profile_predictions_loss: 1071.1604 - logcount_predictions_loss: 0.4186 25/2376 [..............................] - ETA: 19:11 - loss: 1095.3952 - logits_profile_predictions_loss: 1071.0215 - logcount_predictions_loss: 0.4181 26/2376 [..............................] - ETA: 19:11 - loss: 1095.2365 - logits_profile_predictions_loss: 1070.8963 - logcount_predictions_loss: 0.4175 27/2376 [..............................] - ETA: 19:11 - loss: 1095.1396 - logits_profile_predictions_loss: 1070.8260 - logcount_predictions_loss: 0.4170 28/2376 [..............................] - ETA: 19:11 - loss: 1095.0898 - logits_profile_predictions_loss: 1070.7959 - logcount_predictions_loss: 0.4167 29/2376 [..............................] - ETA: 19:10 - loss: 1094.9720 - logits_profile_predictions_loss: 1070.7013 - logcount_predictions_loss: 0.4163 30/2376 [..............................] - ETA: 19:10 - loss: 1094.9500 - logits_profile_predictions_loss: 1070.6991 - logcount_predictions_loss: 0.4160 31/2376 [..............................] - ETA: 19:09 - loss: 1095.1445 - logits_profile_predictions_loss: 1070.9187 - logcount_predictions_loss: 0.4155 32/2376 [..............................] - ETA: 19:09 - loss: 1095.4574 - logits_profile_predictions_loss: 1071.2577 - logcount_predictions_loss: 0.4151 33/2376 [..............................] - ETA: 19:08 - loss: 1095.6995 - logits_profile_predictions_loss: 1071.5282 - logcount_predictions_loss: 0.4146 34/2376 [..............................] - ETA: 19:08 - loss: 1096.0174 - logits_profile_predictions_loss: 1071.8714 - logcount_predictions_loss: 0.4142 35/2376 [..............................] - ETA: 19:07 - loss: 1096.3075 - logits_profile_predictions_loss: 1072.1841 - logcount_predictions_loss: 0.4138 36/2376 [..............................] - ETA: 19:07 - loss: 1096.6330 - logits_profile_predictions_loss: 1072.5306 - logcount_predictions_loss: 0.4134 37/2376 [..............................] - ETA: 19:06 - loss: 1096.9296 - logits_profile_predictions_loss: 1072.8481 - logcount_predictions_loss: 0.4131 38/2376 [..............................] - ETA: 19:06 - loss: 1097.1624 - logits_profile_predictions_loss: 1073.1036 - logcount_predictions_loss: 0.4127 39/2376 [..............................] - ETA: 19:05 - loss: 1097.4005 - logits_profile_predictions_loss: 1073.3638 - logcount_predictions_loss: 0.4123 40/2376 [..............................] - ETA: 19:05 - loss: 1097.5720 - logits_profile_predictions_loss: 1073.5562 - logcount_predictions_loss: 0.4119 41/2376 [..............................] - ETA: 19:04 - loss: 1097.7036 - logits_profile_predictions_loss: 1073.7079 - logcount_predictions_loss: 0.4116 42/2376 [..............................] - ETA: 19:04 - loss: 1097.7910 - logits_profile_predictions_loss: 1073.8133 - logcount_predictions_loss: 0.4113 43/2376 [..............................] - ETA: 19:03 - loss: 1097.8325 - logits_profile_predictions_loss: 1073.8758 - logcount_predictions_loss: 0.4109 44/2376 [..............................] - ETA: 19:03 - loss: 1097.9066 - logits_profile_predictions_loss: 1073.9675 - logcount_predictions_loss: 0.4106 45/2376 [..............................] - ETA: 19:02 - loss: 1097.9275 - logits_profile_predictions_loss: 1074.0065 - logcount_predictions_loss: 0.4103 46/2376 [..............................] - ETA: 19:02 - loss: 1098.0028 - logits_profile_predictions_loss: 1074.1011 - logcount_predictions_loss: 0.4100 47/2376 [..............................] - ETA: 19:01 - loss: 1098.1112 - logits_profile_predictions_loss: 1074.2226 - logcount_predictions_loss: 0.4098 48/2376 [..............................] - ETA: 19:01 - loss: 1098.2072 - logits_profile_predictions_loss: 1074.3314 - logcount_predictions_loss: 0.4095 49/2376 [..............................] - ETA: 19:00 - loss: 1098.3290 - logits_profile_predictions_loss: 1074.4645 - logcount_predictions_loss: 0.4093 50/2376 [..............................] - ETA: 19:00 - loss: 1098.4623 - logits_profile_predictions_loss: 1074.6082 - logcount_predictions_loss: 0.4092 51/2376 [..............................] - ETA: 18:59 - loss: 1098.5881 - logits_profile_predictions_loss: 1074.7452 - logcount_predictions_loss: 0.4090 52/2376 [..............................] - ETA: 18:59 - loss: 1098.6832 - logits_profile_predictions_loss: 1074.8544 - logcount_predictions_loss: 0.4087 53/2376 [..............................] - ETA: 18:58 - loss: 1098.8062 - logits_profile_predictions_loss: 1074.9889 - logcount_predictions_loss: 0.4085 54/2376 [..............................] - ETA: 18:58 - loss: 1098.9183 - logits_profile_predictions_loss: 1075.1132 - logcount_predictions_loss: 0.4083 55/2376 [..............................] - ETA: 18:57 - loss: 1099.0018 - logits_profile_predictions_loss: 1075.2087 - logcount_predictions_loss: 0.4081 56/2376 [..............................] - ETA: 18:57 - loss: 1099.0662 - logits_profile_predictions_loss: 1075.2840 - logcount_predictions_loss: 0.4079 57/2376 [..............................] - ETA: 18:56 - loss: 1099.1760 - logits_profile_predictions_loss: 1075.4060 - logcount_predictions_loss: 0.4077 58/2376 [..............................] - ETA: 18:56 - loss: 1099.2538 - logits_profile_predictions_loss: 1075.4943 - logcount_predictions_loss: 0.4075 59/2376 [..............................] - ETA: 18:55 - loss: 1099.3238 - logits_profile_predictions_loss: 1075.5738 - logcount_predictions_loss: 0.4074 60/2376 [..............................] - ETA: 18:55 - loss: 1099.3871 - logits_profile_predictions_loss: 1075.6450 - logcount_predictions_loss: 0.4072 61/2376 [..............................] - ETA: 18:54 - loss: 1099.4749 - logits_profile_predictions_loss: 1075.7401 - logcount_predictions_loss: 0.4071 62/2376 [..............................] - ETA: 18:54 - loss: 1099.5813 - logits_profile_predictions_loss: 1075.8529 - logcount_predictions_loss: 0.4070 63/2376 [..............................] - ETA: 18:53 - loss: 1099.6715 - logits_profile_predictions_loss: 1075.9507 - 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- logcount_predictions_loss: 0.4027 386/2376 [===>..........................] - ETA: 16:13 - loss: 1103.9073 - logits_profile_predictions_loss: 1080.4290 - logcount_predictions_loss: 0.4027 387/2376 [===>..........................] - ETA: 16:13 - loss: 1103.9039 - logits_profile_predictions_loss: 1080.4256 - logcount_predictions_loss: 0.4027 388/2376 [===>..........................] - ETA: 16:12 - loss: 1103.9003 - logits_profile_predictions_loss: 1080.4219 - logcount_predictions_loss: 0.4027 389/2376 [===>..........................] - ETA: 16:12 - loss: 1103.8967 - logits_profile_predictions_loss: 1080.4182 - logcount_predictions_loss: 0.4027 390/2376 [===>..........................] - ETA: 16:11 - loss: 1103.8927 - logits_profile_predictions_loss: 1080.4143 - logcount_predictions_loss: 0.4027 391/2376 [===>..........................] - ETA: 16:11 - loss: 1103.8889 - logits_profile_predictions_loss: 1080.4104 - logcount_predictions_loss: 0.4027 392/2376 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logcount_predictions_loss: 0.4027 418/2376 [====>.........................] - ETA: 15:58 - loss: 1103.7915 - logits_profile_predictions_loss: 1080.3135 - logcount_predictions_loss: 0.4027 419/2376 [====>.........................] - ETA: 15:57 - loss: 1103.7873 - logits_profile_predictions_loss: 1080.3094 - logcount_predictions_loss: 0.4027 420/2376 [====>.........................] - ETA: 15:57 - loss: 1103.7828 - logits_profile_predictions_loss: 1080.3050 - logcount_predictions_loss: 0.4027 421/2376 [====>.........................] - ETA: 15:56 - loss: 1103.7779 - logits_profile_predictions_loss: 1080.3002 - logcount_predictions_loss: 0.4027 422/2376 [====>.........................] - ETA: 15:56 - loss: 1103.7736 - logits_profile_predictions_loss: 1080.2959 - logcount_predictions_loss: 0.4027 423/2376 [====>.........................] - ETA: 15:56 - loss: 1103.7695 - logits_profile_predictions_loss: 1080.2919 - logcount_predictions_loss: 0.4027 424/2376 [====>.........................] - ETA: 15:55 - loss: 1103.7649 - logits_profile_predictions_loss: 1080.2874 - logcount_predictions_loss: 0.4027 425/2376 [====>.........................] - ETA: 15:55 - loss: 1103.7599 - logits_profile_predictions_loss: 1080.2826 - logcount_predictions_loss: 0.4027 426/2376 [====>.........................] - ETA: 15:54 - loss: 1103.7554 - logits_profile_predictions_loss: 1080.2782 - logcount_predictions_loss: 0.4027 427/2376 [====>.........................] - ETA: 15:54 - loss: 1103.7511 - logits_profile_predictions_loss: 1080.2741 - logcount_predictions_loss: 0.4027 428/2376 [====>.........................] - ETA: 15:53 - loss: 1103.7472 - logits_profile_predictions_loss: 1080.2703 - logcount_predictions_loss: 0.4027 429/2376 [====>.........................] - ETA: 15:53 - loss: 1103.7436 - logits_profile_predictions_loss: 1080.2668 - logcount_predictions_loss: 0.4027 430/2376 [====>.........................] - ETA: 15:52 - loss: 1103.7399 - logits_profile_predictions_loss: 1080.2633 - logcount_predictions_loss: 0.4027 431/2376 [====>.........................] - ETA: 15:52 - loss: 1103.7360 - logits_profile_predictions_loss: 1080.2597 - logcount_predictions_loss: 0.4027 432/2376 [====>.........................] - ETA: 15:51 - loss: 1103.7318 - logits_profile_predictions_loss: 1080.2557 - logcount_predictions_loss: 0.4027 433/2376 [====>.........................] - ETA: 15:51 - loss: 1103.7272 - logits_profile_predictions_loss: 1080.2513 - logcount_predictions_loss: 0.4027 434/2376 [====>.........................] - ETA: 15:50 - loss: 1103.7228 - logits_profile_predictions_loss: 1080.2471 - logcount_predictions_loss: 0.4027 435/2376 [====>.........................] - ETA: 15:50 - loss: 1103.7185 - logits_profile_predictions_loss: 1080.2430 - logcount_predictions_loss: 0.4027 436/2376 [====>.........................] - ETA: 15:49 - loss: 1103.7144 - logits_profile_predictions_loss: 1080.2391 - logcount_predictions_loss: 0.4027 437/2376 [====>.........................] - ETA: 15:49 - loss: 1103.7111 - logits_profile_predictions_loss: 1080.2360 - logcount_predictions_loss: 0.4027 438/2376 [====>.........................] - ETA: 15:48 - loss: 1103.7080 - logits_profile_predictions_loss: 1080.2331 - logcount_predictions_loss: 0.4027 439/2376 [====>.........................] - ETA: 15:48 - loss: 1103.7050 - logits_profile_predictions_loss: 1080.2303 - logcount_predictions_loss: 0.4027 440/2376 [====>.........................] - ETA: 15:47 - loss: 1103.7025 - logits_profile_predictions_loss: 1080.2279 - logcount_predictions_loss: 0.4027 441/2376 [====>.........................] - ETA: 15:47 - loss: 1103.6990 - logits_profile_predictions_loss: 1080.2247 - logcount_predictions_loss: 0.4027 442/2376 [====>.........................] - ETA: 15:46 - loss: 1103.6953 - logits_profile_predictions_loss: 1080.2211 - logcount_predictions_loss: 0.4026 443/2376 [====>.........................] - ETA: 15:46 - loss: 1103.6913 - logits_profile_predictions_loss: 1080.2174 - logcount_predictions_loss: 0.4026 444/2376 [====>.........................] - ETA: 15:45 - loss: 1103.6878 - logits_profile_predictions_loss: 1080.2140 - logcount_predictions_loss: 0.4026 445/2376 [====>.........................] - ETA: 15:45 - loss: 1103.6841 - logits_profile_predictions_loss: 1080.2105 - logcount_predictions_loss: 0.4026 446/2376 [====>.........................] - ETA: 15:44 - loss: 1103.6803 - logits_profile_predictions_loss: 1080.2069 - logcount_predictions_loss: 0.4026 447/2376 [====>.........................] - ETA: 15:44 - loss: 1103.6764 - logits_profile_predictions_loss: 1080.2032 - logcount_predictions_loss: 0.4026 448/2376 [====>.........................] - ETA: 15:43 - loss: 1103.6721 - logits_profile_predictions_loss: 1080.1991 - logcount_predictions_loss: 0.4026 449/2376 [====>.........................] - ETA: 15:43 - loss: 1103.6680 - logits_profile_predictions_loss: 1080.1951 - logcount_predictions_loss: 0.4026 450/2376 [====>.........................] - ETA: 15:42 - loss: 1103.6635 - logits_profile_predictions_loss: 1080.1909 - logcount_predictions_loss: 0.4026 451/2376 [====>.........................] - ETA: 15:42 - loss: 1103.6591 - logits_profile_predictions_loss: 1080.1866 - logcount_predictions_loss: 0.4026 452/2376 [====>.........................] - ETA: 15:41 - loss: 1103.6544 - logits_profile_predictions_loss: 1080.1821 - logcount_predictions_loss: 0.4026 453/2376 [====>.........................] - ETA: 15:41 - loss: 1103.6496 - logits_profile_predictions_loss: 1080.1775 - logcount_predictions_loss: 0.4026 454/2376 [====>.........................] - ETA: 15:40 - loss: 1103.6456 - logits_profile_predictions_loss: 1080.1737 - logcount_predictions_loss: 0.4026 455/2376 [====>.........................] - ETA: 15:40 - loss: 1103.6420 - logits_profile_predictions_loss: 1080.1703 - logcount_predictions_loss: 0.4026 456/2376 [====>.........................] - ETA: 15:40 - loss: 1103.6384 - logits_profile_predictions_loss: 1080.1668 - logcount_predictions_loss: 0.4026 457/2376 [====>.........................] - ETA: 15:39 - loss: 1103.6348 - logits_profile_predictions_loss: 1080.1634 - logcount_predictions_loss: 0.4026 458/2376 [====>.........................] - ETA: 15:39 - loss: 1103.6312 - logits_profile_predictions_loss: 1080.1599 - logcount_predictions_loss: 0.4026 459/2376 [====>.........................] - ETA: 15:38 - loss: 1103.6284 - logits_profile_predictions_loss: 1080.1573 - logcount_predictions_loss: 0.4026 460/2376 [====>.........................] - ETA: 15:38 - loss: 1103.6255 - logits_profile_predictions_loss: 1080.1545 - logcount_predictions_loss: 0.4026 461/2376 [====>.........................] - ETA: 15:37 - loss: 1103.6232 - logits_profile_predictions_loss: 1080.1524 - logcount_predictions_loss: 0.4026 462/2376 [====>.........................] - ETA: 15:37 - loss: 1103.6207 - logits_profile_predictions_loss: 1080.1501 - logcount_predictions_loss: 0.4026 463/2376 [====>.........................] - ETA: 15:36 - loss: 1103.6185 - logits_profile_predictions_loss: 1080.1481 - logcount_predictions_loss: 0.4026 464/2376 [====>.........................] - ETA: 15:36 - loss: 1103.6164 - logits_profile_predictions_loss: 1080.1462 - logcount_predictions_loss: 0.4026 465/2376 [====>.........................] - ETA: 15:35 - loss: 1103.6140 - logits_profile_predictions_loss: 1080.1440 - logcount_predictions_loss: 0.4026 466/2376 [====>.........................] - ETA: 15:35 - loss: 1103.6114 - logits_profile_predictions_loss: 1080.1416 - logcount_predictions_loss: 0.4026 467/2376 [====>.........................] - ETA: 15:34 - loss: 1103.6088 - logits_profile_predictions_loss: 1080.1391 - logcount_predictions_loss: 0.4026 468/2376 [====>.........................] - ETA: 15:34 - loss: 1103.6057 - logits_profile_predictions_loss: 1080.1362 - logcount_predictions_loss: 0.4026 469/2376 [====>.........................] 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loss: 1100.2224 - logits_profile_predictions_loss: 1077.0421 - logcount_predictions_loss: 0.3976 2371/2376 [============================>.] - ETA: 2s - loss: 1100.2220 - logits_profile_predictions_loss: 1077.0418 - logcount_predictions_loss: 0.3976 2372/2376 [============================>.] - ETA: 1s - loss: 1100.2217 - logits_profile_predictions_loss: 1077.0416 - logcount_predictions_loss: 0.3976 2373/2376 [============================>.] - ETA: 1s - loss: 1100.2214 - logits_profile_predictions_loss: 1077.0414 - logcount_predictions_loss: 0.3976 2374/2376 [============================>.] - ETA: 0s - loss: 1100.2211 - logits_profile_predictions_loss: 1077.0412 - logcount_predictions_loss: 0.3976 2375/2376 [============================>.] - ETA: 0s - loss: 1100.2208 - logits_profile_predictions_loss: 1077.0410 - logcount_predictions_loss: 0.3976 2376/2376 [==============================] - ETA: 0s - loss: 1100.2206 - logits_profile_predictions_loss: 1077.0408 - logcount_predictions_loss: 0.3976 2376/2376 [==============================] - 1208s 508ms/step - loss: 1100.2203 - logits_profile_predictions_loss: 1077.0406 - logcount_predictions_loss: 0.3976 - val_loss: 1133.9896 - val_logits_profile_predictions_loss: 1108.7740 - val_logcount_predictions_loss: 0.4325 Epoch 00005: val_loss improved from 1160.26477 to 1133.98962, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 6/50 1/2376 [..............................] - ETA: 20:51 - loss: 1131.8213 - logits_profile_predictions_loss: 1108.1989 - logcount_predictions_loss: 0.4052 2/2376 [..............................] - ETA: 19:23 - loss: 1124.5914 - logits_profile_predictions_loss: 1103.9590 - logcount_predictions_loss: 0.3539 3/2376 [..............................] - ETA: 19:22 - loss: 1113.2677 - logits_profile_predictions_loss: 1093.5994 - logcount_predictions_loss: 0.3374 4/2376 [..............................] - ETA: 19:22 - loss: 1103.1677 - logits_profile_predictions_loss: 1083.6232 - logcount_predictions_loss: 0.3352 5/2376 [..............................] - ETA: 19:21 - loss: 1100.7010 - logits_profile_predictions_loss: 1080.7924 - logcount_predictions_loss: 0.3415 6/2376 [..............................] - ETA: 19:21 - loss: 1098.1234 - logits_profile_predictions_loss: 1077.8670 - logcount_predictions_loss: 0.3475 7/2376 [..............................] - ETA: 19:20 - loss: 1098.1961 - logits_profile_predictions_loss: 1077.6311 - logcount_predictions_loss: 0.3527 8/2376 [..............................] - ETA: 19:20 - loss: 1096.8058 - logits_profile_predictions_loss: 1076.0613 - logcount_predictions_loss: 0.3558 9/2376 [..............................] - ETA: 19:19 - loss: 1095.3465 - logits_profile_predictions_loss: 1074.4031 - logcount_predictions_loss: 0.3592 10/2376 [..............................] - ETA: 19:18 - loss: 1095.5359 - 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- loss: 1092.3985 - logits_profile_predictions_loss: 1070.2148 - logcount_predictions_loss: 0.3805 2363/2376 [============================>.] - ETA: 6s - loss: 1092.3979 - logits_profile_predictions_loss: 1070.2144 - logcount_predictions_loss: 0.3805 2364/2376 [============================>.] - ETA: 5s - loss: 1092.3974 - logits_profile_predictions_loss: 1070.2139 - logcount_predictions_loss: 0.3805 2365/2376 [============================>.] - ETA: 5s - loss: 1092.3969 - logits_profile_predictions_loss: 1070.2134 - logcount_predictions_loss: 0.3805 2366/2376 [============================>.] - ETA: 4s - loss: 1092.3963 - logits_profile_predictions_loss: 1070.2129 - logcount_predictions_loss: 0.3805 2367/2376 [============================>.] - ETA: 4s - loss: 1092.3958 - logits_profile_predictions_loss: 1070.2124 - logcount_predictions_loss: 0.3805 2368/2376 [============================>.] - ETA: 3s - loss: 1092.3952 - logits_profile_predictions_loss: 1070.2119 - logcount_predictions_loss: 0.3805 2369/2376 [============================>.] - ETA: 3s - loss: 1092.3947 - logits_profile_predictions_loss: 1070.2115 - logcount_predictions_loss: 0.3805 2370/2376 [============================>.] - ETA: 2s - loss: 1092.3942 - logits_profile_predictions_loss: 1070.2110 - logcount_predictions_loss: 0.3805 2371/2376 [============================>.] - ETA: 2s - loss: 1092.3936 - logits_profile_predictions_loss: 1070.2105 - logcount_predictions_loss: 0.3805 2372/2376 [============================>.] - ETA: 1s - loss: 1092.3931 - logits_profile_predictions_loss: 1070.2100 - logcount_predictions_loss: 0.3805 2373/2376 [============================>.] - ETA: 1s - loss: 1092.3926 - logits_profile_predictions_loss: 1070.2096 - logcount_predictions_loss: 0.3805 2374/2376 [============================>.] - ETA: 0s - loss: 1092.3921 - logits_profile_predictions_loss: 1070.2091 - logcount_predictions_loss: 0.3805 2375/2376 [============================>.] - ETA: 0s - loss: 1092.3916 - logits_profile_predictions_loss: 1070.2087 - logcount_predictions_loss: 0.3805 2376/2376 [==============================] - ETA: 0s - loss: 1092.3910 - logits_profile_predictions_loss: 1070.2082 - logcount_predictions_loss: 0.3805 2376/2376 [==============================] - 1208s 508ms/step - loss: 1092.3905 - logits_profile_predictions_loss: 1070.2077 - logcount_predictions_loss: 0.3805 - val_loss: 1130.0120 - val_logits_profile_predictions_loss: 1107.8750 - val_logcount_predictions_loss: 0.3797 Epoch 00006: val_loss improved from 1133.98962 to 1130.01196, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 7/50 1/2376 [..............................] - ETA: 20:56 - loss: 1075.3934 - logits_profile_predictions_loss: 1053.8677 - logcount_predictions_loss: 0.3692 2/2376 [..............................] - ETA: 19:23 - loss: 1088.3934 - logits_profile_predictions_loss: 1066.6890 - logcount_predictions_loss: 0.3723 3/2376 [..............................] - ETA: 19:22 - loss: 1094.4740 - logits_profile_predictions_loss: 1072.3930 - logcount_predictions_loss: 0.3787 4/2376 [..............................] - ETA: 19:22 - loss: 1097.4972 - logits_profile_predictions_loss: 1075.3890 - logcount_predictions_loss: 0.3792 5/2376 [..............................] - ETA: 19:21 - loss: 1096.2013 - logits_profile_predictions_loss: 1074.3355 - logcount_predictions_loss: 0.3751 6/2376 [..............................] - ETA: 19:21 - loss: 1099.4820 - logits_profile_predictions_loss: 1077.4499 - logcount_predictions_loss: 0.3779 7/2376 [..............................] - ETA: 19:20 - loss: 1100.5379 - logits_profile_predictions_loss: 1078.4866 - logcount_predictions_loss: 0.3782 8/2376 [..............................] - ETA: 19:20 - loss: 1100.4921 - logits_profile_predictions_loss: 1078.4211 - logcount_predictions_loss: 0.3786 9/2376 [..............................] - ETA: 19:19 - loss: 1100.9071 - logits_profile_predictions_loss: 1078.7752 - logcount_predictions_loss: 0.3796 10/2376 [..............................] - ETA: 19:19 - loss: 1100.8174 - logits_profile_predictions_loss: 1078.6667 - logcount_predictions_loss: 0.3799 11/2376 [..............................] - ETA: 19:18 - loss: 1100.9851 - logits_profile_predictions_loss: 1078.8167 - logcount_predictions_loss: 0.3802 12/2376 [..............................] - ETA: 19:18 - loss: 1100.9515 - logits_profile_predictions_loss: 1078.7908 - logcount_predictions_loss: 0.3801 13/2376 [..............................] - ETA: 19:18 - loss: 1101.0081 - logits_profile_predictions_loss: 1078.8490 - logcount_predictions_loss: 0.3801 14/2376 [..............................] - ETA: 19:17 - loss: 1101.2147 - logits_profile_predictions_loss: 1079.0695 - logcount_predictions_loss: 0.3799 15/2376 [..............................] - ETA: 19:17 - loss: 1101.3337 - logits_profile_predictions_loss: 1079.2068 - logcount_predictions_loss: 0.3795 16/2376 [..............................] - ETA: 19:16 - loss: 1101.4051 - logits_profile_predictions_loss: 1079.3079 - logcount_predictions_loss: 0.3790 17/2376 [..............................] - ETA: 19:16 - loss: 1101.2345 - logits_profile_predictions_loss: 1079.1769 - logcount_predictions_loss: 0.3783 18/2376 [..............................] - ETA: 19:15 - loss: 1101.0345 - logits_profile_predictions_loss: 1079.0071 - logcount_predictions_loss: 0.3778 19/2376 [..............................] - ETA: 19:15 - loss: 1100.6897 - logits_profile_predictions_loss: 1078.6883 - logcount_predictions_loss: 0.3774 20/2376 [..............................] - ETA: 19:14 - loss: 1100.4638 - logits_profile_predictions_loss: 1078.4920 - logcount_predictions_loss: 0.3769 21/2376 [..............................] - ETA: 19:14 - loss: 1100.4092 - logits_profile_predictions_loss: 1078.4550 - logcount_predictions_loss: 0.3766 22/2376 [..............................] - ETA: 19:13 - loss: 1100.3136 - logits_profile_predictions_loss: 1078.3848 - logcount_predictions_loss: 0.3761 23/2376 [..............................] - ETA: 19:13 - loss: 1100.2571 - logits_profile_predictions_loss: 1078.3465 - logcount_predictions_loss: 0.3758 24/2376 [..............................] - ETA: 19:12 - loss: 1100.3993 - logits_profile_predictions_loss: 1078.5054 - logcount_predictions_loss: 0.3755 25/2376 [..............................] - ETA: 19:12 - loss: 1100.6416 - logits_profile_predictions_loss: 1078.7606 - logcount_predictions_loss: 0.3753 26/2376 [..............................] - ETA: 19:11 - loss: 1100.6825 - logits_profile_predictions_loss: 1078.8183 - logcount_predictions_loss: 0.3750 27/2376 [..............................] - ETA: 19:11 - loss: 1100.6588 - logits_profile_predictions_loss: 1078.8150 - logcount_predictions_loss: 0.3747 28/2376 [..............................] - ETA: 19:10 - loss: 1100.6329 - logits_profile_predictions_loss: 1078.8099 - logcount_predictions_loss: 0.3743 29/2376 [..............................] - ETA: 19:10 - loss: 1100.7182 - logits_profile_predictions_loss: 1078.9092 - logcount_predictions_loss: 0.3741 30/2376 [..............................] - ETA: 19:09 - loss: 1100.8704 - logits_profile_predictions_loss: 1079.0737 - logcount_predictions_loss: 0.3739 31/2376 [..............................] - ETA: 19:09 - loss: 1101.0097 - logits_profile_predictions_loss: 1079.2279 - logcount_predictions_loss: 0.3736 32/2376 [..............................] - ETA: 19:08 - loss: 1101.1290 - logits_profile_predictions_loss: 1079.3568 - logcount_predictions_loss: 0.3735 33/2376 [..............................] - ETA: 19:08 - loss: 1101.2868 - logits_profile_predictions_loss: 1079.5261 - logcount_predictions_loss: 0.3733 34/2376 [..............................] - ETA: 19:07 - loss: 1101.3395 - logits_profile_predictions_loss: 1079.5898 - logcount_predictions_loss: 0.3731 35/2376 [..............................] - ETA: 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logcount_predictions_loss: 0.3674 2368/2376 [============================>.] - ETA: 3s - loss: 1083.3303 - logits_profile_predictions_loss: 1061.9105 - logcount_predictions_loss: 0.3674 2369/2376 [============================>.] - ETA: 3s - loss: 1083.3308 - logits_profile_predictions_loss: 1061.9111 - logcount_predictions_loss: 0.3674 2370/2376 [============================>.] - ETA: 2s - loss: 1083.3314 - logits_profile_predictions_loss: 1061.9116 - logcount_predictions_loss: 0.3674 2371/2376 [============================>.] - ETA: 2s - loss: 1083.3319 - logits_profile_predictions_loss: 1061.9122 - logcount_predictions_loss: 0.3674 2372/2376 [============================>.] - ETA: 1s - loss: 1083.3325 - logits_profile_predictions_loss: 1061.9127 - logcount_predictions_loss: 0.3674 2373/2376 [============================>.] - ETA: 1s - loss: 1083.3330 - logits_profile_predictions_loss: 1061.9133 - logcount_predictions_loss: 0.3674 2374/2376 [============================>.] - ETA: 0s - loss: 1083.3336 - logits_profile_predictions_loss: 1061.9138 - logcount_predictions_loss: 0.3674 2375/2376 [============================>.] - ETA: 0s - loss: 1083.3341 - logits_profile_predictions_loss: 1061.9144 - logcount_predictions_loss: 0.3674 2376/2376 [==============================] - ETA: 0s - loss: 1083.3347 - logits_profile_predictions_loss: 1061.9150 - logcount_predictions_loss: 0.3674 2376/2376 [==============================] - 1208s 508ms/step - loss: 1083.3353 - logits_profile_predictions_loss: 1061.9156 - logcount_predictions_loss: 0.3674 - val_loss: 1128.9486 - val_logits_profile_predictions_loss: 1108.0712 - val_logcount_predictions_loss: 0.3581 Epoch 00007: val_loss improved from 1130.01196 to 1128.94861, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 Epoch 8/50 1/2376 [..............................] - ETA: 20:08 - loss: 950.2161 - logits_profile_predictions_loss: 933.6776 - logcount_predictions_loss: 0.2837 2/2376 [..............................] - ETA: 19:24 - loss: 981.1874 - logits_profile_predictions_loss: 964.9919 - logcount_predictions_loss: 0.2778 3/2376 [..............................] - ETA: 19:23 - loss: 992.2254 - logits_profile_predictions_loss: 975.9200 - logcount_predictions_loss: 0.2797 4/2376 [..............................] - ETA: 19:22 - loss: 997.5201 - logits_profile_predictions_loss: 981.1288 - logcount_predictions_loss: 0.2812 5/2376 [..............................] - ETA: 19:22 - loss: 1001.6244 - logits_profile_predictions_loss: 985.1720 - logcount_predictions_loss: 0.2822 6/2376 [..............................] - ETA: 19:21 - loss: 1002.8193 - logits_profile_predictions_loss: 986.2404 - logcount_predictions_loss: 0.2844 7/2376 [..............................] - ETA: 19:21 - loss: 1004.1938 - logits_profile_predictions_loss: 987.5041 - logcount_predictions_loss: 0.2863 8/2376 [..............................] - ETA: 19:20 - loss: 1005.3511 - logits_profile_predictions_loss: 988.5880 - logcount_predictions_loss: 0.2875 9/2376 [..............................] - ETA: 19:20 - loss: 1007.0883 - logits_profile_predictions_loss: 990.2339 - logcount_predictions_loss: 0.2891 10/2376 [..............................] - ETA: 19:19 - loss: 1009.8726 - logits_profile_predictions_loss: 992.9144 - logcount_predictions_loss: 0.2909 11/2376 [..............................] - ETA: 19:19 - loss: 1013.1817 - logits_profile_predictions_loss: 996.1512 - logcount_predictions_loss: 0.2921 12/2376 [..............................] - ETA: 19:18 - loss: 1015.3882 - logits_profile_predictions_loss: 998.2420 - logcount_predictions_loss: 0.2941 13/2376 [..............................] - ETA: 19:18 - loss: 1017.4716 - logits_profile_predictions_loss: 1000.2439 - logcount_predictions_loss: 0.2955 14/2376 [..............................] - ETA: 19:17 - loss: 1019.4101 - logits_profile_predictions_loss: 1002.1125 - logcount_predictions_loss: 0.2967 15/2376 [..............................] - ETA: 19:17 - loss: 1021.3279 - logits_profile_predictions_loss: 1003.9452 - logcount_predictions_loss: 0.2982 16/2376 [..............................] - ETA: 19:16 - loss: 1023.5792 - logits_profile_predictions_loss: 1006.1088 - logcount_predictions_loss: 0.2997 17/2376 [..............................] - ETA: 19:16 - loss: 1025.6555 - logits_profile_predictions_loss: 1008.1193 - logcount_predictions_loss: 0.3008 18/2376 [..............................] - ETA: 19:15 - loss: 1027.3864 - logits_profile_predictions_loss: 1009.7789 - logcount_predictions_loss: 0.3020 19/2376 [..............................] - ETA: 19:15 - loss: 1029.0394 - logits_profile_predictions_loss: 1011.3550 - logcount_predictions_loss: 0.3033 20/2376 [..............................] - ETA: 19:14 - loss: 1030.3690 - logits_profile_predictions_loss: 1012.6075 - logcount_predictions_loss: 0.3047 21/2376 [..............................] - ETA: 19:14 - loss: 1031.6294 - logits_profile_predictions_loss: 1013.7788 - logcount_predictions_loss: 0.3062 22/2376 [..............................] - ETA: 19:13 - loss: 1032.9140 - logits_profile_predictions_loss: 1014.9717 - logcount_predictions_loss: 0.3078 23/2376 [..............................] - ETA: 19:13 - loss: 1033.8283 - logits_profile_predictions_loss: 1015.8020 - logcount_predictions_loss: 0.3092 24/2376 [..............................] - ETA: 19:12 - loss: 1034.6831 - logits_profile_predictions_loss: 1016.5816 - logcount_predictions_loss: 0.3105 25/2376 [..............................] - ETA: 19:12 - loss: 1035.4172 - logits_profile_predictions_loss: 1017.2435 - logcount_predictions_loss: 0.3117 26/2376 [..............................] - ETA: 19:11 - loss: 1036.2272 - logits_profile_predictions_loss: 1017.9921 - logcount_predictions_loss: 0.3128 27/2376 [..............................] - ETA: 19:10 - loss: 1037.2091 - logits_profile_predictions_loss: 1018.9166 - logcount_predictions_loss: 0.3138 28/2376 [..............................] - ETA: 19:10 - loss: 1038.1414 - logits_profile_predictions_loss: 1019.7902 - logcount_predictions_loss: 0.3148 29/2376 [..............................] - ETA: 19:09 - loss: 1039.0303 - logits_profile_predictions_loss: 1020.6243 - logcount_predictions_loss: 0.3157 30/2376 [..............................] - ETA: 19:09 - loss: 1039.8567 - logits_profile_predictions_loss: 1021.4044 - logcount_predictions_loss: 0.3165 31/2376 [..............................] - ETA: 19:08 - loss: 1040.6575 - logits_profile_predictions_loss: 1022.1626 - logcount_predictions_loss: 0.3172 32/2376 [..............................] - ETA: 19:08 - loss: 1041.4557 - logits_profile_predictions_loss: 1022.9215 - logcount_predictions_loss: 0.3179 33/2376 [..............................] - ETA: 19:07 - loss: 1042.2800 - logits_profile_predictions_loss: 1023.7046 - logcount_predictions_loss: 0.3186 34/2376 [..............................] - ETA: 19:07 - loss: 1043.0931 - logits_profile_predictions_loss: 1024.4757 - logcount_predictions_loss: 0.3193 35/2376 [..............................] - ETA: 19:06 - loss: 1043.7952 - logits_profile_predictions_loss: 1025.1344 - logcount_predictions_loss: 0.3201 36/2376 [..............................] - ETA: 19:06 - loss: 1044.5076 - logits_profile_predictions_loss: 1025.8080 - logcount_predictions_loss: 0.3207 37/2376 [..............................] - ETA: 19:05 - loss: 1045.1543 - logits_profile_predictions_loss: 1026.4155 - logcount_predictions_loss: 0.3214 38/2376 [..............................] - ETA: 19:04 - loss: 1045.7741 - logits_profile_predictions_loss: 1026.9944 - logcount_predictions_loss: 0.3221 39/2376 [..............................] - ETA: 19:04 - loss: 1046.3241 - logits_profile_predictions_loss: 1027.5047 - logcount_predictions_loss: 0.3228 40/2376 [..............................] - ETA: 19:03 - loss: 1046.8741 - logits_profile_predictions_loss: 1028.0155 - logcount_predictions_loss: 0.3235 41/2376 [..............................] - ETA: 19:03 - loss: 1047.4581 - logits_profile_predictions_loss: 1028.5562 - logcount_predictions_loss: 0.3242 42/2376 [..............................] - ETA: 19:02 - loss: 1048.0048 - logits_profile_predictions_loss: 1029.0629 - logcount_predictions_loss: 0.3249 43/2376 [..............................] - ETA: 19:02 - loss: 1048.5568 - logits_profile_predictions_loss: 1029.5749 - logcount_predictions_loss: 0.3256 44/2376 [..............................] - ETA: 19:02 - loss: 1049.1003 - logits_profile_predictions_loss: 1030.0794 - logcount_predictions_loss: 0.3263 45/2376 [..............................] - ETA: 19:02 - loss: 1049.5901 - logits_profile_predictions_loss: 1030.5312 - logcount_predictions_loss: 0.3269 46/2376 [..............................] - ETA: 19:01 - loss: 1050.0817 - logits_profile_predictions_loss: 1030.9888 - logcount_predictions_loss: 0.3275 47/2376 [..............................] - ETA: 19:01 - loss: 1050.5825 - 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54/2376 [..............................] - ETA: 18:57 - loss: 1053.6796 - logits_profile_predictions_loss: 1034.3814 - logcount_predictions_loss: 0.3310 55/2376 [..............................] - ETA: 18:57 - loss: 1054.0648 - logits_profile_predictions_loss: 1034.7478 - logcount_predictions_loss: 0.3313 56/2376 [..............................] - ETA: 18:56 - loss: 1054.4518 - logits_profile_predictions_loss: 1035.1155 - logcount_predictions_loss: 0.3317 57/2376 [..............................] - ETA: 18:56 - loss: 1054.8095 - logits_profile_predictions_loss: 1035.4531 - logcount_predictions_loss: 0.3320 58/2376 [..............................] - ETA: 18:55 - loss: 1055.1816 - logits_profile_predictions_loss: 1035.8072 - logcount_predictions_loss: 0.3323 59/2376 [..............................] - ETA: 18:55 - loss: 1055.5280 - logits_profile_predictions_loss: 1036.1361 - logcount_predictions_loss: 0.3326 60/2376 [..............................] - ETA: 18:54 - loss: 1055.8642 - 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67/2376 [..............................] - ETA: 18:50 - loss: 1058.0031 - logits_profile_predictions_loss: 1038.4746 - logcount_predictions_loss: 0.3350 68/2376 [..............................] - ETA: 18:50 - loss: 1058.3062 - logits_profile_predictions_loss: 1038.7614 - logcount_predictions_loss: 0.3352 69/2376 [..............................] - ETA: 18:49 - loss: 1058.6232 - logits_profile_predictions_loss: 1039.0631 - logcount_predictions_loss: 0.3355 70/2376 [..............................] - ETA: 18:49 - loss: 1058.9367 - logits_profile_predictions_loss: 1039.3616 - logcount_predictions_loss: 0.3358 71/2376 [..............................] - ETA: 18:48 - loss: 1059.2477 - logits_profile_predictions_loss: 1039.6564 - logcount_predictions_loss: 0.3360 72/2376 [..............................] - ETA: 18:48 - loss: 1059.5627 - logits_profile_predictions_loss: 1039.9549 - logcount_predictions_loss: 0.3363 73/2376 [..............................] - ETA: 18:47 - loss: 1059.8780 - 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80/2376 [>.............................] - ETA: 18:44 - loss: 1061.7217 - logits_profile_predictions_loss: 1041.9900 - logcount_predictions_loss: 0.3384 81/2376 [>.............................] - ETA: 18:43 - loss: 1061.9429 - logits_profile_predictions_loss: 1042.1973 - logcount_predictions_loss: 0.3387 82/2376 [>.............................] - ETA: 18:43 - loss: 1062.1520 - logits_profile_predictions_loss: 1042.3924 - logcount_predictions_loss: 0.3389 83/2376 [>.............................] - ETA: 18:42 - loss: 1062.3565 - logits_profile_predictions_loss: 1042.5832 - logcount_predictions_loss: 0.3392 84/2376 [>.............................] - ETA: 18:42 - loss: 1062.5590 - logits_profile_predictions_loss: 1042.7722 - logcount_predictions_loss: 0.3394 85/2376 [>.............................] - ETA: 18:41 - loss: 1062.7580 - logits_profile_predictions_loss: 1042.9583 - logcount_predictions_loss: 0.3396 86/2376 [>.............................] - ETA: 18:41 - loss: 1062.9470 - 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logcount_predictions_loss: 0.3546 2367/2376 [============================>.] - ETA: 4s - loss: 1078.2005 - logits_profile_predictions_loss: 1057.5267 - logcount_predictions_loss: 0.3546 2368/2376 [============================>.] - ETA: 3s - loss: 1078.2010 - logits_profile_predictions_loss: 1057.5272 - logcount_predictions_loss: 0.3546 2369/2376 [============================>.] - ETA: 3s - loss: 1078.2016 - logits_profile_predictions_loss: 1057.5278 - logcount_predictions_loss: 0.3546 2370/2376 [============================>.] - ETA: 2s - loss: 1078.2021 - logits_profile_predictions_loss: 1057.5284 - logcount_predictions_loss: 0.3546 2371/2376 [============================>.] - ETA: 2s - loss: 1078.2027 - logits_profile_predictions_loss: 1057.5289 - logcount_predictions_loss: 0.3546 2372/2376 [============================>.] - ETA: 1s - loss: 1078.2032 - logits_profile_predictions_loss: 1057.5295 - logcount_predictions_loss: 0.3546 2373/2376 [============================>.] - ETA: 1s - loss: 1078.2038 - logits_profile_predictions_loss: 1057.5301 - logcount_predictions_loss: 0.3546 2374/2376 [============================>.] - ETA: 0s - loss: 1078.2043 - logits_profile_predictions_loss: 1057.5306 - logcount_predictions_loss: 0.3546 2375/2376 [============================>.] - ETA: 0s - loss: 1078.2049 - logits_profile_predictions_loss: 1057.5311 - logcount_predictions_loss: 0.3546 2376/2376 [==============================] - ETA: 0s - loss: 1078.2054 - logits_profile_predictions_loss: 1057.5317 - logcount_predictions_loss: 0.3546 2376/2376 [==============================] - 1208s 508ms/step - loss: 1078.2059 - logits_profile_predictions_loss: 1057.5322 - logcount_predictions_loss: 0.3546 - val_loss: 1130.6340 - val_logits_profile_predictions_loss: 1109.7051 - val_logcount_predictions_loss: 0.3590 Epoch 00008: val_loss did not improve from 1128.94861 Epoch 9/50 1/2376 [..............................] - ETA: 21:01 - loss: 1075.5748 - logits_profile_predictions_loss: 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ETA: 14s - loss: 1079.0346 - logits_profile_predictions_loss: 1058.8954 - logcount_predictions_loss: 0.3455 2348/2376 [============================>.] - ETA: 13s - loss: 1079.0338 - logits_profile_predictions_loss: 1058.8945 - logcount_predictions_loss: 0.3455 2349/2376 [============================>.] - ETA: 13s - loss: 1079.0330 - logits_profile_predictions_loss: 1058.8936 - logcount_predictions_loss: 0.3455 2350/2376 [============================>.] - ETA: 12s - loss: 1079.0322 - logits_profile_predictions_loss: 1058.8928 - logcount_predictions_loss: 0.3455 2351/2376 [============================>.] - ETA: 12s - loss: 1079.0314 - logits_profile_predictions_loss: 1058.8919 - logcount_predictions_loss: 0.3455 2352/2376 [============================>.] - ETA: 11s - loss: 1079.0306 - logits_profile_predictions_loss: 1058.8911 - logcount_predictions_loss: 0.3455 2353/2376 [============================>.] - ETA: 11s - loss: 1079.0297 - logits_profile_predictions_loss: 1058.8903 - logcount_predictions_loss: 0.3455 2354/2376 [============================>.] - ETA: 10s - loss: 1079.0289 - logits_profile_predictions_loss: 1058.8894 - logcount_predictions_loss: 0.3455 2355/2376 [============================>.] - ETA: 10s - loss: 1079.0281 - logits_profile_predictions_loss: 1058.8886 - logcount_predictions_loss: 0.3455 2356/2376 [============================>.] - ETA: 9s - loss: 1079.0273 - logits_profile_predictions_loss: 1058.8877 - logcount_predictions_loss: 0.3455  2357/2376 [============================>.] - ETA: 9s - loss: 1079.0265 - logits_profile_predictions_loss: 1058.8869 - logcount_predictions_loss: 0.3455 2358/2376 [============================>.] - ETA: 8s - loss: 1079.0257 - logits_profile_predictions_loss: 1058.8860 - logcount_predictions_loss: 0.3455 2359/2376 [============================>.] - ETA: 8s - loss: 1079.0249 - logits_profile_predictions_loss: 1058.8852 - logcount_predictions_loss: 0.3455 2360/2376 [============================>.] - ETA: 7s - loss: 1079.0240 - logits_profile_predictions_loss: 1058.8843 - logcount_predictions_loss: 0.3455 2361/2376 [============================>.] - ETA: 7s - loss: 1079.0232 - logits_profile_predictions_loss: 1058.8835 - logcount_predictions_loss: 0.3455 2362/2376 [============================>.] - ETA: 6s - loss: 1079.0224 - logits_profile_predictions_loss: 1058.8826 - logcount_predictions_loss: 0.3455 2363/2376 [============================>.] - ETA: 6s - loss: 1079.0215 - logits_profile_predictions_loss: 1058.8818 - logcount_predictions_loss: 0.3455 2364/2376 [============================>.] - ETA: 5s - loss: 1079.0207 - logits_profile_predictions_loss: 1058.8809 - logcount_predictions_loss: 0.3455 2365/2376 [============================>.] - ETA: 5s - loss: 1079.0199 - logits_profile_predictions_loss: 1058.8800 - logcount_predictions_loss: 0.3455 2366/2376 [============================>.] - ETA: 4s - loss: 1079.0191 - logits_profile_predictions_loss: 1058.8792 - logcount_predictions_loss: 0.3455 2367/2376 [============================>.] - ETA: 4s - loss: 1079.0182 - logits_profile_predictions_loss: 1058.8783 - logcount_predictions_loss: 0.3455 2368/2376 [============================>.] - ETA: 3s - loss: 1079.0174 - logits_profile_predictions_loss: 1058.8775 - logcount_predictions_loss: 0.3455 2369/2376 [============================>.] - ETA: 3s - loss: 1079.0166 - logits_profile_predictions_loss: 1058.8766 - logcount_predictions_loss: 0.3455 2370/2376 [============================>.] - ETA: 2s - loss: 1079.0158 - logits_profile_predictions_loss: 1058.8758 - logcount_predictions_loss: 0.3455 2371/2376 [============================>.] - ETA: 2s - loss: 1079.0150 - logits_profile_predictions_loss: 1058.8750 - logcount_predictions_loss: 0.3455 2372/2376 [============================>.] - ETA: 1s - loss: 1079.0142 - logits_profile_predictions_loss: 1058.8741 - logcount_predictions_loss: 0.3455 2373/2376 [============================>.] - ETA: 1s - loss: 1079.0133 - logits_profile_predictions_loss: 1058.8733 - logcount_predictions_loss: 0.3455 2374/2376 [============================>.] - ETA: 0s - loss: 1079.0125 - logits_profile_predictions_loss: 1058.8724 - logcount_predictions_loss: 0.3455 2375/2376 [============================>.] - ETA: 0s - loss: 1079.0117 - logits_profile_predictions_loss: 1058.8716 - logcount_predictions_loss: 0.3455 2376/2376 [==============================] - ETA: 0s - loss: 1079.0109 - logits_profile_predictions_loss: 1058.8707 - logcount_predictions_loss: 0.3455 2376/2376 [==============================] - 1208s 508ms/step - loss: 1079.0101 - logits_profile_predictions_loss: 1058.8699 - logcount_predictions_loss: 0.3455 - val_loss: 1138.4956 - val_logits_profile_predictions_loss: 1117.0531 - val_logcount_predictions_loss: 0.3678 Epoch 00009: val_loss did not improve from 1128.94861 Epoch 10/50 1/2376 [..............................] - ETA: 20:41 - loss: 1051.1255 - logits_profile_predictions_loss: 1028.0409 - logcount_predictions_loss: 0.3960 2/2376 [..............................] - ETA: 19:24 - loss: 1042.4047 - logits_profile_predictions_loss: 1020.5167 - logcount_predictions_loss: 0.3754 3/2376 [..............................] - ETA: 19:23 - loss: 1040.2900 - logits_profile_predictions_loss: 1018.7215 - logcount_predictions_loss: 0.3700 4/2376 [..............................] - ETA: 19:22 - loss: 1043.9321 - logits_profile_predictions_loss: 1022.6889 - logcount_predictions_loss: 0.3644 5/2376 [..............................] - ETA: 19:22 - loss: 1043.5354 - logits_profile_predictions_loss: 1022.5434 - logcount_predictions_loss: 0.3601 6/2376 [..............................] - ETA: 19:21 - loss: 1043.3565 - logits_profile_predictions_loss: 1022.4894 - logcount_predictions_loss: 0.3579 7/2376 [..............................] - ETA: 19:21 - loss: 1045.7573 - logits_profile_predictions_loss: 1024.9792 - logcount_predictions_loss: 0.3564 8/2376 [..............................] - ETA: 19:20 - loss: 1048.7476 - logits_profile_predictions_loss: 1027.9450 - logcount_predictions_loss: 0.3568 9/2376 [..............................] - ETA: 19:20 - loss: 1051.8316 - logits_profile_predictions_loss: 1030.9190 - logcount_predictions_loss: 0.3587 10/2376 [..............................] - ETA: 19:19 - loss: 1053.9470 - logits_profile_predictions_loss: 1032.9298 - logcount_predictions_loss: 0.3605 11/2376 [..............................] - ETA: 19:19 - loss: 1056.7007 - logits_profile_predictions_loss: 1035.5891 - logcount_predictions_loss: 0.3621 12/2376 [..............................] - ETA: 19:18 - loss: 1058.6603 - logits_profile_predictions_loss: 1037.4866 - logcount_predictions_loss: 0.3632 13/2376 [..............................] - ETA: 19:18 - loss: 1060.1735 - logits_profile_predictions_loss: 1038.9556 - logcount_predictions_loss: 0.3639 14/2376 [..............................] - ETA: 19:17 - loss: 1061.3008 - logits_profile_predictions_loss: 1040.0881 - logcount_predictions_loss: 0.3639 15/2376 [..............................] - ETA: 19:17 - loss: 1062.2221 - logits_profile_predictions_loss: 1041.0183 - logcount_predictions_loss: 0.3637 16/2376 [..............................] - ETA: 19:16 - loss: 1062.9114 - logits_profile_predictions_loss: 1041.7423 - logcount_predictions_loss: 0.3631 17/2376 [..............................] - ETA: 19:16 - loss: 1063.4046 - logits_profile_predictions_loss: 1042.2225 - logcount_predictions_loss: 0.3633 18/2376 [..............................] - ETA: 19:15 - loss: 1064.0016 - logits_profile_predictions_loss: 1042.8249 - logcount_predictions_loss: 0.3632 19/2376 [..............................] - ETA: 19:15 - loss: 1064.5155 - logits_profile_predictions_loss: 1043.3531 - logcount_predictions_loss: 0.3630 20/2376 [..............................] - ETA: 19:14 - loss: 1065.1177 - logits_profile_predictions_loss: 1043.9631 - logcount_predictions_loss: 0.3629 21/2376 [..............................] - ETA: 19:14 - loss: 1065.7616 - logits_profile_predictions_loss: 1044.6192 - logcount_predictions_loss: 0.3626 22/2376 [..............................] - ETA: 19:13 - loss: 1066.1859 - logits_profile_predictions_loss: 1045.0541 - logcount_predictions_loss: 0.3625 23/2376 [..............................] - ETA: 19:13 - loss: 1066.6052 - logits_profile_predictions_loss: 1045.4844 - logcount_predictions_loss: 0.3623 24/2376 [..............................] - ETA: 19:12 - loss: 1067.0277 - logits_profile_predictions_loss: 1045.9184 - logcount_predictions_loss: 0.3621 25/2376 [..............................] - ETA: 19:12 - loss: 1067.3651 - logits_profile_predictions_loss: 1046.2653 - logcount_predictions_loss: 0.3619 26/2376 [..............................] - ETA: 19:11 - loss: 1067.5605 - logits_profile_predictions_loss: 1046.4784 - logcount_predictions_loss: 0.3616 27/2376 [..............................] - ETA: 19:11 - loss: 1067.6950 - logits_profile_predictions_loss: 1046.6333 - logcount_predictions_loss: 0.3613 28/2376 [..............................] - ETA: 19:10 - loss: 1067.9313 - logits_profile_predictions_loss: 1046.8876 - logcount_predictions_loss: 0.3610 29/2376 [..............................] - ETA: 19:10 - loss: 1068.1601 - logits_profile_predictions_loss: 1047.1358 - logcount_predictions_loss: 0.3606 30/2376 [..............................] - ETA: 19:09 - loss: 1068.4537 - logits_profile_predictions_loss: 1047.4529 - logcount_predictions_loss: 0.3602 31/2376 [..............................] - ETA: 19:09 - loss: 1068.8642 - logits_profile_predictions_loss: 1047.8860 - logcount_predictions_loss: 0.3598 32/2376 [..............................] - ETA: 19:09 - loss: 1069.1867 - logits_profile_predictions_loss: 1048.2318 - logcount_predictions_loss: 0.3594 33/2376 [..............................] - ETA: 19:08 - loss: 1069.5148 - logits_profile_predictions_loss: 1048.5873 - logcount_predictions_loss: 0.3590 34/2376 [..............................] - ETA: 19:08 - loss: 1069.8117 - logits_profile_predictions_loss: 1048.9122 - logcount_predictions_loss: 0.3585 35/2376 [..............................] - ETA: 19:07 - loss: 1070.0752 - logits_profile_predictions_loss: 1049.2036 - logcount_predictions_loss: 0.3580 36/2376 [..............................] - ETA: 19:07 - loss: 1070.3119 - logits_profile_predictions_loss: 1049.4698 - logcount_predictions_loss: 0.3575 37/2376 [..............................] - ETA: 19:06 - loss: 1070.5362 - logits_profile_predictions_loss: 1049.7253 - logcount_predictions_loss: 0.3570 38/2376 [..............................] - ETA: 19:06 - loss: 1070.6811 - logits_profile_predictions_loss: 1049.9005 - logcount_predictions_loss: 0.3564 39/2376 [..............................] - ETA: 19:05 - loss: 1070.8848 - logits_profile_predictions_loss: 1050.1312 - logcount_predictions_loss: 0.3560 40/2376 [..............................] - ETA: 19:05 - loss: 1071.0630 - logits_profile_predictions_loss: 1050.3358 - logcount_predictions_loss: 0.3555 41/2376 [..............................] - ETA: 19:04 - loss: 1071.2137 - logits_profile_predictions_loss: 1050.5118 - logcount_predictions_loss: 0.3551 42/2376 [..............................] - ETA: 19:04 - loss: 1071.3236 - logits_profile_predictions_loss: 1050.6447 - logcount_predictions_loss: 0.3547 43/2376 [..............................] - ETA: 19:03 - loss: 1071.4563 - logits_profile_predictions_loss: 1050.8007 - logcount_predictions_loss: 0.3543 44/2376 [..............................] - ETA: 19:03 - loss: 1071.6076 - logits_profile_predictions_loss: 1050.9775 - logcount_predictions_loss: 0.3539 45/2376 [..............................] - ETA: 19:02 - loss: 1071.7654 - logits_profile_predictions_loss: 1051.1613 - logcount_predictions_loss: 0.3534 46/2376 [..............................] - ETA: 19:02 - loss: 1071.9200 - logits_profile_predictions_loss: 1051.3418 - logcount_predictions_loss: 0.3530 47/2376 [..............................] - ETA: 19:01 - loss: 1072.0742 - logits_profile_predictions_loss: 1051.5222 - logcount_predictions_loss: 0.3525 48/2376 [..............................] - ETA: 19:01 - loss: 1072.1952 - logits_profile_predictions_loss: 1051.6697 - logcount_predictions_loss: 0.3521 49/2376 [..............................] - ETA: 19:00 - loss: 1072.2821 - logits_profile_predictions_loss: 1051.7843 - logcount_predictions_loss: 0.3516 50/2376 [..............................] - ETA: 19:00 - loss: 1072.3694 - logits_profile_predictions_loss: 1051.8978 - logcount_predictions_loss: 0.3511 51/2376 [..............................] - ETA: 18:59 - loss: 1072.4427 - logits_profile_predictions_loss: 1051.9968 - logcount_predictions_loss: 0.3507 52/2376 [..............................] - ETA: 18:59 - loss: 1072.5126 - logits_profile_predictions_loss: 1052.0926 - logcount_predictions_loss: 0.3503 53/2376 [..............................] - ETA: 18:58 - loss: 1072.5665 - logits_profile_predictions_loss: 1052.1718 - 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logcount_predictions_loss: 0.3328 2354/2376 [============================>.] - ETA: 10s - loss: 1071.0684 - logits_profile_predictions_loss: 1051.6637 - logcount_predictions_loss: 0.3328 2355/2376 [============================>.] - ETA: 10s - loss: 1071.0686 - logits_profile_predictions_loss: 1051.6638 - logcount_predictions_loss: 0.3328 2356/2376 [============================>.] - ETA: 9s - loss: 1071.0687 - logits_profile_predictions_loss: 1051.6639 - logcount_predictions_loss: 0.3328  2357/2376 [============================>.] - ETA: 9s - loss: 1071.0688 - logits_profile_predictions_loss: 1051.6640 - logcount_predictions_loss: 0.3328 2358/2376 [============================>.] - ETA: 8s - loss: 1071.0690 - logits_profile_predictions_loss: 1051.6641 - logcount_predictions_loss: 0.3328 2359/2376 [============================>.] - ETA: 8s - loss: 1071.0691 - logits_profile_predictions_loss: 1051.6642 - logcount_predictions_loss: 0.3328 2360/2376 [============================>.] - ETA: 7s - loss: 1071.0693 - logits_profile_predictions_loss: 1051.6643 - logcount_predictions_loss: 0.3328 2361/2376 [============================>.] - ETA: 7s - loss: 1071.0694 - logits_profile_predictions_loss: 1051.6644 - logcount_predictions_loss: 0.3329 2362/2376 [============================>.] - ETA: 6s - loss: 1071.0696 - logits_profile_predictions_loss: 1051.6645 - logcount_predictions_loss: 0.3329 2363/2376 [============================>.] - ETA: 6s - loss: 1071.0697 - logits_profile_predictions_loss: 1051.6646 - logcount_predictions_loss: 0.3329 2364/2376 [============================>.] - ETA: 5s - loss: 1071.0699 - logits_profile_predictions_loss: 1051.6647 - logcount_predictions_loss: 0.3329 2365/2376 [============================>.] - ETA: 5s - loss: 1071.0700 - logits_profile_predictions_loss: 1051.6648 - logcount_predictions_loss: 0.3329 2366/2376 [============================>.] - ETA: 4s - loss: 1071.0702 - logits_profile_predictions_loss: 1051.6649 - logcount_predictions_loss: 0.3329 2367/2376 [============================>.] - ETA: 4s - loss: 1071.0704 - logits_profile_predictions_loss: 1051.6650 - logcount_predictions_loss: 0.3329 2368/2376 [============================>.] - ETA: 3s - loss: 1071.0705 - logits_profile_predictions_loss: 1051.6651 - logcount_predictions_loss: 0.3329 2369/2376 [============================>.] - ETA: 3s - loss: 1071.0707 - logits_profile_predictions_loss: 1051.6653 - logcount_predictions_loss: 0.3329 2370/2376 [============================>.] - ETA: 2s - loss: 1071.0709 - logits_profile_predictions_loss: 1051.6654 - logcount_predictions_loss: 0.3329 2371/2376 [============================>.] - ETA: 2s - loss: 1071.0710 - logits_profile_predictions_loss: 1051.6655 - logcount_predictions_loss: 0.3329 2372/2376 [============================>.] - ETA: 1s - loss: 1071.0712 - logits_profile_predictions_loss: 1051.6656 - logcount_predictions_loss: 0.3329 2373/2376 [============================>.] - ETA: 1s - loss: 1071.0713 - logits_profile_predictions_loss: 1051.6657 - logcount_predictions_loss: 0.3329 2374/2376 [============================>.] - ETA: 0s - loss: 1071.0715 - logits_profile_predictions_loss: 1051.6658 - logcount_predictions_loss: 0.3329 2375/2376 [============================>.] - ETA: 0s - loss: 1071.0716 - logits_profile_predictions_loss: 1051.6659 - logcount_predictions_loss: 0.3329 2376/2376 [==============================] - ETA: 0s - loss: 1071.0718 - logits_profile_predictions_loss: 1051.6660 - logcount_predictions_loss: 0.3329 2376/2376 [==============================] - 1207s 508ms/step - loss: 1071.0719 - logits_profile_predictions_loss: 1051.6661 - logcount_predictions_loss: 0.3329 - val_loss: 1133.1129 - val_logits_profile_predictions_loss: 1112.8881 - val_logcount_predictions_loss: 0.3469 Epoch 00010: val_loss did not improve from 1128.94861 Epoch 11/50 1/2376 [..............................] - ETA: 20:02 - loss: 931.5456 - logits_profile_predictions_loss: 913.0417 - logcount_predictions_loss: 0.3174 2/2376 [..............................] - ETA: 19:23 - loss: 931.7325 - logits_profile_predictions_loss: 911.9601 - logcount_predictions_loss: 0.3391 3/2376 [..............................] - ETA: 19:23 - loss: 941.9219 - logits_profile_predictions_loss: 922.3440 - logcount_predictions_loss: 0.3358 4/2376 [..............................] - ETA: 19:22 - loss: 952.5004 - logits_profile_predictions_loss: 933.1773 - logcount_predictions_loss: 0.3314 5/2376 [..............................] - ETA: 19:21 - loss: 965.4921 - logits_profile_predictions_loss: 946.4351 - logcount_predictions_loss: 0.3269 6/2376 [..............................] - ETA: 19:21 - loss: 974.5899 - logits_profile_predictions_loss: 955.4305 - logcount_predictions_loss: 0.3286 7/2376 [..............................] - ETA: 19:20 - loss: 981.0350 - logits_profile_predictions_loss: 961.8127 - logcount_predictions_loss: 0.3297 8/2376 [..............................] - ETA: 19:20 - loss: 986.1971 - logits_profile_predictions_loss: 966.9631 - logcount_predictions_loss: 0.3299 9/2376 [..............................] - ETA: 19:19 - loss: 990.2219 - logits_profile_predictions_loss: 971.0223 - logcount_predictions_loss: 0.3293 10/2376 [..............................] - ETA: 19:19 - loss: 994.2971 - logits_profile_predictions_loss: 975.1518 - logcount_predictions_loss: 0.3284 11/2376 [..............................] - ETA: 19:18 - loss: 998.2176 - logits_profile_predictions_loss: 979.1052 - logcount_predictions_loss: 0.3278 12/2376 [..............................] - ETA: 19:18 - loss: 1001.8275 - logits_profile_predictions_loss: 982.7281 - logcount_predictions_loss: 0.3276 13/2376 [..............................] - ETA: 19:17 - loss: 1004.7217 - logits_profile_predictions_loss: 985.6458 - logcount_predictions_loss: 0.3272 14/2376 [..............................] - ETA: 19:17 - loss: 1007.3748 - logits_profile_predictions_loss: 988.2940 - logcount_predictions_loss: 0.3273 15/2376 [..............................] - ETA: 19:16 - loss: 1009.6762 - logits_profile_predictions_loss: 990.6071 - logcount_predictions_loss: 0.3271 16/2376 [..............................] - ETA: 19:16 - loss: 1011.8489 - logits_profile_predictions_loss: 992.7831 - logcount_predictions_loss: 0.3270 17/2376 [..............................] - ETA: 19:15 - loss: 1013.8071 - logits_profile_predictions_loss: 994.7344 - logcount_predictions_loss: 0.3271 18/2376 [..............................] - ETA: 19:15 - loss: 1015.4718 - logits_profile_predictions_loss: 996.4071 - logcount_predictions_loss: 0.3270 19/2376 [..............................] - ETA: 19:14 - loss: 1017.2538 - logits_profile_predictions_loss: 998.2081 - logcount_predictions_loss: 0.3267 20/2376 [..............................] - ETA: 19:14 - loss: 1019.0179 - logits_profile_predictions_loss: 999.9893 - logcount_predictions_loss: 0.3264 21/2376 [..............................] - ETA: 19:13 - loss: 1020.6157 - logits_profile_predictions_loss: 1001.5992 - logcount_predictions_loss: 0.3262 22/2376 [..............................] - ETA: 19:13 - loss: 1022.1019 - logits_profile_predictions_loss: 1003.0993 - logcount_predictions_loss: 0.3259 23/2376 [..............................] - ETA: 19:12 - loss: 1023.4902 - logits_profile_predictions_loss: 1004.5093 - logcount_predictions_loss: 0.3256 24/2376 [..............................] - ETA: 19:12 - loss: 1024.8725 - logits_profile_predictions_loss: 1005.9142 - logcount_predictions_loss: 0.3252 25/2376 [..............................] - ETA: 19:11 - loss: 1026.1653 - logits_profile_predictions_loss: 1007.2227 - logcount_predictions_loss: 0.3249 26/2376 [..............................] - ETA: 19:11 - loss: 1027.2572 - logits_profile_predictions_loss: 1008.3296 - logcount_predictions_loss: 0.3247 27/2376 [..............................] - ETA: 19:10 - loss: 1028.3546 - logits_profile_predictions_loss: 1009.4490 - logcount_predictions_loss: 0.3243 28/2376 [..............................] - ETA: 19:10 - loss: 1029.6100 - logits_profile_predictions_loss: 1010.7245 - logcount_predictions_loss: 0.3239 29/2376 [..............................] - ETA: 19:09 - loss: 1030.7842 - logits_profile_predictions_loss: 1011.9198 - logcount_predictions_loss: 0.3236 30/2376 [..............................] - ETA: 19:09 - loss: 1031.8960 - logits_profile_predictions_loss: 1013.0541 - logcount_predictions_loss: 0.3232 31/2376 [..............................] - ETA: 19:08 - loss: 1032.8621 - logits_profile_predictions_loss: 1014.0381 - logcount_predictions_loss: 0.3229 32/2376 [..............................] - ETA: 19:08 - loss: 1033.8246 - logits_profile_predictions_loss: 1015.0238 - logcount_predictions_loss: 0.3225 33/2376 [..............................] - ETA: 19:07 - loss: 1034.6419 - logits_profile_predictions_loss: 1015.8581 - logcount_predictions_loss: 0.3222 34/2376 [..............................] - ETA: 19:07 - loss: 1035.3908 - logits_profile_predictions_loss: 1016.6220 - logcount_predictions_loss: 0.3219 35/2376 [..............................] - ETA: 19:06 - loss: 1035.9769 - logits_profile_predictions_loss: 1017.2248 - logcount_predictions_loss: 0.3216 36/2376 [..............................] - ETA: 19:06 - loss: 1036.4888 - logits_profile_predictions_loss: 1017.7554 - logcount_predictions_loss: 0.3213 37/2376 [..............................] - ETA: 19:05 - loss: 1036.9318 - logits_profile_predictions_loss: 1018.2128 - logcount_predictions_loss: 0.3211 38/2376 [..............................] - ETA: 19:05 - loss: 1037.3521 - logits_profile_predictions_loss: 1018.6453 - logcount_predictions_loss: 0.3209 39/2376 [..............................] - ETA: 19:05 - loss: 1037.8306 - logits_profile_predictions_loss: 1019.1355 - logcount_predictions_loss: 0.3207 40/2376 [..............................] - ETA: 19:04 - loss: 1038.2857 - logits_profile_predictions_loss: 1019.6017 - logcount_predictions_loss: 0.3205 41/2376 [..............................] - ETA: 19:03 - loss: 1038.7085 - logits_profile_predictions_loss: 1020.0322 - logcount_predictions_loss: 0.3203 42/2376 [..............................] - ETA: 19:03 - loss: 1039.1367 - logits_profile_predictions_loss: 1020.4655 - logcount_predictions_loss: 0.3203 43/2376 [..............................] - ETA: 19:03 - loss: 1039.5092 - logits_profile_predictions_loss: 1020.8420 - logcount_predictions_loss: 0.3202 44/2376 [..............................] - ETA: 19:02 - loss: 1039.8610 - logits_profile_predictions_loss: 1021.1980 - logcount_predictions_loss: 0.3201 45/2376 [..............................] - ETA: 19:01 - loss: 1040.2009 - logits_profile_predictions_loss: 1021.5420 - logcount_predictions_loss: 0.3201 46/2376 [..............................] - ETA: 19:01 - loss: 1040.5722 - logits_profile_predictions_loss: 1021.9143 - logcount_predictions_loss: 0.3200 47/2376 [..............................] - ETA: 19:00 - loss: 1040.9592 - logits_profile_predictions_loss: 1022.3042 - logcount_predictions_loss: 0.3200 48/2376 [..............................] - ETA: 19:00 - loss: 1041.3988 - logits_profile_predictions_loss: 1022.7465 - logcount_predictions_loss: 0.3199 49/2376 [..............................] - ETA: 18:59 - loss: 1041.8015 - logits_profile_predictions_loss: 1023.1528 - logcount_predictions_loss: 0.3199 50/2376 [..............................] - ETA: 18:59 - loss: 1042.1488 - logits_profile_predictions_loss: 1023.5052 - logcount_predictions_loss: 0.3198 51/2376 [..............................] - ETA: 18:58 - loss: 1042.5134 - logits_profile_predictions_loss: 1023.8762 - logcount_predictions_loss: 0.3197 52/2376 [..............................] - ETA: 18:58 - loss: 1042.8539 - logits_profile_predictions_loss: 1024.2223 - logcount_predictions_loss: 0.3196 53/2376 [..............................] - ETA: 18:57 - loss: 1043.1779 - logits_profile_predictions_loss: 1024.5507 - logcount_predictions_loss: 0.3195 54/2376 [..............................] - ETA: 18:57 - loss: 1043.4823 - logits_profile_predictions_loss: 1024.8598 - logcount_predictions_loss: 0.3194 55/2376 [..............................] - ETA: 18:56 - loss: 1043.7888 - logits_profile_predictions_loss: 1025.1705 - logcount_predictions_loss: 0.3194 56/2376 [..............................] - ETA: 18:56 - loss: 1044.0861 - logits_profile_predictions_loss: 1025.4724 - logcount_predictions_loss: 0.3193 57/2376 [..............................] - ETA: 18:55 - loss: 1044.3748 - logits_profile_predictions_loss: 1025.7651 - logcount_predictions_loss: 0.3192 58/2376 [..............................] - ETA: 18:55 - loss: 1044.6607 - logits_profile_predictions_loss: 1026.0554 - logcount_predictions_loss: 0.3191 59/2376 [..............................] - ETA: 18:54 - loss: 1044.9652 - logits_profile_predictions_loss: 1026.3646 - logcount_predictions_loss: 0.3191 60/2376 [..............................] - ETA: 18:54 - loss: 1045.2514 - logits_profile_predictions_loss: 1026.6550 - logcount_predictions_loss: 0.3190 61/2376 [..............................] - ETA: 18:53 - loss: 1045.5081 - logits_profile_predictions_loss: 1026.9151 - logcount_predictions_loss: 0.3189 62/2376 [..............................] - ETA: 18:53 - loss: 1045.7682 - logits_profile_predictions_loss: 1027.1776 - logcount_predictions_loss: 0.3189 63/2376 [..............................] - ETA: 18:52 - loss: 1046.0125 - logits_profile_predictions_loss: 1027.4255 - logcount_predictions_loss: 0.3188 64/2376 [..............................] - ETA: 18:52 - loss: 1046.2443 - logits_profile_predictions_loss: 1027.6604 - logcount_predictions_loss: 0.3188 65/2376 [..............................] - ETA: 18:52 - loss: 1046.4697 - logits_profile_predictions_loss: 1027.8886 - logcount_predictions_loss: 0.3187 66/2376 [..............................] - ETA: 18:51 - loss: 1046.7089 - logits_profile_predictions_loss: 1028.1298 - logcount_predictions_loss: 0.3187 67/2376 [..............................] - ETA: 18:51 - loss: 1046.9358 - logits_profile_predictions_loss: 1028.3597 - logcount_predictions_loss: 0.3186 68/2376 [..............................] - ETA: 18:50 - loss: 1047.1624 - logits_profile_predictions_loss: 1028.5895 - logcount_predictions_loss: 0.3186 69/2376 [..............................] - ETA: 18:50 - loss: 1047.3732 - logits_profile_predictions_loss: 1028.8042 - logcount_predictions_loss: 0.3185 70/2376 [..............................] - ETA: 18:49 - loss: 1047.5766 - logits_profile_predictions_loss: 1029.0117 - logcount_predictions_loss: 0.3184 71/2376 [..............................] - ETA: 18:49 - loss: 1047.7510 - logits_profile_predictions_loss: 1029.1896 - logcount_predictions_loss: 0.3184 72/2376 [..............................] - ETA: 18:48 - loss: 1047.9259 - logits_profile_predictions_loss: 1029.3680 - logcount_predictions_loss: 0.3183 73/2376 [..............................] - ETA: 18:48 - loss: 1048.1043 - logits_profile_predictions_loss: 1029.5505 - logcount_predictions_loss: 0.3182 74/2376 [..............................] - ETA: 18:47 - loss: 1048.2499 - logits_profile_predictions_loss: 1029.6996 - logcount_predictions_loss: 0.3182 75/2376 [..............................] - ETA: 18:47 - loss: 1048.3915 - logits_profile_predictions_loss: 1029.8437 - logcount_predictions_loss: 0.3181 76/2376 [..............................] - ETA: 18:46 - loss: 1048.5300 - logits_profile_predictions_loss: 1029.9845 - logcount_predictions_loss: 0.3181 77/2376 [..............................] - ETA: 18:46 - loss: 1048.6671 - logits_profile_predictions_loss: 1030.1232 - logcount_predictions_loss: 0.3181 78/2376 [..............................] - ETA: 18:45 - loss: 1048.7934 - logits_profile_predictions_loss: 1030.2513 - logcount_predictions_loss: 0.3180 79/2376 [..............................] - ETA: 18:45 - loss: 1048.9318 - logits_profile_predictions_loss: 1030.3907 - logcount_predictions_loss: 0.3180 80/2376 [>.............................] - ETA: 18:44 - loss: 1049.0682 - logits_profile_predictions_loss: 1030.5294 - logcount_predictions_loss: 0.3180 81/2376 [>.............................] - ETA: 18:44 - loss: 1049.2080 - logits_profile_predictions_loss: 1030.6709 - logcount_predictions_loss: 0.3180 82/2376 [>.............................] - ETA: 18:43 - loss: 1049.3447 - logits_profile_predictions_loss: 1030.8101 - logcount_predictions_loss: 0.3179 83/2376 [>.............................] - ETA: 18:43 - loss: 1049.4727 - logits_profile_predictions_loss: 1030.9419 - logcount_predictions_loss: 0.3179 84/2376 [>.............................] - ETA: 18:42 - loss: 1049.5935 - logits_profile_predictions_loss: 1031.0663 - logcount_predictions_loss: 0.3178 85/2376 [>.............................] - ETA: 18:42 - loss: 1049.7002 - logits_profile_predictions_loss: 1031.1766 - logcount_predictions_loss: 0.3177 86/2376 [>.............................] - ETA: 18:41 - loss: 1049.8063 - logits_profile_predictions_loss: 1031.2861 - logcount_predictions_loss: 0.3177 87/2376 [>.............................] - ETA: 18:41 - loss: 1049.9071 - logits_profile_predictions_loss: 1031.3906 - logcount_predictions_loss: 0.3176 88/2376 [>.............................] - ETA: 18:40 - loss: 1050.0058 - logits_profile_predictions_loss: 1031.4924 - logcount_predictions_loss: 0.3176 89/2376 [>.............................] - ETA: 18:40 - loss: 1050.1019 - logits_profile_predictions_loss: 1031.5922 - logcount_predictions_loss: 0.3175 90/2376 [>.............................] - ETA: 18:39 - loss: 1050.1845 - logits_profile_predictions_loss: 1031.6782 - logcount_predictions_loss: 0.3174 91/2376 [>.............................] - ETA: 18:39 - loss: 1050.2704 - logits_profile_predictions_loss: 1031.7680 - logcount_predictions_loss: 0.3174 92/2376 [>.............................] - ETA: 18:38 - loss: 1050.3613 - logits_profile_predictions_loss: 1031.8633 - logcount_predictions_loss: 0.3173 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loss: 1058.4917 - logits_profile_predictions_loss: 1041.0664 - logcount_predictions_loss: 0.2989 2374/2376 [============================>.] - ETA: 0s - loss: 1058.4907 - logits_profile_predictions_loss: 1041.0655 - logcount_predictions_loss: 0.2989 2375/2376 [============================>.] - ETA: 0s - loss: 1058.4898 - logits_profile_predictions_loss: 1041.0646 - logcount_predictions_loss: 0.2989 2376/2376 [==============================] - ETA: 0s - loss: 1058.4889 - logits_profile_predictions_loss: 1041.0638 - logcount_predictions_loss: 0.2989 2376/2376 [==============================] - 1207s 508ms/step - loss: 1058.4879 - logits_profile_predictions_loss: 1041.0630 - logcount_predictions_loss: 0.2989 - val_loss: 1122.3700 - val_logits_profile_predictions_loss: 1102.5638 - val_logcount_predictions_loss: 0.3397 Epoch 00011: val_loss improved from 1128.94861 to 1122.37000, saving model to 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ETA: 21s - loss: 1050.3866 - logits_profile_predictions_loss: 1034.0898 - logcount_predictions_loss: 0.2795 2333/2376 [============================>.] - ETA: 21s - loss: 1050.3862 - logits_profile_predictions_loss: 1034.0893 - logcount_predictions_loss: 0.2795 2334/2376 [============================>.] - ETA: 20s - loss: 1050.3857 - logits_profile_predictions_loss: 1034.0889 - logcount_predictions_loss: 0.2795 2335/2376 [============================>.] - ETA: 20s - loss: 1050.3853 - logits_profile_predictions_loss: 1034.0885 - logcount_predictions_loss: 0.2795 2336/2376 [============================>.] - ETA: 19s - loss: 1050.3849 - logits_profile_predictions_loss: 1034.0881 - logcount_predictions_loss: 0.2795 2337/2376 [============================>.] - ETA: 19s - loss: 1050.3845 - logits_profile_predictions_loss: 1034.0877 - logcount_predictions_loss: 0.2795 2338/2376 [============================>.] - ETA: 18s - loss: 1050.3841 - logits_profile_predictions_loss: 1034.0873 - 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ETA: 15s - loss: 1050.3810 - logits_profile_predictions_loss: 1034.0843 - logcount_predictions_loss: 0.2795 2346/2376 [============================>.] - ETA: 14s - loss: 1050.3805 - logits_profile_predictions_loss: 1034.0838 - logcount_predictions_loss: 0.2795 2347/2376 [============================>.] - ETA: 14s - loss: 1050.3800 - logits_profile_predictions_loss: 1034.0834 - logcount_predictions_loss: 0.2795 2348/2376 [============================>.] - ETA: 13s - loss: 1050.3796 - logits_profile_predictions_loss: 1034.0829 - logcount_predictions_loss: 0.2795 2349/2376 [============================>.] - ETA: 13s - loss: 1050.3791 - logits_profile_predictions_loss: 1034.0824 - logcount_predictions_loss: 0.2795 2350/2376 [============================>.] - ETA: 12s - loss: 1050.3786 - logits_profile_predictions_loss: 1034.0820 - logcount_predictions_loss: 0.2795 2351/2376 [============================>.] - ETA: 12s - loss: 1050.3781 - logits_profile_predictions_loss: 1034.0815 - logcount_predictions_loss: 0.2795 2352/2376 [============================>.] - ETA: 11s - loss: 1050.3777 - logits_profile_predictions_loss: 1034.0811 - logcount_predictions_loss: 0.2795 2353/2376 [============================>.] - ETA: 11s - loss: 1050.3772 - logits_profile_predictions_loss: 1034.0806 - logcount_predictions_loss: 0.2795 2354/2376 [============================>.] - ETA: 10s - loss: 1050.3768 - logits_profile_predictions_loss: 1034.0801 - logcount_predictions_loss: 0.2795 2355/2376 [============================>.] - ETA: 10s - loss: 1050.3763 - logits_profile_predictions_loss: 1034.0797 - logcount_predictions_loss: 0.2795 2356/2376 [============================>.] - ETA: 9s - loss: 1050.3758 - logits_profile_predictions_loss: 1034.0793 - logcount_predictions_loss: 0.2795  2357/2376 [============================>.] - ETA: 9s - loss: 1050.3754 - logits_profile_predictions_loss: 1034.0788 - logcount_predictions_loss: 0.2795 2358/2376 [============================>.] - ETA: 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logcount_predictions_loss: 0.2795 2365/2376 [============================>.] - ETA: 5s - loss: 1050.3717 - logits_profile_predictions_loss: 1034.0752 - logcount_predictions_loss: 0.2795 2366/2376 [============================>.] - ETA: 4s - loss: 1050.3712 - logits_profile_predictions_loss: 1034.0747 - logcount_predictions_loss: 0.2795 2367/2376 [============================>.] - ETA: 4s - loss: 1050.3707 - logits_profile_predictions_loss: 1034.0742 - logcount_predictions_loss: 0.2795 2368/2376 [============================>.] - ETA: 3s - loss: 1050.3702 - logits_profile_predictions_loss: 1034.0738 - logcount_predictions_loss: 0.2795 2369/2376 [============================>.] - ETA: 3s - loss: 1050.3698 - logits_profile_predictions_loss: 1034.0733 - logcount_predictions_loss: 0.2795 2370/2376 [============================>.] - ETA: 2s - loss: 1050.3693 - logits_profile_predictions_loss: 1034.0728 - logcount_predictions_loss: 0.2795 2371/2376 [============================>.] - ETA: 2s - loss: 1050.3688 - logits_profile_predictions_loss: 1034.0724 - logcount_predictions_loss: 0.2795 2372/2376 [============================>.] - ETA: 1s - loss: 1050.3684 - logits_profile_predictions_loss: 1034.0719 - logcount_predictions_loss: 0.2795 2373/2376 [============================>.] - ETA: 1s - loss: 1050.3679 - logits_profile_predictions_loss: 1034.0715 - logcount_predictions_loss: 0.2795 2374/2376 [============================>.] - ETA: 0s - loss: 1050.3674 - logits_profile_predictions_loss: 1034.0710 - logcount_predictions_loss: 0.2795 2375/2376 [============================>.] - ETA: 0s - loss: 1050.3670 - logits_profile_predictions_loss: 1034.0705 - logcount_predictions_loss: 0.2795 2376/2376 [==============================] - ETA: 0s - loss: 1050.3665 - logits_profile_predictions_loss: 1034.0701 - logcount_predictions_loss: 0.2795 2376/2376 [==============================] - 1208s 508ms/step - loss: 1050.3660 - logits_profile_predictions_loss: 1034.0696 - logcount_predictions_loss: 0.2795 - val_loss: 1125.6813 - val_logits_profile_predictions_loss: 1105.1179 - val_logcount_predictions_loss: 0.3527 Epoch 00012: val_loss did not improve from 1122.37000 Epoch 13/50 1/2376 [..............................] - ETA: 20:37 - loss: 1091.3020 - logits_profile_predictions_loss: 1075.3486 - logcount_predictions_loss: 0.2736 2/2376 [..............................] - ETA: 19:22 - loss: 1064.6665 - logits_profile_predictions_loss: 1049.9000 - logcount_predictions_loss: 0.2533 3/2376 [..............................] - ETA: 19:22 - loss: 1053.5654 - logits_profile_predictions_loss: 1039.4710 - logcount_predictions_loss: 0.2418 4/2376 [..............................] - ETA: 19:21 - loss: 1046.5439 - logits_profile_predictions_loss: 1032.7142 - logcount_predictions_loss: 0.2372 5/2376 [..............................] - ETA: 19:21 - loss: 1039.6457 - logits_profile_predictions_loss: 1026.0563 - logcount_predictions_loss: 0.2331 6/2376 [..............................] - ETA: 19:21 - loss: 1034.8218 - logits_profile_predictions_loss: 1021.0768 - logcount_predictions_loss: 0.2358 7/2376 [..............................] - ETA: 19:20 - loss: 1031.2958 - logits_profile_predictions_loss: 1017.4358 - logcount_predictions_loss: 0.2377 8/2376 [..............................] - ETA: 19:20 - loss: 1029.0454 - logits_profile_predictions_loss: 1015.0547 - logcount_predictions_loss: 0.2400 9/2376 [..............................] - ETA: 19:19 - loss: 1027.3531 - logits_profile_predictions_loss: 1013.2225 - logcount_predictions_loss: 0.2424 10/2376 [..............................] - ETA: 19:19 - loss: 1026.2952 - logits_profile_predictions_loss: 1012.0078 - logcount_predictions_loss: 0.2451 11/2376 [..............................] - ETA: 19:18 - loss: 1025.5096 - logits_profile_predictions_loss: 1011.0939 - logcount_predictions_loss: 0.2473 12/2376 [..............................] - ETA: 19:18 - loss: 1025.2229 - logits_profile_predictions_loss: 1010.6818 - logcount_predictions_loss: 0.2494 13/2376 [..............................] - ETA: 19:17 - loss: 1025.3597 - logits_profile_predictions_loss: 1010.7048 - logcount_predictions_loss: 0.2514 14/2376 [..............................] - ETA: 19:17 - loss: 1025.4274 - logits_profile_predictions_loss: 1010.6903 - logcount_predictions_loss: 0.2528 15/2376 [..............................] - ETA: 19:16 - loss: 1025.5269 - logits_profile_predictions_loss: 1010.7325 - logcount_predictions_loss: 0.2538 16/2376 [..............................] - ETA: 19:16 - loss: 1025.5827 - logits_profile_predictions_loss: 1010.7089 - logcount_predictions_loss: 0.2551 17/2376 [..............................] - ETA: 19:17 - loss: 1025.9006 - logits_profile_predictions_loss: 1010.9601 - logcount_predictions_loss: 0.2563 18/2376 [..............................] - ETA: 19:17 - loss: 1026.1138 - logits_profile_predictions_loss: 1011.1204 - logcount_predictions_loss: 0.2572 19/2376 [..............................] - ETA: 19:16 - loss: 1026.2950 - logits_profile_predictions_loss: 1011.2507 - logcount_predictions_loss: 0.2580 20/2376 [..............................] - ETA: 19:15 - loss: 1026.5452 - logits_profile_predictions_loss: 1011.4599 - logcount_predictions_loss: 0.2588 21/2376 [..............................] - ETA: 19:15 - loss: 1027.0756 - logits_profile_predictions_loss: 1011.9555 - logcount_predictions_loss: 0.2593 22/2376 [..............................] - ETA: 19:14 - loss: 1027.3535 - logits_profile_predictions_loss: 1012.1999 - logcount_predictions_loss: 0.2599 23/2376 [..............................] - ETA: 19:13 - loss: 1027.6343 - logits_profile_predictions_loss: 1012.4596 - logcount_predictions_loss: 0.2603 24/2376 [..............................] - ETA: 19:13 - loss: 1027.8011 - logits_profile_predictions_loss: 1012.6114 - logcount_predictions_loss: 0.2605 25/2376 [..............................] - ETA: 19:12 - loss: 1028.0383 - logits_profile_predictions_loss: 1012.8329 - logcount_predictions_loss: 0.2608 26/2376 [..............................] - ETA: 19:12 - loss: 1028.3132 - logits_profile_predictions_loss: 1013.0974 - logcount_predictions_loss: 0.2610 27/2376 [..............................] - ETA: 19:11 - loss: 1028.6630 - logits_profile_predictions_loss: 1013.4375 - logcount_predictions_loss: 0.2612 28/2376 [..............................] - ETA: 19:11 - loss: 1028.9000 - logits_profile_predictions_loss: 1013.6660 - logcount_predictions_loss: 0.2613 29/2376 [..............................] - ETA: 19:10 - loss: 1029.0583 - logits_profile_predictions_loss: 1013.8190 - logcount_predictions_loss: 0.2614 30/2376 [..............................] - ETA: 19:10 - loss: 1029.1827 - logits_profile_predictions_loss: 1013.9393 - logcount_predictions_loss: 0.2615 31/2376 [..............................] - ETA: 19:09 - loss: 1029.3015 - logits_profile_predictions_loss: 1014.0534 - logcount_predictions_loss: 0.2615 32/2376 [..............................] - ETA: 19:09 - loss: 1029.4068 - logits_profile_predictions_loss: 1014.1574 - logcount_predictions_loss: 0.2616 33/2376 [..............................] - ETA: 19:08 - loss: 1029.5641 - logits_profile_predictions_loss: 1014.3145 - logcount_predictions_loss: 0.2616 34/2376 [..............................] - ETA: 19:08 - loss: 1029.7446 - logits_profile_predictions_loss: 1014.4940 - logcount_predictions_loss: 0.2616 35/2376 [..............................] - ETA: 19:07 - loss: 1029.9603 - logits_profile_predictions_loss: 1014.7093 - logcount_predictions_loss: 0.2616 36/2376 [..............................] - ETA: 19:07 - loss: 1030.2489 - logits_profile_predictions_loss: 1015.0000 - logcount_predictions_loss: 0.2616 37/2376 [..............................] - ETA: 19:06 - loss: 1030.5366 - logits_profile_predictions_loss: 1015.2905 - logcount_predictions_loss: 0.2615 38/2376 [..............................] - ETA: 19:05 - loss: 1030.8397 - logits_profile_predictions_loss: 1015.5955 - logcount_predictions_loss: 0.2615 39/2376 [..............................] - ETA: 19:05 - loss: 1031.0563 - logits_profile_predictions_loss: 1015.8101 - logcount_predictions_loss: 0.2615 40/2376 [..............................] - ETA: 19:04 - loss: 1031.2875 - logits_profile_predictions_loss: 1016.0371 - logcount_predictions_loss: 0.2616 41/2376 [..............................] - ETA: 19:04 - loss: 1031.5337 - logits_profile_predictions_loss: 1016.2798 - logcount_predictions_loss: 0.2616 42/2376 [..............................] - ETA: 19:03 - loss: 1031.7437 - logits_profile_predictions_loss: 1016.4863 - logcount_predictions_loss: 0.2617 43/2376 [..............................] - ETA: 19:03 - loss: 1031.9426 - logits_profile_predictions_loss: 1016.6817 - logcount_predictions_loss: 0.2618 44/2376 [..............................] - ETA: 19:02 - loss: 1032.1375 - logits_profile_predictions_loss: 1016.8746 - logcount_predictions_loss: 0.2618 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ETA: 18s - loss: 1043.4056 - logits_profile_predictions_loss: 1027.9449 - logcount_predictions_loss: 0.2652 2339/2376 [============================>.] - ETA: 18s - loss: 1043.4061 - logits_profile_predictions_loss: 1027.9454 - logcount_predictions_loss: 0.2652 2340/2376 [============================>.] - ETA: 17s - loss: 1043.4066 - logits_profile_predictions_loss: 1027.9459 - logcount_predictions_loss: 0.2652 2341/2376 [============================>.] - ETA: 17s - loss: 1043.4072 - logits_profile_predictions_loss: 1027.9464 - logcount_predictions_loss: 0.2652 2342/2376 [============================>.] - ETA: 16s - loss: 1043.4077 - logits_profile_predictions_loss: 1027.9469 - logcount_predictions_loss: 0.2652 2343/2376 [============================>.] - ETA: 16s - loss: 1043.4082 - logits_profile_predictions_loss: 1027.9474 - logcount_predictions_loss: 0.2652 2344/2376 [============================>.] - ETA: 15s - loss: 1043.4088 - logits_profile_predictions_loss: 1027.9479 - 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ETA: 12s - loss: 1043.4123 - logits_profile_predictions_loss: 1027.9513 - logcount_predictions_loss: 0.2652 2352/2376 [============================>.] - ETA: 11s - loss: 1043.4128 - logits_profile_predictions_loss: 1027.9517 - logcount_predictions_loss: 0.2652 2353/2376 [============================>.] - ETA: 11s - loss: 1043.4133 - logits_profile_predictions_loss: 1027.9522 - logcount_predictions_loss: 0.2652 2354/2376 [============================>.] - ETA: 10s - loss: 1043.4138 - logits_profile_predictions_loss: 1027.9527 - logcount_predictions_loss: 0.2652 2355/2376 [============================>.] - ETA: 10s - loss: 1043.4143 - logits_profile_predictions_loss: 1027.9531 - logcount_predictions_loss: 0.2652 2356/2376 [============================>.] - ETA: 9s - loss: 1043.4148 - logits_profile_predictions_loss: 1027.9536 - logcount_predictions_loss: 0.2652  2357/2376 [============================>.] - ETA: 9s - loss: 1043.4152 - logits_profile_predictions_loss: 1027.9541 - logcount_predictions_loss: 0.2652 2358/2376 [============================>.] - ETA: 8s - loss: 1043.4158 - logits_profile_predictions_loss: 1027.9545 - logcount_predictions_loss: 0.2652 2359/2376 [============================>.] - ETA: 8s - loss: 1043.4162 - logits_profile_predictions_loss: 1027.9550 - logcount_predictions_loss: 0.2652 2360/2376 [============================>.] - ETA: 7s - loss: 1043.4167 - logits_profile_predictions_loss: 1027.9555 - logcount_predictions_loss: 0.2652 2361/2376 [============================>.] - ETA: 7s - loss: 1043.4172 - logits_profile_predictions_loss: 1027.9559 - logcount_predictions_loss: 0.2652 2362/2376 [============================>.] - ETA: 6s - loss: 1043.4177 - logits_profile_predictions_loss: 1027.9564 - logcount_predictions_loss: 0.2652 2363/2376 [============================>.] - ETA: 6s - loss: 1043.4182 - logits_profile_predictions_loss: 1027.9568 - logcount_predictions_loss: 0.2652 2364/2376 [============================>.] - ETA: 5s - loss: 1043.4186 - logits_profile_predictions_loss: 1027.9573 - logcount_predictions_loss: 0.2652 2365/2376 [============================>.] - ETA: 5s - loss: 1043.4191 - logits_profile_predictions_loss: 1027.9577 - logcount_predictions_loss: 0.2652 2366/2376 [============================>.] - ETA: 4s - loss: 1043.4196 - logits_profile_predictions_loss: 1027.9582 - logcount_predictions_loss: 0.2652 2367/2376 [============================>.] - ETA: 4s - loss: 1043.4200 - logits_profile_predictions_loss: 1027.9586 - logcount_predictions_loss: 0.2652 2368/2376 [============================>.] - ETA: 3s - loss: 1043.4205 - logits_profile_predictions_loss: 1027.9591 - logcount_predictions_loss: 0.2652 2369/2376 [============================>.] - ETA: 3s - loss: 1043.4210 - logits_profile_predictions_loss: 1027.9595 - logcount_predictions_loss: 0.2652 2370/2376 [============================>.] - ETA: 2s - loss: 1043.4215 - logits_profile_predictions_loss: 1027.9600 - logcount_predictions_loss: 0.2652 2371/2376 [============================>.] - ETA: 2s - loss: 1043.4220 - logits_profile_predictions_loss: 1027.9605 - logcount_predictions_loss: 0.2652 2372/2376 [============================>.] - ETA: 1s - loss: 1043.4225 - logits_profile_predictions_loss: 1027.9609 - logcount_predictions_loss: 0.2652 2373/2376 [============================>.] - ETA: 1s - loss: 1043.4230 - logits_profile_predictions_loss: 1027.9614 - logcount_predictions_loss: 0.2652 2374/2376 [============================>.] - ETA: 0s - loss: 1043.4235 - logits_profile_predictions_loss: 1027.9619 - logcount_predictions_loss: 0.2652 2375/2376 [============================>.] - ETA: 0s - loss: 1043.4239 - logits_profile_predictions_loss: 1027.9623 - logcount_predictions_loss: 0.2652 2376/2376 [==============================] - ETA: 0s - loss: 1043.4244 - logits_profile_predictions_loss: 1027.9628 - logcount_predictions_loss: 0.2652 2376/2376 [==============================] - 1207s 508ms/step - loss: 1043.4249 - logits_profile_predictions_loss: 1027.9632 - logcount_predictions_loss: 0.2652 - val_loss: 1123.0276 - val_logits_profile_predictions_loss: 1102.5056 - val_logcount_predictions_loss: 0.3520 Epoch 00013: val_loss did not improve from 1122.37000 Epoch 14/50 1/2376 [..............................] - ETA: 20:57 - loss: 969.0444 - logits_profile_predictions_loss: 950.8373 - logcount_predictions_loss: 0.3123 2/2376 [..............................] - ETA: 19:23 - loss: 980.8223 - logits_profile_predictions_loss: 962.3551 - logcount_predictions_loss: 0.3168 3/2376 [..............................] - ETA: 19:23 - loss: 987.4745 - logits_profile_predictions_loss: 968.9624 - logcount_predictions_loss: 0.3175 4/2376 [..............................] - ETA: 19:22 - loss: 1000.7354 - logits_profile_predictions_loss: 982.3571 - logcount_predictions_loss: 0.3152 5/2376 [..............................] - ETA: 19:21 - loss: 1009.6746 - logits_profile_predictions_loss: 991.6352 - logcount_predictions_loss: 0.3094 6/2376 [..............................] - ETA: 19:20 - loss: 1018.0901 - logits_profile_predictions_loss: 1000.1945 - logcount_predictions_loss: 0.3070 7/2376 [..............................] - ETA: 19:20 - loss: 1023.9695 - logits_profile_predictions_loss: 1006.1520 - logcount_predictions_loss: 0.3056 8/2376 [..............................] - ETA: 19:19 - loss: 1029.1841 - logits_profile_predictions_loss: 1011.4310 - logcount_predictions_loss: 0.3045 9/2376 [..............................] - ETA: 19:18 - loss: 1033.0070 - logits_profile_predictions_loss: 1015.3269 - logcount_predictions_loss: 0.3033 10/2376 [..............................] - ETA: 19:18 - loss: 1034.9955 - logits_profile_predictions_loss: 1017.3654 - logcount_predictions_loss: 0.3024 11/2376 [..............................] - ETA: 19:17 - loss: 1036.6131 - logits_profile_predictions_loss: 1019.0967 - logcount_predictions_loss: 0.3005 12/2376 [..............................] - ETA: 19:17 - loss: 1038.1111 - logits_profile_predictions_loss: 1020.6787 - logcount_predictions_loss: 0.2990 13/2376 [..............................] - ETA: 19:16 - loss: 1039.2496 - logits_profile_predictions_loss: 1021.9118 - logcount_predictions_loss: 0.2974 14/2376 [..............................] - ETA: 19:15 - loss: 1040.2267 - logits_profile_predictions_loss: 1022.9915 - logcount_predictions_loss: 0.2956 15/2376 [..............................] - ETA: 19:15 - loss: 1041.3208 - logits_profile_predictions_loss: 1024.1884 - logcount_predictions_loss: 0.2939 16/2376 [..............................] - ETA: 19:14 - loss: 1042.2897 - logits_profile_predictions_loss: 1025.2287 - logcount_predictions_loss: 0.2926 17/2376 [..............................] - ETA: 19:14 - loss: 1043.2274 - logits_profile_predictions_loss: 1026.2365 - logcount_predictions_loss: 0.2914 18/2376 [..............................] - ETA: 19:13 - loss: 1043.9416 - logits_profile_predictions_loss: 1027.0233 - logcount_predictions_loss: 0.2902 19/2376 [..............................] - ETA: 19:13 - loss: 1044.4061 - logits_profile_predictions_loss: 1027.5627 - logcount_predictions_loss: 0.2889 20/2376 [..............................] - ETA: 19:12 - loss: 1044.7585 - logits_profile_predictions_loss: 1027.9746 - logcount_predictions_loss: 0.2879 21/2376 [..............................] - ETA: 19:12 - loss: 1045.0160 - logits_profile_predictions_loss: 1028.2980 - logcount_predictions_loss: 0.2868 22/2376 [..............................] - ETA: 19:11 - loss: 1045.0817 - logits_profile_predictions_loss: 1028.4247 - logcount_predictions_loss: 0.2857 23/2376 [..............................] - ETA: 19:11 - loss: 1045.0880 - logits_profile_predictions_loss: 1028.4922 - logcount_predictions_loss: 0.2847 24/2376 [..............................] - ETA: 19:11 - loss: 1045.0762 - logits_profile_predictions_loss: 1028.5438 - logcount_predictions_loss: 0.2836 25/2376 [..............................] - ETA: 19:10 - loss: 1044.9639 - logits_profile_predictions_loss: 1028.4942 - logcount_predictions_loss: 0.2825 26/2376 [..............................] - ETA: 19:10 - loss: 1044.8941 - logits_profile_predictions_loss: 1028.4852 - logcount_predictions_loss: 0.2815 27/2376 [..............................] - ETA: 19:09 - loss: 1044.8814 - logits_profile_predictions_loss: 1028.5274 - logcount_predictions_loss: 0.2805 28/2376 [..............................] - ETA: 19:09 - loss: 1044.8261 - logits_profile_predictions_loss: 1028.5276 - logcount_predictions_loss: 0.2796 29/2376 [..............................] - ETA: 19:08 - loss: 1044.6455 - logits_profile_predictions_loss: 1028.3984 - logcount_predictions_loss: 0.2787 30/2376 [..............................] - ETA: 19:08 - loss: 1044.6859 - logits_profile_predictions_loss: 1028.4836 - logcount_predictions_loss: 0.2779 31/2376 [..............................] - ETA: 19:07 - loss: 1044.7132 - logits_profile_predictions_loss: 1028.5554 - logcount_predictions_loss: 0.2772 32/2376 [..............................] - ETA: 19:07 - loss: 1044.7533 - logits_profile_predictions_loss: 1028.6357 - logcount_predictions_loss: 0.2765 33/2376 [..............................] - ETA: 19:07 - loss: 1044.6934 - logits_profile_predictions_loss: 1028.6121 - logcount_predictions_loss: 0.2758 34/2376 [..............................] - ETA: 19:06 - loss: 1044.6930 - logits_profile_predictions_loss: 1028.6490 - logcount_predictions_loss: 0.2752 35/2376 [..............................] - ETA: 19:06 - loss: 1044.6955 - logits_profile_predictions_loss: 1028.6887 - logcount_predictions_loss: 0.2746 36/2376 [..............................] - ETA: 19:05 - loss: 1044.6956 - logits_profile_predictions_loss: 1028.7259 - logcount_predictions_loss: 0.2739 37/2376 [..............................] - ETA: 19:05 - loss: 1044.6792 - logits_profile_predictions_loss: 1028.7470 - logcount_predictions_loss: 0.2733 38/2376 [..............................] - ETA: 19:04 - loss: 1044.6482 - logits_profile_predictions_loss: 1028.7480 - logcount_predictions_loss: 0.2727 39/2376 [..............................] - ETA: 19:04 - loss: 1044.6381 - logits_profile_predictions_loss: 1028.7651 - logcount_predictions_loss: 0.2723 40/2376 [..............................] - ETA: 19:03 - loss: 1044.6675 - logits_profile_predictions_loss: 1028.8208 - logcount_predictions_loss: 0.2718 41/2376 [..............................] - ETA: 19:03 - loss: 1044.7540 - logits_profile_predictions_loss: 1028.9319 - logcount_predictions_loss: 0.2714 42/2376 [..............................] - ETA: 19:02 - loss: 1044.8432 - logits_profile_predictions_loss: 1029.0467 - logcount_predictions_loss: 0.2710 43/2376 [..............................] - ETA: 19:02 - loss: 1044.9787 - logits_profile_predictions_loss: 1029.2061 - logcount_predictions_loss: 0.2705 44/2376 [..............................] - ETA: 19:01 - loss: 1045.1465 - logits_profile_predictions_loss: 1029.3961 - logcount_predictions_loss: 0.2702 45/2376 [..............................] - ETA: 19:01 - loss: 1045.2977 - logits_profile_predictions_loss: 1029.5685 - logcount_predictions_loss: 0.2698 46/2376 [..............................] - ETA: 19:00 - loss: 1045.4274 - logits_profile_predictions_loss: 1029.7196 - logcount_predictions_loss: 0.2694 47/2376 [..............................] - ETA: 19:00 - loss: 1045.5393 - logits_profile_predictions_loss: 1029.8466 - logcount_predictions_loss: 0.2692 48/2376 [..............................] - ETA: 18:59 - loss: 1045.6480 - logits_profile_predictions_loss: 1029.9684 - logcount_predictions_loss: 0.2689 49/2376 [..............................] - ETA: 18:59 - loss: 1045.7513 - logits_profile_predictions_loss: 1030.0838 - logcount_predictions_loss: 0.2687 50/2376 [..............................] - ETA: 18:58 - loss: 1045.8586 - logits_profile_predictions_loss: 1030.2018 - logcount_predictions_loss: 0.2686 51/2376 [..............................] - ETA: 18:58 - loss: 1045.9459 - logits_profile_predictions_loss: 1030.3000 - logcount_predictions_loss: 0.2684 52/2376 [..............................] - ETA: 18:57 - loss: 1046.0329 - logits_profile_predictions_loss: 1030.3989 - logcount_predictions_loss: 0.2682 53/2376 [..............................] - ETA: 18:57 - loss: 1046.0739 - logits_profile_predictions_loss: 1030.4513 - logcount_predictions_loss: 0.2680 54/2376 [..............................] - ETA: 18:56 - loss: 1046.1131 - logits_profile_predictions_loss: 1030.5015 - logcount_predictions_loss: 0.2678 55/2376 [..............................] - ETA: 18:56 - loss: 1046.1961 - logits_profile_predictions_loss: 1030.5963 - logcount_predictions_loss: 0.2676 56/2376 [..............................] - ETA: 18:55 - loss: 1046.2996 - logits_profile_predictions_loss: 1030.7107 - logcount_predictions_loss: 0.2674 57/2376 [..............................] - ETA: 18:55 - loss: 1046.4104 - logits_profile_predictions_loss: 1030.8319 - logcount_predictions_loss: 0.2672 58/2376 [..............................] - ETA: 18:54 - loss: 1046.5403 - logits_profile_predictions_loss: 1030.9723 - logcount_predictions_loss: 0.2670 59/2376 [..............................] - ETA: 18:54 - loss: 1046.6505 - logits_profile_predictions_loss: 1031.0921 - logcount_predictions_loss: 0.2669 60/2376 [..............................] - ETA: 18:53 - loss: 1046.7450 - logits_profile_predictions_loss: 1031.1943 - logcount_predictions_loss: 0.2667 61/2376 [..............................] - ETA: 18:53 - loss: 1046.7996 - logits_profile_predictions_loss: 1031.2564 - logcount_predictions_loss: 0.2666 62/2376 [..............................] - ETA: 18:52 - loss: 1046.8448 - logits_profile_predictions_loss: 1031.3099 - logcount_predictions_loss: 0.2665 63/2376 [..............................] - ETA: 18:52 - loss: 1046.9106 - logits_profile_predictions_loss: 1031.3834 - logcount_predictions_loss: 0.2663 64/2376 [..............................] - ETA: 18:51 - loss: 1046.9708 - logits_profile_predictions_loss: 1031.4501 - logcount_predictions_loss: 0.2662 65/2376 [..............................] - ETA: 18:51 - loss: 1047.0363 - logits_profile_predictions_loss: 1031.5214 - logcount_predictions_loss: 0.2661 66/2376 [..............................] - ETA: 18:50 - loss: 1047.1042 - logits_profile_predictions_loss: 1031.5950 - logcount_predictions_loss: 0.2660 67/2376 [..............................] - ETA: 18:50 - loss: 1047.1703 - logits_profile_predictions_loss: 1031.6677 - logcount_predictions_loss: 0.2659 68/2376 [..............................] - ETA: 18:49 - loss: 1047.2306 - logits_profile_predictions_loss: 1031.7345 - logcount_predictions_loss: 0.2658 69/2376 [..............................] - ETA: 18:49 - loss: 1047.2716 - logits_profile_predictions_loss: 1031.7821 - logcount_predictions_loss: 0.2657 70/2376 [..............................] - ETA: 18:48 - loss: 1047.3187 - logits_profile_predictions_loss: 1031.8358 - logcount_predictions_loss: 0.2656 71/2376 [..............................] - ETA: 18:48 - loss: 1047.3693 - logits_profile_predictions_loss: 1031.8928 - logcount_predictions_loss: 0.2655 72/2376 [..............................] - ETA: 18:47 - loss: 1047.4416 - logits_profile_predictions_loss: 1031.9714 - logcount_predictions_loss: 0.2654 73/2376 [..............................] - ETA: 18:47 - loss: 1047.4918 - logits_profile_predictions_loss: 1032.0268 - logcount_predictions_loss: 0.2653 74/2376 [..............................] - ETA: 18:47 - loss: 1047.5360 - logits_profile_predictions_loss: 1032.0755 - logcount_predictions_loss: 0.2652 75/2376 [..............................] - ETA: 18:46 - loss: 1047.5619 - logits_profile_predictions_loss: 1032.1054 - logcount_predictions_loss: 0.2651 76/2376 [..............................] - ETA: 18:46 - loss: 1047.5883 - logits_profile_predictions_loss: 1032.1359 - logcount_predictions_loss: 0.2651 77/2376 [..............................] - ETA: 18:45 - loss: 1047.6074 - logits_profile_predictions_loss: 1032.1589 - logcount_predictions_loss: 0.2650 78/2376 [..............................] - ETA: 18:45 - loss: 1047.6213 - logits_profile_predictions_loss: 1032.1768 - logcount_predictions_loss: 0.2649 79/2376 [..............................] - ETA: 18:44 - loss: 1047.6242 - logits_profile_predictions_loss: 1032.1837 - logcount_predictions_loss: 0.2648 80/2376 [>.............................] - ETA: 18:44 - loss: 1047.6313 - logits_profile_predictions_loss: 1032.1948 - logcount_predictions_loss: 0.2648 81/2376 [>.............................] - ETA: 18:43 - loss: 1047.6403 - logits_profile_predictions_loss: 1032.2076 - logcount_predictions_loss: 0.2647 82/2376 [>.............................] - ETA: 18:43 - loss: 1047.6542 - logits_profile_predictions_loss: 1032.2256 - logcount_predictions_loss: 0.2646 83/2376 [>.............................] - ETA: 18:42 - loss: 1047.6797 - logits_profile_predictions_loss: 1032.2556 - 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logcount_predictions_loss: 0.2360 19/2376 [..............................] - ETA: 19:14 - loss: 1051.8016 - logits_profile_predictions_loss: 1038.0233 - logcount_predictions_loss: 0.2363 20/2376 [..............................] - ETA: 19:13 - loss: 1051.3654 - logits_profile_predictions_loss: 1037.5690 - logcount_predictions_loss: 0.2366 21/2376 [..............................] - ETA: 19:13 - loss: 1050.9565 - logits_profile_predictions_loss: 1037.1436 - logcount_predictions_loss: 0.2369 22/2376 [..............................] - ETA: 19:12 - loss: 1050.6139 - logits_profile_predictions_loss: 1036.7850 - logcount_predictions_loss: 0.2372 23/2376 [..............................] - ETA: 19:12 - loss: 1050.0875 - logits_profile_predictions_loss: 1036.2261 - logcount_predictions_loss: 0.2378 24/2376 [..............................] - ETA: 19:11 - loss: 1049.6128 - logits_profile_predictions_loss: 1035.7226 - logcount_predictions_loss: 0.2383 25/2376 [..............................] - ETA: 19:11 - loss: 1049.1573 - logits_profile_predictions_loss: 1035.2397 - logcount_predictions_loss: 0.2387 26/2376 [..............................] - ETA: 19:10 - loss: 1048.6188 - logits_profile_predictions_loss: 1034.6801 - logcount_predictions_loss: 0.2391 27/2376 [..............................] - ETA: 19:10 - loss: 1048.1403 - logits_profile_predictions_loss: 1034.1889 - logcount_predictions_loss: 0.2393 28/2376 [..............................] - ETA: 19:09 - loss: 1047.7394 - logits_profile_predictions_loss: 1033.7823 - logcount_predictions_loss: 0.2394 29/2376 [..............................] - ETA: 19:09 - loss: 1047.3582 - logits_profile_predictions_loss: 1033.4004 - logcount_predictions_loss: 0.2394 30/2376 [..............................] - ETA: 19:08 - loss: 1047.0421 - logits_profile_predictions_loss: 1033.0833 - logcount_predictions_loss: 0.2394 31/2376 [..............................] - ETA: 19:08 - loss: 1046.7571 - logits_profile_predictions_loss: 1032.8003 - 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logcount_predictions_loss: 0.2413 71/2376 [..............................] - ETA: 18:48 - loss: 1041.1151 - logits_profile_predictions_loss: 1027.0460 - logcount_predictions_loss: 0.2413 72/2376 [..............................] - ETA: 18:48 - loss: 1040.9940 - logits_profile_predictions_loss: 1026.9216 - logcount_predictions_loss: 0.2414 73/2376 [..............................] - ETA: 18:47 - loss: 1040.8893 - logits_profile_predictions_loss: 1026.8139 - logcount_predictions_loss: 0.2414 74/2376 [..............................] - ETA: 18:47 - loss: 1040.7847 - logits_profile_predictions_loss: 1026.7067 - logcount_predictions_loss: 0.2415 75/2376 [..............................] - ETA: 18:46 - loss: 1040.6837 - logits_profile_predictions_loss: 1026.6041 - logcount_predictions_loss: 0.2415 76/2376 [..............................] - ETA: 18:46 - loss: 1040.5789 - logits_profile_predictions_loss: 1026.4983 - logcount_predictions_loss: 0.2415 77/2376 [..............................] - ETA: 18:45 - loss: 1040.4744 - logits_profile_predictions_loss: 1026.3928 - logcount_predictions_loss: 0.2415 78/2376 [..............................] - ETA: 18:45 - loss: 1040.3736 - logits_profile_predictions_loss: 1026.2905 - logcount_predictions_loss: 0.2416 79/2376 [..............................] - ETA: 18:44 - loss: 1040.2820 - logits_profile_predictions_loss: 1026.1984 - logcount_predictions_loss: 0.2416 80/2376 [>.............................] - ETA: 18:44 - loss: 1040.1828 - logits_profile_predictions_loss: 1026.0986 - logcount_predictions_loss: 0.2416 81/2376 [>.............................] - ETA: 18:43 - loss: 1040.0795 - logits_profile_predictions_loss: 1025.9949 - logcount_predictions_loss: 0.2416 82/2376 [>.............................] - ETA: 18:43 - loss: 1039.9750 - logits_profile_predictions_loss: 1025.8898 - logcount_predictions_loss: 0.2416 83/2376 [>.............................] - ETA: 18:42 - loss: 1039.8645 - logits_profile_predictions_loss: 1025.7793 - logcount_predictions_loss: 0.2416 84/2376 [>.............................] - ETA: 18:42 - loss: 1039.7530 - logits_profile_predictions_loss: 1025.6682 - logcount_predictions_loss: 0.2416 85/2376 [>.............................] - ETA: 18:41 - loss: 1039.6338 - logits_profile_predictions_loss: 1025.5496 - logcount_predictions_loss: 0.2416 86/2376 [>.............................] - ETA: 18:41 - loss: 1039.5167 - logits_profile_predictions_loss: 1025.4335 - logcount_predictions_loss: 0.2416 87/2376 [>.............................] - ETA: 18:40 - loss: 1039.4134 - logits_profile_predictions_loss: 1025.3313 - logcount_predictions_loss: 0.2415 88/2376 [>.............................] - ETA: 18:40 - loss: 1039.3170 - logits_profile_predictions_loss: 1025.2360 - logcount_predictions_loss: 0.2415 89/2376 [>.............................] - ETA: 18:39 - loss: 1039.2298 - logits_profile_predictions_loss: 1025.1505 - logcount_predictions_loss: 0.2415 90/2376 [>.............................] - ETA: 18:39 - loss: 1039.1396 - logits_profile_predictions_loss: 1025.0619 - logcount_predictions_loss: 0.2415 91/2376 [>.............................] - ETA: 18:39 - loss: 1039.0551 - logits_profile_predictions_loss: 1024.9791 - logcount_predictions_loss: 0.2414 92/2376 [>.............................] - ETA: 18:38 - loss: 1038.9722 - logits_profile_predictions_loss: 1024.8980 - logcount_predictions_loss: 0.2414 93/2376 [>.............................] - ETA: 18:38 - loss: 1038.8953 - logits_profile_predictions_loss: 1024.8231 - logcount_predictions_loss: 0.2414 94/2376 [>.............................] - ETA: 18:37 - loss: 1038.8248 - logits_profile_predictions_loss: 1024.7549 - logcount_predictions_loss: 0.2413 95/2376 [>.............................] - ETA: 18:37 - loss: 1038.7529 - logits_profile_predictions_loss: 1024.6854 - logcount_predictions_loss: 0.2413 96/2376 [>.............................] - ETA: 18:36 - loss: 1038.6859 - logits_profile_predictions_loss: 1024.6213 - logcount_predictions_loss: 0.2412 97/2376 [>.............................] - ETA: 18:36 - loss: 1038.6202 - logits_profile_predictions_loss: 1024.5588 - logcount_predictions_loss: 0.2412 98/2376 [>.............................] - ETA: 18:35 - loss: 1038.5689 - logits_profile_predictions_loss: 1024.5108 - logcount_predictions_loss: 0.2411 99/2376 [>.............................] - ETA: 18:35 - loss: 1038.5167 - logits_profile_predictions_loss: 1024.4617 - logcount_predictions_loss: 0.2411 100/2376 [>.............................] - ETA: 18:34 - loss: 1038.4655 - logits_profile_predictions_loss: 1024.4138 - logcount_predictions_loss: 0.2410 101/2376 [>.............................] - ETA: 18:34 - loss: 1038.4171 - logits_profile_predictions_loss: 1024.3683 - logcount_predictions_loss: 0.2410 102/2376 [>.............................] - ETA: 18:33 - loss: 1038.3753 - logits_profile_predictions_loss: 1024.3294 - logcount_predictions_loss: 0.2409 103/2376 [>.............................] - ETA: 18:33 - loss: 1038.3386 - logits_profile_predictions_loss: 1024.2956 - logcount_predictions_loss: 0.2409 104/2376 [>.............................] - ETA: 18:32 - loss: 1038.3109 - logits_profile_predictions_loss: 1024.2710 - logcount_predictions_loss: 0.2408 105/2376 [>.............................] - ETA: 18:32 - loss: 1038.2862 - logits_profile_predictions_loss: 1024.2490 - logcount_predictions_loss: 0.2408 106/2376 [>.............................] - ETA: 18:31 - loss: 1038.2583 - logits_profile_predictions_loss: 1024.2238 - logcount_predictions_loss: 0.2407 107/2376 [>.............................] - ETA: 18:31 - loss: 1038.2246 - logits_profile_predictions_loss: 1024.1926 - logcount_predictions_loss: 0.2407 108/2376 [>.............................] - ETA: 18:30 - loss: 1038.1899 - logits_profile_predictions_loss: 1024.1608 - logcount_predictions_loss: 0.2406 109/2376 [>.............................] - ETA: 18:30 - loss: 1038.1579 - logits_profile_predictions_loss: 1024.1317 - logcount_predictions_loss: 0.2406 110/2376 [>.............................] - ETA: 18:29 - loss: 1038.1339 - logits_profile_predictions_loss: 1024.1109 - logcount_predictions_loss: 0.2405 111/2376 [>.............................] - ETA: 18:29 - loss: 1038.1026 - logits_profile_predictions_loss: 1024.0829 - logcount_predictions_loss: 0.2405 112/2376 [>.............................] - ETA: 18:28 - loss: 1038.0751 - logits_profile_predictions_loss: 1024.0585 - logcount_predictions_loss: 0.2404 113/2376 [>.............................] - ETA: 18:28 - loss: 1038.0481 - logits_profile_predictions_loss: 1024.0348 - logcount_predictions_loss: 0.2404 114/2376 [>.............................] - ETA: 18:27 - loss: 1038.0196 - logits_profile_predictions_loss: 1024.0094 - logcount_predictions_loss: 0.2403 115/2376 [>.............................] - ETA: 18:27 - loss: 1038.0017 - logits_profile_predictions_loss: 1023.9949 - logcount_predictions_loss: 0.2402 116/2376 [>.............................] - ETA: 18:26 - loss: 1037.9764 - logits_profile_predictions_loss: 1023.9730 - logcount_predictions_loss: 0.2402 117/2376 [>.............................] - ETA: 18:26 - loss: 1037.9580 - logits_profile_predictions_loss: 1023.9582 - logcount_predictions_loss: 0.2401 118/2376 [>.............................] - ETA: 18:25 - loss: 1037.9425 - logits_profile_predictions_loss: 1023.9465 - logcount_predictions_loss: 0.2401 119/2376 [>.............................] - ETA: 18:25 - loss: 1037.9287 - logits_profile_predictions_loss: 1023.9362 - logcount_predictions_loss: 0.2400 120/2376 [>.............................] - ETA: 18:24 - loss: 1037.9170 - logits_profile_predictions_loss: 1023.9278 - logcount_predictions_loss: 0.2399 121/2376 [>.............................] - ETA: 18:24 - loss: 1037.9058 - logits_profile_predictions_loss: 1023.9201 - logcount_predictions_loss: 0.2399 122/2376 [>.............................] - ETA: 18:23 - loss: 1037.8945 - logits_profile_predictions_loss: 1023.9121 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508ms/step - loss: 1032.9338 - logits_profile_predictions_loss: 1019.5644 - logcount_predictions_loss: 0.2293 - val_loss: 1126.9205 - val_logits_profile_predictions_loss: 1106.2292 - val_logcount_predictions_loss: 0.3549 Epoch 00015: val_loss did not improve from 1122.37000 Epoch 16/50 1/2376 [..............................] - ETA: 20:32 - loss: 974.7587 - logits_profile_predictions_loss: 963.8691 - logcount_predictions_loss: 0.1868 2/2376 [..............................] - ETA: 19:23 - loss: 998.2061 - logits_profile_predictions_loss: 986.4012 - logcount_predictions_loss: 0.2025 3/2376 [..............................] - ETA: 19:22 - loss: 1015.2896 - logits_profile_predictions_loss: 1003.4806 - logcount_predictions_loss: 0.2026 4/2376 [..............................] - ETA: 19:22 - loss: 1026.3128 - logits_profile_predictions_loss: 1014.5612 - logcount_predictions_loss: 0.2016 5/2376 [..............................] - ETA: 19:21 - loss: 1030.7146 - logits_profile_predictions_loss: 1019.1371 - logcount_predictions_loss: 0.1986 6/2376 [..............................] - ETA: 19:21 - loss: 1034.1118 - logits_profile_predictions_loss: 1022.7085 - logcount_predictions_loss: 0.1956 7/2376 [..............................] - ETA: 19:20 - loss: 1035.1283 - logits_profile_predictions_loss: 1023.7804 - logcount_predictions_loss: 0.1946 8/2376 [..............................] - ETA: 19:20 - loss: 1035.4710 - logits_profile_predictions_loss: 1024.1969 - logcount_predictions_loss: 0.1934 9/2376 [..............................] - ETA: 19:19 - loss: 1036.5321 - logits_profile_predictions_loss: 1025.2979 - logcount_predictions_loss: 0.1927 10/2376 [..............................] - ETA: 19:19 - loss: 1037.8500 - logits_profile_predictions_loss: 1026.6250 - logcount_predictions_loss: 0.1925 11/2376 [..............................] - ETA: 19:18 - loss: 1039.3310 - logits_profile_predictions_loss: 1028.1189 - logcount_predictions_loss: 0.1923 12/2376 [..............................] - ETA: 19:18 - loss: 1040.2893 - logits_profile_predictions_loss: 1029.0673 - logcount_predictions_loss: 0.1925 13/2376 [..............................] - ETA: 19:17 - loss: 1040.6925 - logits_profile_predictions_loss: 1029.4379 - logcount_predictions_loss: 0.1930 14/2376 [..............................] - ETA: 19:17 - loss: 1040.8740 - logits_profile_predictions_loss: 1029.5944 - logcount_predictions_loss: 0.1935 15/2376 [..............................] - ETA: 19:16 - loss: 1041.0576 - logits_profile_predictions_loss: 1029.7619 - logcount_predictions_loss: 0.1938 16/2376 [..............................] - ETA: 19:16 - loss: 1041.0696 - logits_profile_predictions_loss: 1029.7596 - logcount_predictions_loss: 0.1940 17/2376 [..............................] - ETA: 19:15 - loss: 1041.2655 - logits_profile_predictions_loss: 1029.9476 - logcount_predictions_loss: 0.1941 18/2376 [..............................] - ETA: 19:15 - loss: 1041.3011 - logits_profile_predictions_loss: 1029.9754 - 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1037.3978 - logits_profile_predictions_loss: 1024.9839 - logcount_predictions_loss: 0.2129 419/2376 [====>.........................] - ETA: 15:58 - loss: 1037.3890 - logits_profile_predictions_loss: 1024.9751 - logcount_predictions_loss: 0.2129 420/2376 [====>.........................] - ETA: 15:58 - loss: 1037.3804 - logits_profile_predictions_loss: 1024.9664 - logcount_predictions_loss: 0.2129 421/2376 [====>.........................] - ETA: 15:57 - loss: 1037.3717 - logits_profile_predictions_loss: 1024.9577 - logcount_predictions_loss: 0.2129 422/2376 [====>.........................] - ETA: 15:57 - loss: 1037.3633 - logits_profile_predictions_loss: 1024.9493 - logcount_predictions_loss: 0.2129 423/2376 [====>.........................] - ETA: 15:56 - loss: 1037.3546 - logits_profile_predictions_loss: 1024.9406 - logcount_predictions_loss: 0.2129 424/2376 [====>.........................] - ETA: 15:56 - loss: 1037.3460 - logits_profile_predictions_loss: 1024.9319 - 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ETA: 24s - loss: 1032.0262 - logits_profile_predictions_loss: 1019.4299 - logcount_predictions_loss: 0.2161 2326/2376 [============================>.] - ETA: 24s - loss: 1032.0253 - logits_profile_predictions_loss: 1019.4290 - logcount_predictions_loss: 0.2161 2327/2376 [============================>.] - ETA: 23s - loss: 1032.0245 - logits_profile_predictions_loss: 1019.4281 - logcount_predictions_loss: 0.2161 2328/2376 [============================>.] - ETA: 23s - loss: 1032.0237 - logits_profile_predictions_loss: 1019.4272 - logcount_predictions_loss: 0.2161 2329/2376 [============================>.] - ETA: 23s - loss: 1032.0229 - logits_profile_predictions_loss: 1019.4264 - logcount_predictions_loss: 0.2161 2330/2376 [============================>.] - ETA: 22s - loss: 1032.0221 - logits_profile_predictions_loss: 1019.4255 - logcount_predictions_loss: 0.2161 2331/2376 [============================>.] - ETA: 22s - loss: 1032.0213 - logits_profile_predictions_loss: 1019.4246 - logcount_predictions_loss: 0.2161 2332/2376 [============================>.] - ETA: 21s - loss: 1032.0204 - logits_profile_predictions_loss: 1019.4237 - logcount_predictions_loss: 0.2161 2333/2376 [============================>.] - ETA: 21s - loss: 1032.0196 - logits_profile_predictions_loss: 1019.4228 - logcount_predictions_loss: 0.2161 2334/2376 [============================>.] - ETA: 20s - loss: 1032.0188 - logits_profile_predictions_loss: 1019.4220 - logcount_predictions_loss: 0.2161 2335/2376 [============================>.] - ETA: 20s - loss: 1032.0180 - logits_profile_predictions_loss: 1019.4211 - logcount_predictions_loss: 0.2161 2336/2376 [============================>.] - ETA: 19s - loss: 1032.0172 - logits_profile_predictions_loss: 1019.4202 - logcount_predictions_loss: 0.2161 2337/2376 [============================>.] - ETA: 19s - loss: 1032.0164 - logits_profile_predictions_loss: 1019.4194 - logcount_predictions_loss: 0.2161 2338/2376 [============================>.] - ETA: 18s - loss: 1032.0156 - logits_profile_predictions_loss: 1019.4185 - logcount_predictions_loss: 0.2161 2339/2376 [============================>.] - ETA: 18s - loss: 1032.0148 - logits_profile_predictions_loss: 1019.4176 - logcount_predictions_loss: 0.2161 2340/2376 [============================>.] - ETA: 17s - loss: 1032.0140 - logits_profile_predictions_loss: 1019.4168 - logcount_predictions_loss: 0.2161 2341/2376 [============================>.] - ETA: 17s - loss: 1032.0132 - logits_profile_predictions_loss: 1019.4159 - logcount_predictions_loss: 0.2161 2342/2376 [============================>.] - ETA: 16s - loss: 1032.0124 - logits_profile_predictions_loss: 1019.4150 - logcount_predictions_loss: 0.2161 2343/2376 [============================>.] - ETA: 16s - loss: 1032.0115 - logits_profile_predictions_loss: 1019.4141 - logcount_predictions_loss: 0.2161 2344/2376 [============================>.] - ETA: 15s - loss: 1032.0107 - logits_profile_predictions_loss: 1019.4133 - logcount_predictions_loss: 0.2161 2345/2376 [============================>.] - ETA: 15s - loss: 1032.0099 - logits_profile_predictions_loss: 1019.4124 - logcount_predictions_loss: 0.2161 2346/2376 [============================>.] - ETA: 14s - loss: 1032.0092 - logits_profile_predictions_loss: 1019.4116 - logcount_predictions_loss: 0.2161 2347/2376 [============================>.] - ETA: 14s - loss: 1032.0084 - logits_profile_predictions_loss: 1019.4107 - logcount_predictions_loss: 0.2161 2348/2376 [============================>.] - ETA: 13s - loss: 1032.0076 - logits_profile_predictions_loss: 1019.4099 - logcount_predictions_loss: 0.2161 2349/2376 [============================>.] - ETA: 13s - loss: 1032.0069 - logits_profile_predictions_loss: 1019.4091 - logcount_predictions_loss: 0.2161 2350/2376 [============================>.] - ETA: 12s - loss: 1032.0061 - logits_profile_predictions_loss: 1019.4083 - logcount_predictions_loss: 0.2161 2351/2376 [============================>.] - ETA: 12s - loss: 1032.0054 - logits_profile_predictions_loss: 1019.4075 - logcount_predictions_loss: 0.2161 2352/2376 [============================>.] - ETA: 11s - loss: 1032.0046 - logits_profile_predictions_loss: 1019.4067 - logcount_predictions_loss: 0.2161 2353/2376 [============================>.] - ETA: 11s - loss: 1032.0038 - logits_profile_predictions_loss: 1019.4058 - logcount_predictions_loss: 0.2161 2354/2376 [============================>.] - ETA: 10s - loss: 1032.0031 - logits_profile_predictions_loss: 1019.4050 - logcount_predictions_loss: 0.2161 2355/2376 [============================>.] - ETA: 10s - loss: 1032.0023 - logits_profile_predictions_loss: 1019.4042 - logcount_predictions_loss: 0.2161 2356/2376 [============================>.] - ETA: 9s - loss: 1032.0016 - logits_profile_predictions_loss: 1019.4034 - logcount_predictions_loss: 0.2161  2357/2376 [============================>.] - ETA: 9s - loss: 1032.0009 - logits_profile_predictions_loss: 1019.4026 - logcount_predictions_loss: 0.2161 2358/2376 [============================>.] - ETA: 8s - loss: 1032.0001 - logits_profile_predictions_loss: 1019.4018 - logcount_predictions_loss: 0.2161 2359/2376 [============================>.] - ETA: 8s - loss: 1031.9994 - logits_profile_predictions_loss: 1019.4010 - logcount_predictions_loss: 0.2161 2360/2376 [============================>.] - ETA: 7s - loss: 1031.9986 - logits_profile_predictions_loss: 1019.4002 - logcount_predictions_loss: 0.2161 2361/2376 [============================>.] - ETA: 7s - loss: 1031.9979 - logits_profile_predictions_loss: 1019.3994 - logcount_predictions_loss: 0.2161 2362/2376 [============================>.] - ETA: 6s - loss: 1031.9971 - logits_profile_predictions_loss: 1019.3986 - logcount_predictions_loss: 0.2161 2363/2376 [============================>.] - ETA: 6s - loss: 1031.9963 - logits_profile_predictions_loss: 1019.3977 - logcount_predictions_loss: 0.2161 2364/2376 [============================>.] - ETA: 5s - loss: 1031.9955 - logits_profile_predictions_loss: 1019.3969 - logcount_predictions_loss: 0.2161 2365/2376 [============================>.] - ETA: 5s - loss: 1031.9947 - logits_profile_predictions_loss: 1019.3960 - logcount_predictions_loss: 0.2161 2366/2376 [============================>.] - ETA: 4s - loss: 1031.9939 - logits_profile_predictions_loss: 1019.3952 - logcount_predictions_loss: 0.2161 2367/2376 [============================>.] - ETA: 4s - loss: 1031.9931 - logits_profile_predictions_loss: 1019.3943 - logcount_predictions_loss: 0.2161 2368/2376 [============================>.] - ETA: 3s - loss: 1031.9923 - logits_profile_predictions_loss: 1019.3934 - logcount_predictions_loss: 0.2161 2369/2376 [============================>.] - ETA: 3s - loss: 1031.9915 - logits_profile_predictions_loss: 1019.3926 - logcount_predictions_loss: 0.2161 2370/2376 [============================>.] - ETA: 2s - loss: 1031.9907 - logits_profile_predictions_loss: 1019.3917 - logcount_predictions_loss: 0.2161 2371/2376 [============================>.] - ETA: 2s - loss: 1031.9899 - logits_profile_predictions_loss: 1019.3908 - logcount_predictions_loss: 0.2161 2372/2376 [============================>.] - ETA: 1s - loss: 1031.9891 - logits_profile_predictions_loss: 1019.3900 - logcount_predictions_loss: 0.2161 2373/2376 [============================>.] - ETA: 1s - loss: 1031.9883 - logits_profile_predictions_loss: 1019.3891 - logcount_predictions_loss: 0.2161 2374/2376 [============================>.] - ETA: 0s - loss: 1031.9875 - logits_profile_predictions_loss: 1019.3882 - logcount_predictions_loss: 0.2161 2375/2376 [============================>.] - ETA: 0s - loss: 1031.9867 - logits_profile_predictions_loss: 1019.3874 - logcount_predictions_loss: 0.2161 2376/2376 [==============================] - ETA: 0s - loss: 1031.9859 - logits_profile_predictions_loss: 1019.3865 - logcount_predictions_loss: 0.2161 2376/2376 [==============================] - 1208s 508ms/step - loss: 1031.9851 - logits_profile_predictions_loss: 1019.3857 - logcount_predictions_loss: 0.2161 - val_loss: 1124.0135 - val_logits_profile_predictions_loss: 1102.8983 - val_logcount_predictions_loss: 0.3622 Epoch 00016: val_loss did not improve from 1122.37000 Restoring model weights from the end of the best epoch. Epoch 00016: early stopping save model save model without bias 2022-03-19_00-27-17: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/bigWigs/ENCSR136KEL.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(45715, 10) loading nonpeaks... got split:test for bed regions:(45715, 10) 0/358 100/358 200/358 300/358 2022-03-19_00-47-20: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/bigWigs/ENCSR136KEL.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(45715, 10) loading nonpeaks... got split:test for bed regions:(45715, 10) 0/358 100/358 200/358 300/358 2022-03-19_00-55-03: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//preprocessing/bigWigs/ENCSR136KEL.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(45715, 10) loading nonpeaks... got split:test for bed regions:(45715, 10) 0/358 100/358 200/358 300/358 2022-03-19_00-59-02: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//footprints 2022-03-19_00-59-02: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//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 1/40 [..............................] - ETA: 5:46 3/40 [=>............................] - ETA: 24s  4/40 [==>...........................] - ETA: 31s 5/40 [==>...........................] - ETA: 34s 6/40 [===>..........................] - ETA: 35s 7/40 [====>.........................] - ETA: 36s 8/40 [=====>........................] - ETA: 35s 9/40 [=====>........................] - ETA: 35s 10/40 [======>.......................] - ETA: 34s 11/40 [=======>......................] - ETA: 34s 12/40 [========>.....................] - ETA: 33s 13/40 [========>.....................] - ETA: 32s 14/40 [=========>....................] - ETA: 31s 15/40 [==========>...................] - ETA: 30s 16/40 [===========>..................] - ETA: 29s 17/40 [===========>..................] - ETA: 28s 18/40 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[===========================>..] - ETA: 2s 39/40 [============================>.] - ETA: 1s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 61s 1s/step 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 49s 3/40 [=>............................] - ETA: 48s 4/40 [==>...........................] - ETA: 47s 5/40 [==>...........................] - ETA: 45s 6/40 [===>..........................] - ETA: 44s 7/40 [====>.........................] - ETA: 43s 8/40 [=====>........................] - ETA: 41s 9/40 [=====>........................] - ETA: 40s 10/40 [======>.......................] - ETA: 39s 11/40 [=======>......................] - ETA: 37s 12/40 [========>.....................] - ETA: 36s 13/40 [========>.....................] - ETA: 35s 14/40 [=========>....................] - ETA: 34s 15/40 [==========>...................] - ETA: 32s 16/40 [===========>..................] - ETA: 31s 17/40 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[==========================>...] - ETA: 3s 38/40 [===========================>..] - ETA: 2s 39/40 [============================>.] - ETA: 1s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 51s 1s/step inserting motif: dnase_2 TGTACTTACGAA 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 49s 3/40 [=>............................] - ETA: 48s 4/40 [==>...........................] - ETA: 47s 5/40 [==>...........................] - ETA: 45s 6/40 [===>..........................] - ETA: 44s 7/40 [====>.........................] - ETA: 43s 8/40 [=====>........................] - ETA: 41s 9/40 [=====>........................] - ETA: 40s 10/40 [======>.......................] - ETA: 39s 11/40 [=======>......................] - ETA: 38s 12/40 [========>.....................] - ETA: 36s 13/40 [========>.....................] - ETA: 35s 14/40 [=========>....................] - ETA: 34s 15/40 [==========>...................] - ETA: 32s 16/40 [===========>..................] - ETA: 31s 17/40 [===========>..................] - ETA: 30s 18/40 [============>.................] - ETA: 28s 19/40 [=============>................] - ETA: 27s 20/40 [==============>...............] - ETA: 26s 21/40 [==============>...............] - ETA: 24s 22/40 [===============>..............] - ETA: 23s 23/40 [================>.............] - ETA: 22s 24/40 [=================>............] - ETA: 20s 25/40 [=================>............] - ETA: 19s 26/40 [==================>...........] - ETA: 18s 27/40 [===================>..........] - ETA: 17s 28/40 [====================>.........] - ETA: 15s 29/40 [====================>.........] - ETA: 14s 30/40 [=====================>........] - ETA: 13s 31/40 [======================>.......] - ETA: 11s 32/40 [=======================>......] - ETA: 10s 33/40 [=======================>......] - ETA: 9s  34/40 [========================>.....] - ETA: 7s 35/40 [=========================>....] - ETA: 6s 36/40 [==========================>...] - ETA: 5s 37/40 [==========================>...] - ETA: 3s 38/40 [===========================>..] - ETA: 2s 39/40 [============================>.] - ETA: 1s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 51s 1s/step 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 49s 3/40 [=>............................] - ETA: 48s 4/40 [==>...........................] - ETA: 47s 5/40 [==>...........................] - ETA: 45s 6/40 [===>..........................] - ETA: 44s 7/40 [====>.........................] - ETA: 43s 8/40 [=====>........................] - ETA: 41s 9/40 [=====>........................] - ETA: 40s 10/40 [======>.......................] - ETA: 39s 11/40 [=======>......................] - ETA: 38s 12/40 [========>.....................] - ETA: 36s 13/40 [========>.....................] - ETA: 35s 14/40 [=========>....................] - ETA: 34s 15/40 [==========>...................] - ETA: 32s 16/40 [===========>..................] - ETA: 31s 17/40 [===========>..................] - ETA: 30s 18/40 [============>.................] - ETA: 28s 19/40 [=============>................] - ETA: 27s 20/40 [==============>...............] - ETA: 26s 21/40 [==============>...............] - ETA: 24s 22/40 [===============>..............] - ETA: 23s 23/40 [================>.............] - ETA: 22s 24/40 [=================>............] - ETA: 20s 25/40 [=================>............] - ETA: 19s 26/40 [==================>...........] - ETA: 18s 27/40 [===================>..........] - ETA: 17s 28/40 [====================>.........] - ETA: 15s 29/40 [====================>.........] - ETA: 14s 30/40 [=====================>........] - ETA: 13s 31/40 [======================>.......] - ETA: 11s 32/40 [=======================>......] - ETA: 10s 33/40 [=======================>......] - ETA: 9s  34/40 [========================>.....] - ETA: 7s 35/40 [=========================>....] - ETA: 6s 36/40 [==========================>...] - ETA: 5s 37/40 [==========================>...] - ETA: 3s 38/40 [===========================>..] - ETA: 2s 39/40 [============================>.] - ETA: 1s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 51s 1s/step Saving marginal footprints 2022-03-19_01-03-07: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//footprints 2022-03-19_01-03-07: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//chrombppnet_model_encsr283tme_bias//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR136KEL//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 1/40 [..............................] - ETA: 2:04 3/40 [=>............................] - ETA: 2s  4/40 [==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 2s 6/40 [===>..........................] - ETA: 2s 7/40 [====>.........................] - ETA: 2s 8/40 [=====>........................] - ETA: 2s 9/40 [=====>........................] - ETA: 2s 10/40 [======>.......................] - ETA: 2s 11/40 [=======>......................] - ETA: 2s 12/40 [========>.....................] - ETA: 2s 13/40 [========>.....................] - ETA: 2s 14/40 [=========>....................] - ETA: 2s 15/40 [==========>...................] - ETA: 2s 16/40 [===========>..................] - ETA: 2s 17/40 [===========>..................] - ETA: 2s 18/40 [============>.................] - ETA: 2s 19/40 [=============>................] - ETA: 2s 20/40 [==============>...............] - ETA: 1s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 1s 23/40 [================>.............] - ETA: 1s 24/40 [=================>............] - ETA: 1s 25/40 [=================>............] - ETA: 1s 26/40 [==================>...........] - ETA: 1s 27/40 [===================>..........] - ETA: 1s 28/40 [====================>.........] - ETA: 1s 29/40 [====================>.........] - ETA: 1s 30/40 [=====================>........] - ETA: 1s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 7s 105ms/step 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 3s 3/40 [=>............................] - ETA: 3s 4/40 [==>...........................] - ETA: 3s 5/40 [==>...........................] - ETA: 3s 6/40 [===>..........................] - ETA: 3s 7/40 [====>.........................] - ETA: 3s 8/40 [=====>........................] - ETA: 3s 9/40 [=====>........................] - ETA: 3s 10/40 [======>.......................] - ETA: 3s 11/40 [=======>......................] - ETA: 3s 12/40 [========>.....................] - ETA: 2s 13/40 [========>.....................] - ETA: 2s 14/40 [=========>....................] - ETA: 2s 15/40 [==========>...................] - ETA: 2s 16/40 [===========>..................] - ETA: 2s 17/40 [===========>..................] - ETA: 2s 18/40 [============>.................] - ETA: 2s 19/40 [=============>................] - ETA: 2s 20/40 [==============>...............] - ETA: 2s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 1s 23/40 [================>.............] - ETA: 1s 24/40 [=================>............] - ETA: 1s 25/40 [=================>............] - ETA: 1s 26/40 [==================>...........] - ETA: 1s 27/40 [===================>..........] - ETA: 1s 28/40 [====================>.........] - ETA: 1s 29/40 [====================>.........] - ETA: 1s 30/40 [=====================>........] - ETA: 1s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 4s 105ms/step inserting motif: dnase_2 TGTACTTACGAA 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 3s 3/40 [=>............................] - ETA: 3s 4/40 [==>...........................] - ETA: 3s 5/40 [==>...........................] - ETA: 3s 6/40 [===>..........................] - ETA: 3s 7/40 [====>.........................] - ETA: 3s 8/40 [=====>........................] - ETA: 3s 9/40 [=====>........................] - ETA: 3s 10/40 [======>.......................] - ETA: 3s 11/40 [=======>......................] - ETA: 2s 12/40 [========>.....................] - ETA: 2s 13/40 [========>.....................] - ETA: 2s 14/40 [=========>....................] - ETA: 2s 15/40 [==========>...................] - ETA: 2s 16/40 [===========>..................] - ETA: 2s 17/40 [===========>..................] - ETA: 2s 18/40 [============>.................] - ETA: 2s 19/40 [=============>................] - ETA: 2s 20/40 [==============>...............] - ETA: 2s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 1s 23/40 [================>.............] - ETA: 1s 24/40 [=================>............] - ETA: 1s 25/40 [=================>............] - ETA: 1s 26/40 [==================>...........] - ETA: 1s 27/40 [===================>..........] - ETA: 1s 28/40 [====================>.........] - ETA: 1s 29/40 [====================>.........] - ETA: 1s 30/40 [=====================>........] - ETA: 1s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 4s 103ms/step 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 3s 3/40 [=>............................] - ETA: 3s 4/40 [==>...........................] - ETA: 3s 5/40 [==>...........................] - ETA: 3s 6/40 [===>..........................] - ETA: 3s 7/40 [====>.........................] - ETA: 3s 8/40 [=====>........................] - ETA: 3s 9/40 [=====>........................] - ETA: 3s 10/40 [======>.......................] - ETA: 3s 11/40 [=======>......................] - ETA: 2s 12/40 [========>.....................] - ETA: 2s 13/40 [========>.....................] - ETA: 2s 14/40 [=========>....................] - ETA: 2s 15/40 [==========>...................] - ETA: 2s 16/40 [===========>..................] - ETA: 2s 17/40 [===========>..................] - ETA: 2s 18/40 [============>.................] - ETA: 2s 19/40 [=============>................] - ETA: 2s 20/40 [==============>...............] - ETA: 2s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 1s 23/40 [================>.............] - ETA: 1s 24/40 [=================>............] - ETA: 1s 25/40 [=================>............] - ETA: 1s 26/40 [==================>...........] - ETA: 1s 27/40 [===================>..........] - ETA: 1s 28/40 [====================>.........] - ETA: 1s 29/40 [====================>.........] - ETA: 1s 30/40 [=====================>........] - ETA: 1s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 4s 103ms/step Saving marginal footprints