diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..60225c708c1e259b20f088aeb8d1dc2b75eb6014 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,11 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..50ed295820a9c0c5044e2a6387b49a0b82b0750c --- /dev/null +++ b/README.md @@ -0,0 +1,120 @@ +--- +license: mit +library_name: chrombpnet +tags: + - encode + - chrombpnet + - chromatin-accessibility + - DNASE + - nerve + - hg38 +--- +# ENCODE ChromBPNet Atlas +As part of the ENCODE 4 Project, we trained ChromBPNet models on 1,512 ENCODE DNAse-seq and ATAC-seq across 408 biosamples. Here, we provide all models for open-source use. + +For more information about the models, see: +- Main ENCODE 4 Paper +- [A unified lexicon of predictive DNA sequence motifs from ENCODE transcription factor binding and chromatin accessibility assays](https://doi.org/10.5281/zenodo.17123347) (Deshpande et al., Zenodo 2025) +- [ChromBPNet: bias factorized, base-resolution deep learning models of chromatin accessibility reveal cis-regulatory sequence syntax, transcription factor footprints and regulatory variants](https://doi.org/10.1101/2024.12.25.630221) (Pampari et al., bioRxiv 2024) + +## ChromBPNet model: DNASE in tibial nerve (ENCSR484UAU) +- Model: ChromBPNet +- Assay: DNASE-seq +- Experiment: [ENCSR484UAU](https://www.encodeproject.org/experiments/ENCSR484UAU/) +- Model annotation: [ENCSR945NLK](https://www.encodeproject.org/annotations/ENCSR945NLK/) +- Biosample: tibial nerve (Full name: Homo sapiens tibial nerve tissue male adult (37 years)) +- Cell slim(s): None +- Organ slim(s): nerve,limb +- Developmental slim(s): ectoderm +- System slim(s): peripheral-nervous-system +- Assembly: hg38 + +## Directory structure +- `fold_0`: Model of 5-fold cross-validation: Fold 0 + - `model.chrombpnet.fold_0.encid.h5`: full chrombpnet model that combines both bias and corrected model in .h5 format + - `model.chrombpnet_nobias.fold_0.encid.h5`: bias-corrected accessibility model in .h5 format (Use for all biological discovery) + - `model.bias_scaled.fold_0.encid.h5`: bias model in .h5 format + - `model.chrombpnet.fold_0.encid.tar`: full chrombpnet model that combines both bias and corrected model in SavedModel format. After being untarred, it results in a directory named "chrombpnet". + - `model.chrombpnet_nobias.fold_0.encid.tar`: bias-corrected accessibility model in SavedModel format (Use for all biological discovery). After being untarred, it results in a directory named "chrombpnet_wo_bias". + - `model.bias_scaled.fold_0.encid.tar`: bias model in SavedModel format. After being untarred, it results in a directory named "bias_model_scaled". + - `logs.models.fold_0.encid`: folder containing log files for training models +- `fold_1`: Model of 5-fold coss-validation: Fold 1 +- `fold_2`: Model of 5-fold cross-validation: Fold 2 +- `fold_3`: Model of 5-fold cross-validation: Fold 3 +- `fold_4`: Model of 5-fold cross-validation: Fold 4 + +# Instructions +## 1. Pseudocode for loading models in .h5 format + +(1) Use the code in python after appropriately defining `model_in_h5_format` and `inputs`. \ +(2) `inputs` is a one hot encoded sequence of shape (N,2114,4). Here N corresponds to the +number of tested sequences, 2114 is the input sequence length and 4 corresponds to [A,C,G,T]. + +```python +import tensorflow as tf +from tensorflow.keras.utils import get_custom_objects +from tensorflow.keras.models import load_model + +custom_objects={"tf": tf} +get_custom_objects().update(custom_objects) + +model=load_model(model_in_h5_format,compile=False) +outputs = model(inputs) +``` + +The list `outputs` consists of two elements. The first element has a shape of (N, 1000) and +contains logit predictions for a 1000-base-pair output. The second element, with a shape of +(N, 1), contains logcount predictions. To transform these predictions into per-base signals, +follow the provided pseudo code lines below. + +```python +import numpy as np + +def softmax(x, temp=1): + norm_x = x - np.mean(x,axis=1, keepdims=True) + return np.exp(temp*norm_x)/np.sum(np.exp(temp*norm_x), axis=1, keepdims=True) + +predictions = softmax(outputs[0]) * (np.exp(outputs[1])-1) +``` + +## 2. Pseudocode for loading models in .tar format + +(1) First untar the directory as follows `tar -xvf model.tar`. \ +(2) Use the code below in python after appropriately defining `model_dir_untared` and `inputs`. \ +(3) `inputs` is a one hot encoded sequence of shape (N,2114,4). Here N corresponds to the number +of tested sequences, 2114 is the input sequence length and 4 corresponds to ACGT. + +Reference: https://www.tensorflow.org/api_docs/python/tf/saved_model/load + +```python +import tensorflow as tf + +model = tf.saved_model.load('model_dir_untared') +outputs = model.signatures['serving_default'](**{'sequence':inputs.astype('float32')}) +``` + +The variable `outputs` represents a dictionary containing two key-value pairs. The first key +is `logits_profile_predictions`, holding a value with a shape of (N, 1000). This value corresponds +to logit predictions for a 1000-base-pair output. The second key, named `logcount_predictions``, +is associated with a value of shape (N, 1), representing logcount predictions. To transform these +predictions into per-base signals, utilize the provided pseudo code lines mentioned below. + +```python +import numpy as np +def softmax(x, temp=1): + norm_x = x - np.mean(x,axis=1, keepdims=True) + return np.exp(temp*norm_x)/np.sum(np.exp(temp*norm_x), axis=1, keepdims=True) + +predictions = softmax(outputs["logits_profile_predictions"]) * (np.exp(outputs["logcount_predictions"])-1) +``` + +## Docker image to load and use the models +- https://hub.docker.com/r/kundajelab/chrombpnet-atlas/ (tag:v1) + +## Code for ChromBPNet +- https://github.com/kundajelab/chrombpnet/ + +# License & citation +External data users may freely download, analyze and publish results based on any ENCODE data without restrictions. + +Released under the [ENCODE data-use policy](https://www.encodeproject.org/about/data-use-policy/). Please cite the ENCODE Project Consortium and the model software: [ChromBPNet](https://github.com/kundajelab/chrombpnet) (Pampari et al., bioRxiv 2024). \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.args.json b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.args.json new file mode 100644 index 0000000000000000000000000000000000000000..6468e73ce620ea09eb681afa6608da0cd4956725 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.args.json @@ -0,0 +1,23 @@ +{ + "genome": "/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa", + "bigwig": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.batch_loss.tsv b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..2d8691d3aba8ce4276a65c9379861330ff0977aa --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.batch_loss.tsv @@ -0,0 +1,33573 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 1.998308777809143 688.4443969726562 652.87451171875 None None None +0 1 2.319049119949341 742.9056396484375 701.6265869140625 None None None +0 2 13.718167304992676 940.5341796875 696.350830078125 None None None +0 3 10.916990280151367 891.1153564453125 696.79296875 None None None +0 4 9.177568435668945 855.2803955078125 691.9196166992188 None None None +0 5 8.122742652893066 851.3965454101562 706.8117065429688 None 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1.2681409120559692 646.23095703125 623.657470703125 None None None +0 1971 1.2677251100540161 646.2200317382812 623.6538696289062 None None None +0 1972 1.2673219442367554 646.21630859375 623.6573486328125 None None None +0 1973 1.2670354843139648 646.1985473632812 623.6447143554688 None None None +0 1974 1.2666542530059814 646.1652221679688 623.6182250976562 None None None +0 1975 1.266379952430725 646.1647338867188 623.6226196289062 None None None +0 1976 1.2659447193145752 646.1221923828125 623.5877685546875 None None None +0 1977 1.265472412109375 646.0819702148438 623.5559692382812 None None None +0 1978 1.2650209665298462 646.0867919921875 623.5687866210938 None None None +0 1979 1.2646840810775757 646.07470703125 623.5626831054688 None None None +0 1980 1.2643394470214844 646.0587768554688 623.552978515625 None None None +0 1981 1.2638986110687256 646.0848388671875 623.5868530273438 None None None +0 1982 1.263559103012085 646.057861328125 623.5659790039062 None None None +0 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1.25787353515625 645.8657836914062 623.47509765625 None None None +0 1997 1.2574812173843384 645.8380126953125 623.4542236328125 None None None +0 1998 1.2570514678955078 645.7850952148438 623.4090576171875 None None None +0 1999 1.2565832138061523 645.769775390625 623.4020385742188 None None None +0 2000 1.2561448812484741 645.7420654296875 623.3821411132812 None None None +0 2001 1.2556630373001099 645.6979370117188 623.3466186523438 None None None +0 2002 1.2553077936172485 645.6790161132812 623.3340454101562 None None None +0 2003 1.2548716068267822 645.6499633789062 623.3128051757812 None None None +0 2004 1.254510760307312 645.610595703125 623.2798461914062 None None None +0 2005 1.253996729850769 645.5430908203125 623.2215576171875 None None None +0 2006 1.2535797357559204 645.5021362304688 623.18798828125 None None None +0 2007 1.2531884908676147 645.4493408203125 623.1421508789062 None None None +0 2008 1.2527612447738647 645.4202880859375 623.1207275390625 None None None +0 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None None +2 1937 0.41074830293655396 586.9501342773438 579.63916015625 None None None +2 1938 0.41075536608695984 586.9241943359375 579.6130981445312 None None None +2 1939 0.4107096493244171 586.9638061523438 579.6535034179688 None None None +2 1940 0.41074761748313904 587.0103759765625 579.6994018554688 None None None +2 1941 0.41071054339408875 586.9645385742188 579.654296875 None None None +2 1942 0.4106515645980835 586.9716186523438 579.662353515625 None None None +2 1943 0.41063734889030457 586.9682006835938 579.6592407226562 None None None +2 1944 0.410587877035141 586.907958984375 579.5999145507812 None None None +2 1945 0.4105992913246155 586.8749389648438 579.5667114257812 None None None +2 1946 0.41054537892341614 586.8585815429688 579.55126953125 None None None +2 1947 0.4105440676212311 586.8482666015625 579.541015625 None None None +2 1948 0.4105067253112793 586.8340454101562 579.5274047851562 None None None +2 1949 0.4105013906955719 586.8232421875 579.5166625976562 None None None +2 1950 0.41048723459243774 586.8005981445312 579.4942016601562 None None None +2 1951 0.410449743270874 586.8037719726562 579.498046875 None None None +2 1952 0.41048428416252136 586.7620239257812 579.4557495117188 None None None +2 1953 0.4105157256126404 586.789794921875 579.48291015625 None None None +2 1954 0.41044291853904724 586.7695922851562 579.4639892578125 None None None +2 1955 0.41043350100517273 586.7850952148438 579.4796752929688 None None None +2 1956 0.4104311764240265 586.77001953125 579.464599609375 None None None +2 1957 0.41043004393577576 586.77734375 579.4719848632812 None None None +2 1958 0.4103814661502838 586.807861328125 579.5032958984375 None None None +2 1959 0.4104217290878296 586.8090209960938 579.5038452148438 None None None +2 1960 0.41046658158302307 586.7830200195312 579.47705078125 None None None +2 1961 0.4104958176612854 586.8050537109375 579.4985961914062 None None None +2 1962 0.4105245769023895 586.78857421875 579.4815673828125 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579.5411987304688 None None None +2 1976 0.41069361567497253 586.8546142578125 579.5447387695312 None None None +2 1977 0.41070300340652466 586.87353515625 579.5634765625 None None None +2 1978 0.4106592535972595 586.8695678710938 579.560302734375 None None None +2 1979 0.41061627864837646 586.8610229492188 579.5525512695312 None None None +2 1980 0.41058021783828735 586.8812866210938 579.573486328125 None None None +2 1981 0.4105757474899292 586.9296264648438 579.621826171875 None None None +2 1982 0.4105525016784668 586.930908203125 579.62353515625 None None None +2 1983 0.4105703830718994 586.937255859375 579.6295166015625 None None None +2 1984 0.41059932112693787 586.97021484375 579.661865234375 None None None +2 1985 0.41059181094169617 586.9989624023438 579.6908569335938 None None None +2 1986 0.4105709493160248 586.9862670898438 579.678466796875 None None None +2 1987 0.41054680943489075 586.9395751953125 579.6322631835938 None None None +2 1988 0.4105408787727356 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1927 0.3736858367919922 580.6627197265625 574.0107421875 None None None +4 1928 0.37363049387931824 580.6517944335938 574.000732421875 None None None +4 1929 0.3736620247364044 580.6619262695312 574.0103149414062 None None None +4 1930 0.37364500761032104 580.689453125 574.0380859375 None None None +4 1931 0.37359175086021423 580.6898193359375 574.0394287109375 None None None +4 1932 0.3736577033996582 580.6763305664062 574.0247192382812 None None None +4 1933 0.3736098110675812 580.695556640625 574.0447998046875 None None None +4 1934 0.3735928535461426 580.7034912109375 574.0531005859375 None None None +4 1935 0.3735550343990326 580.6944580078125 574.044677734375 None None None +4 1936 0.37355837225914 580.71337890625 574.0635375976562 None None None +4 1937 0.373561292886734 580.7305297851562 574.0806884765625 None None None +4 1938 0.37354785203933716 580.7359008789062 574.0862426757812 None None None +4 1939 0.3735080659389496 580.770263671875 574.121337890625 None None None +4 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None +4 1953 0.37369027733802795 580.6180419921875 573.9658203125 None None None +4 1954 0.3736938536167145 580.5745849609375 573.9223022460938 None None None +4 1955 0.3736342489719391 580.6267700195312 573.9755249023438 None None None +4 1956 0.373647540807724 580.608154296875 573.9566650390625 None None None +4 1957 0.373686283826828 580.596435546875 573.9442749023438 None None None +4 1958 0.37365561723709106 580.6061401367188 573.9545288085938 None None None +4 1959 0.3737022280693054 580.6077270507812 573.9552612304688 None None None +4 1960 0.3736784756183624 580.6007690429688 573.9486694335938 None None None +4 1961 0.3736265301704407 580.5838623046875 573.9327392578125 None None None +4 1962 0.37369629740715027 580.5579833984375 573.9056396484375 None None None +4 1963 0.37363505363464355 580.5678100585938 573.9165649414062 None None None +4 1964 0.3736259639263153 580.5875854492188 573.9364624023438 None None None +4 1965 0.3735872209072113 580.5823364257812 573.931884765625 None None None +4 1966 0.37364518642425537 580.5830688476562 573.931640625 None None None +4 1967 0.373591810464859 580.5973510742188 573.94677734375 None None None +4 1968 0.37362176179885864 580.6705322265625 574.0194091796875 None None None +4 1969 0.373569130897522 580.6331787109375 573.9830322265625 None None None +4 1970 0.3736220598220825 580.62255859375 573.9714965820312 None None None +4 1971 0.3736514747142792 580.6393432617188 573.9877319335938 None None None +4 1972 0.37366214394569397 580.6859130859375 574.0341186523438 None None None +4 1973 0.3739507794380188 580.6864624023438 574.029541015625 None None None +4 1974 0.37394580245018005 580.6917114257812 574.034912109375 None None None +4 1975 0.3738773465156555 580.6945190429688 574.0389404296875 None None None +4 1976 0.37390393018722534 580.7299194335938 574.0738525390625 None None None +4 1977 0.3739526867866516 580.7156982421875 574.0587768554688 None None None +4 1978 0.37396112084388733 580.7095947265625 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0.37430328130722046 580.9180908203125 574.2549438476562 None None None +4 2005 0.37430280447006226 580.9175415039062 574.25439453125 None None None +4 2006 0.37430015206336975 580.9698486328125 574.3067016601562 None None None +4 2007 0.3742787837982178 580.9453735351562 574.2825927734375 None None None +4 2008 0.37423837184906006 580.9465942382812 574.2844848632812 None None None +4 2009 0.37423110008239746 580.951904296875 574.2899169921875 None None None +4 2010 0.3742193877696991 580.94140625 574.2796020507812 None None None +4 2011 0.3741947412490845 580.9453125 574.2839965820312 None None None +4 2012 0.3741804361343384 580.895751953125 574.2347412109375 None None None +4 2013 0.37417978048324585 580.9159545898438 574.2548828125 None None None +4 2014 0.37417760491371155 580.9099731445312 574.2490234375 None None None +4 2015 0.37414026260375977 580.8944091796875 574.2340698242188 None None None +4 2016 0.3741236925125122 580.8497314453125 574.1897583007812 None None None +4 2017 0.3741566240787506 580.8241577148438 574.16357421875 None None None +4 2018 0.3741959035396576 580.82373046875 574.1624755859375 None None None +4 2019 0.3741733133792877 580.8435668945312 574.1827392578125 None None None +4 2020 0.3741663694381714 580.8431396484375 574.182373046875 None None None +4 2021 0.37416738271713257 580.849609375 574.1888427734375 None None None +4 2022 0.37417498230934143 580.81689453125 574.156005859375 None None None +4 2023 0.37413498759269714 580.8135375976562 574.1533203125 None None None +4 2024 0.3741258978843689 580.81494140625 574.1548461914062 None None None +4 2025 0.3741275668144226 580.8051147460938 574.1449584960938 None None None +4 2026 0.37412169575691223 580.814697265625 574.1546630859375 None None None +4 2027 0.3741130828857422 580.8494262695312 574.1895751953125 None None None +4 2028 0.37408506870269775 580.8155517578125 574.1561889648438 None None None +4 2029 0.3740808069705963 580.8442993164062 574.1849975585938 None None None +4 2030 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1870 0.3596476912498474 576.5280151367188 570.125732421875 None None None +5 1871 0.35969671607017517 576.5255737304688 570.1223754882812 None None None +5 1872 0.35976094007492065 576.5157470703125 570.1113891601562 None None None +5 1873 0.3597516119480133 576.5193481445312 570.1151123046875 None None None +5 1874 0.35977649688720703 576.5433349609375 570.138671875 None None None +5 1875 0.35980936884880066 576.5626831054688 570.157470703125 None None None +5 1876 0.35980165004730225 576.5577392578125 570.1526489257812 None None None +5 1877 0.35978493094444275 576.5450439453125 570.1402587890625 None None None +5 1878 0.3597572147846222 576.5391235351562 570.134765625 None None None +5 1879 0.35976189374923706 576.5656127929688 570.1612548828125 None None None +5 1880 0.3597184121608734 576.6153564453125 570.2117919921875 None None None +5 1881 0.35965073108673096 576.6040649414062 570.2017211914062 None None None +5 1882 0.3596179783344269 576.5971069335938 570.1953735351562 None None None +5 1883 0.35961195826530457 576.5989990234375 570.1973266601562 None None None +5 1884 0.35956335067749023 576.5965576171875 570.1957397460938 None None None +5 1885 0.35958290100097656 576.6004638671875 570.1993408203125 None None None +5 1886 0.3595781624317169 576.5740356445312 570.1730346679688 None None None +5 1887 0.35962456464767456 576.5826416015625 570.1807250976562 None None None +5 1888 0.3596153259277344 576.5777587890625 570.1760864257812 None None None +5 1889 0.35960662364959717 576.5614013671875 570.1598510742188 None None None +5 1890 0.3595629930496216 576.5321044921875 570.1314086914062 None None None +5 1891 0.3595079779624939 576.4674682617188 570.0677490234375 None None None +5 1892 0.3594942092895508 576.4468994140625 570.04736328125 None None None +5 1893 0.35947757959365845 576.4909057617188 570.0916137695312 None None None +5 1894 0.3594735562801361 576.4419555664062 570.042724609375 None None None +5 1895 0.35944873094558716 576.4241943359375 570.0254516601562 None None None +5 1896 0.35950762033462524 576.4329833984375 570.033203125 None None None +5 1897 0.3594904839992523 576.404541015625 570.005126953125 None None None +5 1898 0.3594854474067688 576.4027099609375 570.00341796875 None None None +5 1899 0.3594849407672882 576.4111938476562 570.0119018554688 None None None +5 1900 0.35949525237083435 576.3865966796875 569.9871215820312 None None None +5 1901 0.3594657778739929 576.4217529296875 570.0228271484375 None None None +5 1902 0.3594105839729309 576.4214477539062 570.0234375 None None None +5 1903 0.35938650369644165 576.3833618164062 569.98583984375 None None None +5 1904 0.35941872000694275 576.3812255859375 569.983154296875 None None None +5 1905 0.359447181224823 576.3911743164062 569.9926147460938 None None None +5 1906 0.3593428134918213 576.3882446289062 569.991455078125 None None None +5 1907 0.35934019088745117 576.4075317382812 570.0108642578125 None None None +5 1908 0.3592844009399414 576.419677734375 570.0239868164062 None None None +5 1909 0.3592745065689087 576.4254760742188 570.0299682617188 None None None +5 1910 0.3592681884765625 576.390869140625 569.9955444335938 None None None +5 1911 0.3592575490474701 576.3826293945312 569.9874877929688 None None None +5 1912 0.3592199683189392 576.3651123046875 569.9706420898438 None None None +5 1913 0.35926562547683716 576.3890380859375 569.9937744140625 None None None +5 1914 0.3592093288898468 576.3912963867188 569.9970703125 None None None +5 1915 0.3591778576374054 576.3697509765625 569.97607421875 None None None +5 1916 0.35919955372810364 576.3236694335938 569.9295043945312 None None None +5 1917 0.3591254949569702 576.2906494140625 569.8978271484375 None None None +5 1918 0.3591305613517761 576.257568359375 569.8645629882812 None None None +5 1919 0.35913097858428955 576.2553100585938 569.8623657226562 None None None +5 1920 0.3591369390487671 576.2887573242188 569.8956909179688 None None None +5 1921 0.35906457901000977 576.2665405273438 569.874755859375 None None None +5 1922 0.3590081036090851 576.2821044921875 569.8912963867188 None None None +5 1923 0.3590202331542969 576.2901611328125 569.899169921875 None None None +5 1924 0.35900065302848816 576.28515625 569.8944702148438 None None None +5 1925 0.3590496778488159 576.2911987304688 569.899658203125 None None None +5 1926 0.35909128189086914 576.303466796875 569.9111328125 None None None +5 1927 0.3590725064277649 576.2775268554688 569.8855590820312 None None None +5 1928 0.3590257465839386 576.3045654296875 569.9134521484375 None None None +5 1929 0.35905322432518005 576.3168334960938 569.9251708984375 None None None +5 1930 0.35900866985321045 576.2979125976562 569.9070434570312 None None None +5 1931 0.3590503931045532 576.2830810546875 569.8914184570312 None None None +5 1932 0.3589930832386017 576.32373046875 569.93310546875 None None None +5 1933 0.35901978611946106 576.349609375 569.9585571289062 None None None +5 1934 0.3590034544467926 576.3367919921875 569.946044921875 None None None +5 1935 0.35899338126182556 576.3513793945312 569.9607543945312 None None None +5 1936 0.35897693037986755 576.3668212890625 569.9765014648438 None None None +5 1937 0.3589859902858734 576.3615112304688 569.9710693359375 None None None +5 1938 0.35895130038261414 576.34326171875 569.9534301757812 None None None +5 1939 0.358881413936615 576.2874145507812 569.8988647460938 None None None +5 1940 0.35885828733444214 576.2801513671875 569.8919067382812 None None None +5 1941 0.35880905389785767 576.2258911132812 569.8385620117188 None None None +5 1942 0.3587556779384613 576.237060546875 569.8507690429688 None None None +5 1943 0.35878050327301025 576.25 569.8632202148438 None None None +5 1944 0.35883504152297974 576.25390625 569.8662109375 None None None +5 1945 0.35886818170547485 576.2650146484375 569.8766479492188 None None None +5 1946 0.3588983416557312 576.2946166992188 569.90576171875 None None None +5 1947 0.3589105010032654 576.2850952148438 569.8960571289062 None None None +5 1948 0.3589036166667938 576.3135375976562 569.9246215820312 None None None +5 1949 0.3589538335800171 576.3033447265625 569.9135131835938 None None None +5 1950 0.35912370681762695 576.2684936523438 569.875732421875 None None None +5 1951 0.35917744040489197 576.3004150390625 569.9066162109375 None None None +5 1952 0.35919344425201416 576.3165893554688 569.9225463867188 None None None +5 1953 0.35921886563301086 576.2965698242188 569.9020385742188 None None None +5 1954 0.3592348098754883 576.30615234375 569.9113159179688 None None None +5 1955 0.3592032790184021 576.2908935546875 569.8966674804688 None None None +5 1956 0.3591756820678711 576.2958374023438 569.902099609375 None None None +5 1957 0.35915854573249817 576.302001953125 569.9085693359375 None None None +5 1958 0.35914140939712524 576.3216552734375 569.9285278320312 None None None +5 1959 0.3590816855430603 576.2974243164062 569.9053344726562 None None None +5 1960 0.35909220576286316 576.2944946289062 569.9022216796875 None None None +5 1961 0.35908815264701843 576.286376953125 569.8941650390625 None None None +5 1962 0.3590814769268036 576.2780151367188 569.8858642578125 None None None +5 1963 0.35907110571861267 576.2781372070312 569.88623046875 None None None +5 1964 0.35910674929618835 576.3084716796875 569.9158935546875 None None None +5 1965 0.3591337203979492 576.3185424804688 569.9254760742188 None None None +5 1966 0.35910382866859436 576.3023071289062 569.9097900390625 None None None +5 1967 0.3590739667415619 576.3189697265625 569.9269409179688 None None None +5 1968 0.35908743739128113 576.2767944335938 569.884521484375 None None None +5 1969 0.3591347336769104 576.2678833007812 569.8748168945312 None None None +5 1970 0.359104186296463 576.3045043945312 569.9119262695312 None None None +5 1971 0.3590949475765228 576.283935546875 569.8914794921875 None None None +5 1972 0.3591171205043793 576.2774047851562 569.8846435546875 None None None +5 1973 0.3591291904449463 576.2913208007812 569.8983764648438 None None None +5 1974 0.3590921461582184 576.2564086914062 569.8640747070312 None None None +5 1975 0.3590511381626129 576.239013671875 569.8473510742188 None None None +5 1976 0.35907354950904846 576.2665405273438 569.8745727539062 None None None +5 1977 0.35909345746040344 576.2521362304688 569.8597412109375 None None None +5 1978 0.35907843708992004 576.2625122070312 569.870361328125 None None None +5 1979 0.359046071767807 576.2654418945312 569.8739013671875 None None None +5 1980 0.3590903580188751 576.2810668945312 569.888671875 None None None +5 1981 0.3591262400150299 576.3150634765625 569.9220581054688 None None None +5 1982 0.35910946130752563 576.3095703125 569.9168701171875 None None None +5 1983 0.35911843180656433 576.3069458007812 569.9140625 None None None +5 1984 0.3591374456882477 576.3120727539062 569.9188842773438 None None None +5 1985 0.35908031463623047 576.2969360351562 569.90478515625 None None None +5 1986 0.35910630226135254 576.2681274414062 569.87548828125 None None None +5 1987 0.359083890914917 576.2874755859375 569.8953247070312 None None None +5 1988 0.35907796025276184 576.2776489257812 569.8855590820312 None None None +5 1989 0.3590431809425354 576.2528076171875 569.8613891601562 None None None +5 1990 0.359051913022995 576.275146484375 569.883544921875 None None None +5 1991 0.35912442207336426 576.2630004882812 569.8701171875 None None None +5 1992 0.3591128885746002 576.2476806640625 569.85498046875 None None None +5 1993 0.3590802848339081 576.2463989257812 569.8543090820312 None None None +5 1994 0.3590308129787445 576.2413940429688 569.8501586914062 None None None +5 1995 0.35908815264701843 576.2748413085938 569.8826293945312 None None None +5 1996 0.3591756224632263 576.2589721679688 569.8651733398438 None None None +5 1997 0.359119713306427 576.2462158203125 569.8533935546875 None None None +5 1998 0.35916951298713684 576.2711181640625 569.87744140625 None None None +5 1999 0.35912981629371643 576.2784423828125 569.8854370117188 None None None +5 2000 0.3590916693210602 576.2706298828125 569.8782348632812 None None None +5 2001 0.3590826392173767 576.2808837890625 569.8887329101562 None None None +5 2002 0.3590438663959503 576.2630004882812 569.8715209960938 None None None +5 2003 0.3590388894081116 576.284423828125 569.8930053710938 None None None +5 2004 0.35906559228897095 576.3019409179688 569.9100341796875 None None None +5 2005 0.359042763710022 576.3252563476562 569.933837890625 None None None +5 2006 0.35902777314186096 576.33203125 569.9408569335938 None None None +5 2007 0.35904788970947266 576.3560791015625 569.9645385742188 None None None +5 2008 0.35904189944267273 576.3695678710938 569.9781494140625 None None None +5 2009 0.3591601550579071 576.3550415039062 569.9614868164062 None None None +5 2010 0.35910898447036743 576.3353271484375 569.9427490234375 None None None +5 2011 0.35915592312812805 576.3283081054688 569.9348754882812 None None None +5 2012 0.3591039478778839 576.3262939453125 569.933837890625 None None None +5 2013 0.3591425120830536 576.3373413085938 569.9441528320312 None None None +5 2014 0.35908663272857666 576.3467407226562 569.9545288085938 None None None +5 2015 0.35910728573799133 576.3817749023438 569.9891967773438 None None None +5 2016 0.3591324985027313 576.3663940429688 569.9733276367188 None None None +5 2017 0.3591354191303253 576.3298950195312 569.9368286132812 None None None +5 2018 0.35908812284469604 576.2941284179688 569.9019165039062 None None None +5 2019 0.3591689169406891 576.29150390625 569.8978271484375 None None None +5 2020 0.3591432273387909 576.2478637695312 569.8546142578125 None None None +5 2021 0.35918790102005005 576.2738037109375 569.8797607421875 None None None +5 2022 0.3591848611831665 576.328857421875 569.9348754882812 None None None +5 2023 0.3592720925807953 576.3068237304688 569.9113159179688 None None None +5 2024 0.35927489399909973 576.2913208007812 569.895751953125 None None None +5 2025 0.35929837822914124 576.2975463867188 569.901611328125 None None None +5 2026 0.35926157236099243 576.2972412109375 569.9019165039062 None None None +5 2027 0.35927051305770874 576.3248291015625 569.9293212890625 None None None +5 2028 0.3593478500843048 576.3412475585938 569.9443969726562 None None None +5 2029 0.35932469367980957 576.3473510742188 569.9508666992188 None None None +5 2030 0.3592950403690338 576.4071655273438 570.01123046875 None None None +5 2031 0.3592754006385803 576.400634765625 570.0050659179688 None None None +5 2032 0.35933390259742737 576.38818359375 569.9915161132812 None None None +5 2033 0.3592912256717682 576.3931274414062 569.9972534179688 None None None +5 2034 0.359263151884079 576.36279296875 569.9674072265625 None None None +5 2035 0.35925209522247314 576.3239135742188 569.9287109375 None None None +5 2036 0.3593056797981262 576.3175659179688 569.92138671875 None None None +5 2037 0.3593166172504425 576.3296508789062 569.9332885742188 None None None +5 2038 0.35930928587913513 576.3206176757812 569.9243774414062 None None None +5 2039 0.359297513961792 576.3189086914062 569.9228515625 None None None +5 2040 0.35927724838256836 576.32568359375 569.9299926757812 None None None +5 2041 0.3593306839466095 576.353271484375 569.9566040039062 None None None +5 2042 0.3593337833881378 576.319091796875 569.92236328125 None None None +5 2043 0.3593122959136963 576.3067016601562 569.9103393554688 None None None +5 2044 0.35929298400878906 576.3125610351562 569.9165649414062 None None None +5 2045 0.35928183794021606 576.3136596679688 569.9179077148438 None None None +5 2046 0.35925838351249695 576.3075561523438 569.9121704101562 None None None +5 2047 0.3592514097690582 576.2954711914062 569.9002075195312 None None None +5 2048 0.3592577874660492 576.2968139648438 569.9014282226562 None None None +5 2049 0.3592637777328491 576.302734375 569.9072265625 None None None +5 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0.34067636728286743 572.7694702148438 566.7056274414062 None None None +7 1945 0.3406614661216736 572.7766723632812 566.713134765625 None None None +7 1946 0.3406233787536621 572.7671508789062 566.7042846679688 None None None +7 1947 0.3405953645706177 572.7798461914062 566.7174682617188 None None None +7 1948 0.340680867433548 572.7940673828125 566.7301635742188 None None None +7 1949 0.34063294529914856 572.791015625 566.72802734375 None None None +7 1950 0.34066569805145264 572.7880249023438 566.7244262695312 None None None +7 1951 0.34068796038627625 572.7606201171875 566.6965942382812 None None None +7 1952 0.34066131711006165 572.769287109375 566.7057495117188 None None None +7 1953 0.34068992733955383 572.7954711914062 566.7313842773438 None None None +7 1954 0.3406715989112854 572.83642578125 566.7726440429688 None None None +7 1955 0.3406977951526642 572.8239135742188 566.7597045898438 None None None +7 1956 0.3407785892486572 572.8470458984375 566.7814331054688 None None None 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None None +7 1970 0.34072446823120117 572.7738647460938 566.7093505859375 None None None +7 1971 0.340739369392395 572.8116455078125 566.746826171875 None None None +7 1972 0.34072208404541016 572.8154907226562 566.7510986328125 None None None +7 1973 0.34071701765060425 572.8228149414062 566.7584838867188 None None None +7 1974 0.34066593647003174 572.788818359375 566.7254028320312 None None None +7 1975 0.34067583084106445 572.7861938476562 566.7225341796875 None None None +7 1976 0.34067514538764954 572.8231811523438 566.759521484375 None None None +7 1977 0.3406620919704437 572.7866821289062 566.7232666015625 None None None +7 1978 0.34066420793533325 572.830810546875 566.767333984375 None None None +7 1979 0.3406764268875122 572.8425903320312 566.7788696289062 None None None +7 1980 0.3406332731246948 572.8408813476562 566.7778930664062 None None None +7 1981 0.3406142294406891 572.85498046875 566.7923583984375 None None None +7 1982 0.3405618369579315 572.8523559570312 566.7907104492188 None None None +7 1983 0.3405790627002716 572.8551025390625 566.793212890625 None None None +7 1984 0.34056127071380615 572.868896484375 566.8073120117188 None None None +7 1985 0.3405667245388031 572.8958129882812 566.8341064453125 None None None +7 1986 0.34056609869003296 572.8558959960938 566.7942504882812 None None None +7 1987 0.340579628944397 572.8828125 566.8209228515625 None None None +7 1988 0.3405425548553467 572.9033203125 566.842041015625 None None None +7 1989 0.34055012464523315 572.8717041015625 566.810302734375 None None None +7 1990 0.3405540883541107 572.87255859375 566.81103515625 None None None +7 1991 0.34056782722473145 572.86279296875 566.8009643554688 None None None +7 1992 0.34056177735328674 572.89892578125 566.8372802734375 None None None +7 1993 0.34057915210723877 572.9446411132812 566.8826293945312 None None None +7 1994 0.3405395746231079 572.9427490234375 566.8814697265625 None None None +7 1995 0.3405297100543976 572.9624633789062 566.9013671875 None None None +7 1996 0.3405449688434601 572.9669189453125 566.905517578125 None None None +7 1997 0.340604692697525 572.9829711914062 566.9205322265625 None None None +7 1998 0.3406555950641632 573.014892578125 566.9515380859375 None None None +7 1999 0.3406875729560852 572.9766235351562 566.9127807617188 None None None +7 2000 0.3406456410884857 572.9898071289062 566.9266967773438 None None None +7 2001 0.3406524360179901 572.994873046875 566.931640625 None None None +7 2002 0.34062352776527405 573.0014038085938 566.9386596679688 None None None +7 2003 0.3405977785587311 572.9945678710938 566.932373046875 None None None +7 2004 0.3406217098236084 573.0093383789062 566.9466552734375 None None None +7 2005 0.34060779213905334 573.0128173828125 566.9503784179688 None None None +7 2006 0.34060466289520264 572.995361328125 566.9329833984375 None None None +7 2007 0.3405636250972748 573.0365600585938 566.9749755859375 None None None +7 2008 0.3405386209487915 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1823 0.33571657538414 571.1934814453125 565.2177124023438 None None None +8 1824 0.3356519937515259 571.1591186523438 565.1845092773438 None None None +8 1825 0.3356468379497528 571.1567993164062 565.1823120117188 None None None +8 1826 0.33566349744796753 571.14306640625 565.1682739257812 None None None +8 1827 0.3357100486755371 571.2031860351562 565.2276000976562 None None None +8 1828 0.3356928825378418 571.17626953125 565.2009887695312 None None None +8 1829 0.33565208315849304 571.1473388671875 565.1727294921875 None None None +8 1830 0.3356437087059021 571.13037109375 565.1559448242188 None None None +8 1831 0.33564865589141846 571.1438598632812 565.1693725585938 None None None +8 1832 0.3356975317001343 571.1712646484375 565.1959228515625 None None None +8 1833 0.3356837034225464 571.2108154296875 565.2357177734375 None None None +8 1834 0.33565062284469604 571.2098999023438 565.2354125976562 None None None +8 1835 0.33565717935562134 571.2125854492188 565.2379760742188 None None None +8 1836 0.3356659710407257 571.2295532226562 565.2546997070312 None None None +8 1837 0.33568453788757324 571.2466430664062 565.271484375 None None None +8 1838 0.33576682209968567 571.2135620117188 565.2369384765625 None None None +8 1839 0.3357853889465332 571.219970703125 565.2430419921875 None None None +8 1840 0.33579736948013306 571.2256469726562 565.2484741210938 None None None +8 1841 0.3357555866241455 571.2169799804688 565.2406005859375 None None None +8 1842 0.33569979667663574 571.21240234375 565.2369995117188 None None None +8 1843 0.33572131395339966 571.2302856445312 565.2545166015625 None None None +8 1844 0.33574095368385315 571.23583984375 565.2597045898438 None None None +8 1845 0.33567148447036743 571.2159423828125 565.2410278320312 None None None +8 1846 0.3356952965259552 571.2149047851562 565.239501953125 None None None +8 1847 0.3356931507587433 571.2091064453125 565.2337646484375 None None None +8 1848 0.3356775939464569 571.2177124023438 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565.3032836914062 None None None +8 1862 0.3354742228984833 571.297607421875 565.3261108398438 None None None +8 1863 0.33548325300216675 571.2864379882812 565.314697265625 None None None +8 1864 0.33547112345695496 571.3046264648438 565.3330688476562 None None None +8 1865 0.3354780972003937 571.28369140625 565.3119506835938 None None None +8 1866 0.3354845643043518 571.260009765625 565.2882080078125 None None None +8 1867 0.33548688888549805 571.2545166015625 565.2826538085938 None None None +8 1868 0.3354405164718628 571.262939453125 565.2919311523438 None None None +8 1869 0.33540061116218567 571.2749633789062 565.3046875 None None None +8 1870 0.3353365957736969 571.2713012695312 565.3021850585938 None None None +8 1871 0.33526507019996643 571.3143310546875 565.3464965820312 None None None +8 1872 0.33526161313056946 571.3125 565.3447265625 None None None +8 1873 0.33521533012390137 571.2977905273438 565.3308715820312 None None None +8 1874 0.3352155089378357 571.303466796875 565.3365478515625 None None None +8 1875 0.3351714015007019 571.344482421875 565.3783569335938 None None None +8 1876 0.33530089259147644 571.37109375 565.4027099609375 None None None +8 1877 0.33521100878715515 571.4136352539062 565.4468383789062 None None None +8 1878 0.33525216579437256 571.4317626953125 565.4642944335938 None None None +8 1879 0.3352356553077698 571.4275512695312 565.4603271484375 None None None +8 1880 0.3351873755455017 571.39208984375 565.4257202148438 None None None +8 1881 0.3351561427116394 571.411376953125 565.4454956054688 None None None +8 1882 0.33510568737983704 571.4255981445312 565.4606323242188 None None None +8 1883 0.33510738611221313 571.4363403320312 565.4713745117188 None None None +8 1884 0.33511629700660706 571.4688720703125 565.5037231445312 None None None +8 1885 0.3351269066333771 571.4716796875 565.50634765625 None None None +8 1886 0.3351259231567383 571.45703125 565.49169921875 None None None +8 1887 0.33515945076942444 571.4449462890625 565.4789428710938 None None None +8 1888 0.33513957262039185 571.4819946289062 565.516357421875 None None None +8 1889 0.33510175347328186 571.4977416992188 565.5327758789062 None None None +8 1890 0.33508431911468506 571.4986572265625 565.5339965820312 None None None +8 1891 0.335091769695282 571.5042114257812 565.5394287109375 None None None +8 1892 0.3350396156311035 571.5184326171875 565.5545043945312 None None None +8 1893 0.33500248193740845 571.5347900390625 565.571533203125 None None None +8 1894 0.3349773585796356 571.5040893554688 565.541259765625 None None None +8 1895 0.3349161446094513 571.498779296875 565.537109375 None None None +8 1896 0.33495962619781494 571.497314453125 565.5347900390625 None None None +8 1897 0.33502915501594543 571.4688110351562 565.505126953125 None None None +8 1898 0.33500951528549194 571.4907836914062 565.5274047851562 None None None +8 1899 0.334972620010376 571.4749145507812 565.51220703125 None None None +8 1900 0.33493706583976746 571.4736328125 565.5115356445312 None None None +8 1901 0.33493560552597046 571.4990234375 565.5369873046875 None None None +8 1902 0.33500179648399353 571.4977416992188 565.5345458984375 None None None +8 1903 0.3349347412586212 571.5078125 565.5457153320312 None None None +8 1904 0.33492445945739746 571.5339965820312 565.5720825195312 None None None +8 1905 0.3349061608314514 571.5202026367188 565.55859375 None None None +8 1906 0.33487215638160706 571.5354614257812 565.574462890625 None None None +8 1907 0.3348587453365326 571.5721435546875 565.6113891601562 None None None +8 1908 0.33486494421958923 571.5347290039062 565.5738525390625 None None None +8 1909 0.3348912000656128 571.53515625 565.5738525390625 None None None +8 1910 0.33494439721107483 571.5718383789062 565.609619140625 None None None +8 1911 0.33489200472831726 571.5430297851562 565.5817260742188 None None None +8 1912 0.334909051656723 571.5430908203125 565.5814208984375 None None None +8 1913 0.33490175008773804 571.563720703125 565.6021728515625 None None None +8 1914 0.3348791003227234 571.5767822265625 565.6156005859375 None None None +8 1915 0.3349127173423767 571.5716552734375 565.60986328125 None None None +8 1916 0.334972083568573 571.541748046875 565.5789794921875 None None None +8 1917 0.33501043915748596 571.576416015625 565.6128540039062 None None None +8 1918 0.33506518602371216 571.609619140625 565.6451416015625 None None None +8 1919 0.3350802958011627 571.5806884765625 565.615966796875 None None None +8 1920 0.3350605368614197 571.5910034179688 565.6266479492188 None None None +8 1921 0.335066556930542 571.6293334960938 565.6648559570312 None None None +8 1922 0.33518192172050476 571.6135864257812 565.6470336914062 None None None +8 1923 0.3352043926715851 571.5938720703125 565.6268920898438 None None None +8 1924 0.335190087556839 571.572509765625 565.6057739257812 None None None +8 1925 0.33521589636802673 571.5712890625 565.6041259765625 None None None +8 1926 0.3352442681789398 571.5152587890625 565.5475463867188 None None None +8 1927 0.3352701663970947 571.5133056640625 565.5451049804688 None None None +8 1928 0.33528444170951843 571.4894409179688 565.5209350585938 None None None +8 1929 0.33528172969818115 571.5094604492188 565.541015625 None None None +8 1930 0.3353332579135895 571.4840698242188 565.5147094726562 None None None +8 1931 0.33532434701919556 571.458251953125 565.4890747070312 None None None +8 1932 0.3352647125720978 571.4133911132812 565.4453125 None None None +8 1933 0.3353024423122406 571.4296264648438 565.4608764648438 None None None +8 1934 0.33528363704681396 571.48828125 565.5198364257812 None None None +8 1935 0.3352510631084442 571.4974365234375 565.529541015625 None None None +8 1936 0.3352311849594116 571.4631958007812 565.4957275390625 None None None +8 1937 0.3352009654045105 571.474365234375 565.5073852539062 None None None +8 1938 0.3351762890815735 571.4486694335938 565.4821166992188 None None None +8 1939 0.33517423272132874 571.4464111328125 565.4799194335938 None None None +8 1940 0.3352081775665283 571.4290771484375 565.4619750976562 None None None +8 1941 0.3351525068283081 571.4576416015625 565.4915161132812 None None None +8 1942 0.3351004421710968 571.4384155273438 565.4732055664062 None None None +8 1943 0.33506062626838684 571.4366455078125 565.4721069335938 None None None +8 1944 0.335074245929718 571.4254150390625 565.4606323242188 None None None +8 1945 0.3350520133972168 571.3977661132812 565.433349609375 None None None +8 1946 0.3350814878940582 571.4063110351562 565.4413452148438 None None None +8 1947 0.3350953161716461 571.4082641601562 565.4429931640625 None None None +8 1948 0.3350813686847687 571.3956298828125 565.4306030273438 None None None +8 1949 0.33507534861564636 571.4069213867188 565.4420776367188 None None None +8 1950 0.3350939452648163 571.4151000976562 565.4498901367188 None None None +8 1951 0.33505895733833313 571.4329833984375 565.4683837890625 None None None +8 1952 0.33503738045692444 571.4885864257812 565.5244140625 None None None +8 1953 0.3350129723548889 571.5057983398438 565.5420532226562 None None None +8 1954 0.33508679270744324 571.500244140625 565.5352172851562 None None None +8 1955 0.3350721597671509 571.4930419921875 565.5282592773438 None None None +8 1956 0.3350508511066437 571.4567260742188 565.4923706054688 None None None +8 1957 0.3350329101085663 571.410400390625 565.4463500976562 None None None +8 1958 0.3350657820701599 571.4061279296875 565.4415283203125 None None None +8 1959 0.3351156711578369 571.421630859375 565.4561767578125 None None None +8 1960 0.335079550743103 571.4248046875 565.4599609375 None None None +8 1961 0.33508333563804626 571.4796142578125 565.5147094726562 None None None +8 1962 0.33511364459991455 571.5078735351562 565.54248046875 None None None +8 1963 0.33513087034225464 571.5333251953125 565.5675659179688 None None None +8 1964 0.3350839614868164 571.51171875 565.5467529296875 None None None +8 1965 0.3350785970687866 571.5437622070312 565.5789184570312 None None None +8 1966 0.3350614607334137 571.5819091796875 565.6173706054688 None None None +8 1967 0.33505094051361084 571.5941162109375 565.6296997070312 None None None +8 1968 0.3350003659725189 571.6058349609375 565.642333984375 None None None +8 1969 0.3351372182369232 571.5785522460938 565.6126098632812 None None None +8 1970 0.3351321518421173 571.5192260742188 565.5534057617188 None None None +8 1971 0.3351527452468872 571.4909057617188 565.5247802734375 None None None +8 1972 0.3351380527019501 571.4786987304688 565.5127563476562 None None None +8 1973 0.3351031541824341 571.4771118164062 565.5117797851562 None None None +8 1974 0.3351556360721588 571.4598388671875 565.4935913085938 None None None +8 1975 0.335162878036499 571.44091796875 565.4745483398438 None None None +8 1976 0.3351444602012634 571.4552612304688 565.4891357421875 None None None +8 1977 0.33518725633621216 571.4591064453125 565.4922485351562 None None None +8 1978 0.3352007567882538 571.460693359375 565.4935913085938 None None None +8 1979 0.33521121740341187 571.4552612304688 565.4879760742188 None None None +8 1980 0.33516791462898254 571.4342041015625 565.4676513671875 None None None +8 1981 0.3351752460002899 571.3988647460938 565.43212890625 None None None +8 1982 0.33522680401802063 571.4172973632812 565.44970703125 None None None +8 1983 0.33518186211586 571.3890380859375 565.4222412109375 None None None +8 1984 0.33520612120628357 571.372802734375 565.405517578125 None None None +8 1985 0.33515286445617676 571.3731689453125 565.4068603515625 None None None +8 1986 0.3351244330406189 571.3914184570312 565.4255981445312 None None None +8 1987 0.33517614006996155 571.3681030273438 565.4012451171875 None None None +8 1988 0.33520007133483887 571.38671875 565.4194946289062 None None None +8 1989 0.3352242410182953 571.3720703125 565.4043579101562 None None None +8 1990 0.33521124720573425 571.3743896484375 565.4069213867188 None None None +8 1991 0.33523592352867126 571.3427124023438 565.3748779296875 None None None +8 1992 0.3351972997188568 571.3430786132812 565.3758544921875 None None None +8 1993 0.3351844549179077 571.3768920898438 565.409912109375 None None None +8 1994 0.3351730704307556 571.4284057617188 565.4616088867188 None None None +8 1995 0.3351421058177948 571.4238891601562 565.4575805664062 None None None +8 1996 0.3351457118988037 571.4114379882812 565.4451293945312 None None None +8 1997 0.335122674703598 571.3973999023438 565.4315185546875 None None None +8 1998 0.33517688512802124 571.4396362304688 565.4727783203125 None None None +8 1999 0.3351757228374481 571.4485473632812 565.4816284179688 None None None +8 2000 0.3351937234401703 571.4871826171875 565.5199584960938 None None None +8 2001 0.3352265954017639 571.4677124023438 565.4998779296875 None None None +8 2002 0.3351866900920868 571.4580688476562 565.490966796875 None None None +8 2003 0.33520686626434326 571.4695434570312 565.5021362304688 None None None +8 2004 0.3352067470550537 571.474609375 565.5072021484375 None None None +8 2005 0.33520999550819397 571.4558715820312 565.4883422851562 None None None +8 2006 0.335257887840271 571.4476318359375 565.479248046875 None None None +8 2007 0.3352525532245636 571.4259643554688 565.4577026367188 None None None +8 2008 0.3352242708206177 571.4181518554688 565.450439453125 None None None +8 2009 0.33518144488334656 571.3862915039062 565.4193115234375 None None None +8 2010 0.33517080545425415 571.36279296875 565.3960571289062 None None None +8 2011 0.3352012634277344 571.37109375 565.4037475585938 None None None +8 2012 0.33522742986679077 571.3651733398438 565.3973999023438 None None None +8 2013 0.33525893092155457 571.359375 565.3909912109375 None None None +8 2014 0.33526039123535156 571.3786010742188 565.4102172851562 None None None +8 2015 0.33525410294532776 571.3778686523438 565.4096069335938 None None None +8 2016 0.33523809909820557 571.3258056640625 565.3577880859375 None None None +8 2017 0.33525365591049194 571.3192749023438 565.3510131835938 None None None +8 2018 0.3352079689502716 571.2987670898438 565.3312377929688 None None None +8 2019 0.3352157175540924 571.3276977539062 565.3600463867188 None None None +8 2020 0.3351781964302063 571.3289794921875 565.3619995117188 None None None +8 2021 0.3351336419582367 571.34716796875 565.3809814453125 None None None +8 2022 0.3351135551929474 571.334228515625 565.3683471679688 None None None +8 2023 0.33515745401382446 571.340576171875 565.3739624023438 None None None +8 2024 0.3351089358329773 571.3275146484375 565.3617553710938 None None None +8 2025 0.33512189984321594 571.3472290039062 565.3812255859375 None None None +8 2026 0.33515986800193787 571.3477172851562 565.381103515625 None None None +8 2027 0.33511877059936523 571.3195190429688 565.3535766601562 None None None +8 2028 0.335077166557312 571.2964477539062 565.3312377929688 None None 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0.32873252034187317 570.0919189453125 564.240234375 None None None +9 1935 0.32875755429267883 570.0903930664062 564.2382202148438 None None None +9 1936 0.3287357985973358 570.0748291015625 564.2230224609375 None None None +9 1937 0.3286873698234558 570.0657958984375 564.21484375 None None None +9 1938 0.3286748230457306 570.054443359375 564.2037963867188 None None None +9 1939 0.32866063714027405 570.0512084960938 564.2008056640625 None None None +9 1940 0.3286953866481781 570.0630493164062 564.2120361328125 None None None +9 1941 0.3287116587162018 570.0762329101562 564.2249145507812 None None None +9 1942 0.3286937177181244 570.0980224609375 564.2470703125 None None None +9 1943 0.32865551114082336 570.1036376953125 564.2532958984375 None None None +9 1944 0.3286604583263397 570.1266479492188 564.2761840820312 None None None +9 1945 0.32865485548973083 570.0968627929688 564.24658203125 None None None +9 1946 0.32864391803741455 570.1053466796875 564.2553100585938 None None None +9 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None None +9 1999 0.32856059074401855 569.748046875 563.8994750976562 None None None +9 2000 0.32868075370788574 569.7610473632812 563.9103393554688 None None None +9 2001 0.32866573333740234 569.8017578125 563.9513549804688 None None None +9 2002 0.3285944163799286 569.816162109375 563.9669799804688 None None None +9 2003 0.32857370376586914 569.7994995117188 563.9506225585938 None None None +9 2004 0.3286014497280121 569.7759399414062 563.9265747070312 None None None +9 2005 0.3286309242248535 569.7656860351562 563.915771484375 None None None +9 2006 0.328614741563797 569.733642578125 563.884033203125 None None None +9 2007 0.32861289381980896 569.7680053710938 563.9183959960938 None None None +9 2008 0.32856670022010803 569.7264404296875 563.877685546875 None None None +9 2009 0.3285817503929138 569.7010498046875 563.8519897460938 None None None +9 2010 0.3285684287548065 569.7072143554688 563.8583984375 None None None +9 2011 0.32852402329444885 569.6976318359375 563.849609375 None None None +9 2012 0.32851821184158325 569.686767578125 563.8388671875 None None None +9 2013 0.32847270369529724 569.6632080078125 563.8161010742188 None None None +9 2014 0.32844555377960205 569.6463623046875 563.7997436523438 None None None +9 2015 0.3284161388874054 569.661376953125 563.8152465820312 None None None +9 2016 0.3283776640892029 569.6761474609375 563.8306884765625 None None None +9 2017 0.32833799719810486 569.6438598632812 563.7991333007812 None None None +9 2018 0.32828474044799805 569.6329345703125 563.7891845703125 None None None +9 2019 0.32827895879745483 569.6519775390625 563.808349609375 None None None +9 2020 0.32825136184692383 569.6511840820312 563.8079833984375 None None None +9 2021 0.32819685339927673 569.6470336914062 563.8048095703125 None None None +9 2022 0.32824426889419556 569.6714477539062 563.8284301757812 None None None +9 2023 0.32820653915405273 569.676025390625 563.833740234375 None None None +9 2024 0.3281598389148712 569.6809692382812 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0.3280389606952667 569.4677734375 563.6282958984375 None None None +9 2051 0.32806533575057983 569.4818115234375 563.6417846679688 None None None +9 2052 0.32801553606987 569.4498901367188 563.6107788085938 None None None +9 2053 0.3280041515827179 569.4622192382812 563.623291015625 None None None +9 2054 0.32795822620391846 569.4616088867188 563.62353515625 None None None +9 2055 0.3279176354408264 569.4757690429688 563.6383666992188 None None None +9 2056 0.3279528021812439 569.4784545898438 563.6404418945312 None None None +9 2057 0.32792404294013977 569.478515625 563.6409912109375 None None None +9 2058 0.3278956711292267 569.4501953125 563.61328125 None None None +9 2059 0.3279002606868744 569.4302368164062 563.5932006835938 None None None +9 2060 0.32798707485198975 569.4129638671875 563.5744018554688 None None None +9 2061 0.3280124366283417 569.410400390625 563.5713500976562 None None None +9 2062 0.32798922061920166 569.3810424804688 563.54248046875 None None None +9 2063 0.328002005815506 569.3560791015625 563.517333984375 None None None +9 2064 0.32794705033302307 569.3877563476562 563.5499267578125 None None None +9 2065 0.327869713306427 569.353271484375 563.516845703125 None None None +9 2066 0.32790979743003845 569.372314453125 563.53515625 None None None +9 2067 0.32788151502609253 569.3756103515625 563.5389404296875 None None None +9 2068 0.3278791606426239 569.3594360351562 563.5228271484375 None None None +9 2069 0.3279033601284027 569.3579711914062 563.5209350585938 None None None +9 2070 0.3279152512550354 569.341064453125 563.5037841796875 None None None +9 2071 0.32787445187568665 569.3540649414062 563.5176391601562 None None None +9 2072 0.3278403580188751 569.3062133789062 563.4703979492188 None None None +9 2073 0.3278093636035919 569.2886352539062 563.453369140625 None None None +9 2074 0.32778188586235046 569.2493286132812 563.41455078125 None None None +9 2075 0.3277609348297119 569.2647705078125 563.4303588867188 None None None +9 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None +9 2115 0.327644407749176 569.4376220703125 563.6053466796875 None None None +9 2116 0.3276246190071106 569.4241333007812 563.5922241210938 None None None +9 2117 0.3275805413722992 569.433837890625 563.6027221679688 None None None +9 2118 0.32756608724594116 569.4290771484375 563.5982055664062 None None None +9 2119 0.32759585976600647 569.43798828125 563.6065063476562 None None None +9 2120 0.3275564908981323 569.4182739257812 563.5875244140625 None None None +9 2121 0.32754385471343994 569.3944091796875 563.56396484375 None None None +9 2122 0.3276006281375885 569.3914184570312 563.5599365234375 None None None +9 2123 0.3276093304157257 569.3759765625 563.5443115234375 None None None +9 2124 0.3276117444038391 569.3919677734375 563.5602416992188 None None None +9 2125 0.32759037613868713 569.4068603515625 563.5755004882812 None None None +9 2126 0.32758817076683044 569.3849487304688 563.5536499023438 None None None +9 2127 0.3276382386684418 569.374267578125 563.5420532226562 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561.3089599609375 None None None +10 1904 0.31455114483833313 566.9392700195312 561.3400268554688 None None None +10 1905 0.31454169750213623 566.9138793945312 561.3148803710938 None None None +10 1906 0.3145419955253601 566.9252319335938 561.326171875 None None None +10 1907 0.31451958417892456 566.9556274414062 561.3569946289062 None None None +10 1908 0.31454065442085266 566.9508666992188 561.3519287109375 None None None +10 1909 0.31455332040786743 566.9363403320312 561.3372192382812 None None None +10 1910 0.314556747674942 566.9365234375 561.3372802734375 None None None +10 1911 0.3145819306373596 566.9363403320312 561.336669921875 None None None +10 1912 0.31460636854171753 566.9222412109375 561.3220825195312 None None None +10 1913 0.31458428502082825 566.9667358398438 561.366943359375 None None None +10 1914 0.31459349393844604 566.9675903320312 561.36767578125 None None None +10 1915 0.3146692216396332 566.9754028320312 561.3740844726562 None None None +10 1916 0.31460973620414734 566.9777221679688 561.37744140625 None None None +10 1917 0.31463339924812317 566.9555053710938 561.3547973632812 None None None +10 1918 0.3146394193172455 566.9319458007812 561.3311767578125 None None None +10 1919 0.3146539330482483 566.9370727539062 561.3359985351562 None None None +10 1920 0.31463703513145447 566.93701171875 561.3363037109375 None None None +10 1921 0.31465068459510803 566.952880859375 561.3519287109375 None None None +10 1922 0.3146270513534546 566.957763671875 561.3572998046875 None None None +10 1923 0.31464287638664246 566.9581298828125 561.3573608398438 None None None +10 1924 0.31463727355003357 566.9636840820312 561.3629760742188 None None None +10 1925 0.3145900070667267 566.93017578125 561.330322265625 None None None +10 1926 0.3146003484725952 566.9777221679688 561.3776245117188 None None None +10 1927 0.3146500289440155 566.9541015625 561.3532104492188 None None None +10 1928 0.3146572709083557 566.9891357421875 561.3880615234375 None None None +10 1929 0.314677357673645 566.9928588867188 561.3914184570312 None None None +10 1930 0.31466248631477356 566.9898681640625 561.3887329101562 None None None +10 1931 0.3146226108074188 566.9920654296875 561.3916015625 None None None +10 1932 0.31463199853897095 567.047119140625 561.446533203125 None None None +10 1933 0.3146830201148987 567.0830078125 561.4814453125 None None None +10 1934 0.3146798610687256 567.0880126953125 561.4865112304688 None None None +10 1935 0.3146454691886902 567.1177978515625 561.5169677734375 None None None +10 1936 0.31471705436706543 567.1600341796875 561.557861328125 None None None +10 1937 0.3147045969963074 567.1642456054688 561.5623779296875 None None None +10 1938 0.3147243857383728 567.166259765625 561.5640258789062 None None None +10 1939 0.31477800011634827 567.160400390625 561.5571899414062 None None None +10 1940 0.31479716300964355 567.1502685546875 561.5467529296875 None None None +10 1941 0.3148077726364136 567.1166381835938 561.512939453125 None None None +10 1942 0.31494465470314026 567.12451171875 561.5183715820312 None None None +10 1943 0.3150320053100586 567.1420288085938 561.5343017578125 None None None +10 1944 0.31507056951522827 567.1477661132812 561.5393676757812 None None None +10 1945 0.3151431977748871 567.147705078125 561.5380249023438 None None None +10 1946 0.3151314854621887 567.1434326171875 561.533935546875 None None None +10 1947 0.31516093015670776 567.1411743164062 561.5311279296875 None None None +10 1948 0.31519871950149536 567.14111328125 561.5304565429688 None None None +10 1949 0.3152736723423004 567.159423828125 561.54736328125 None None None +10 1950 0.31525543332099915 567.1695556640625 561.557861328125 None None None +10 1951 0.31526100635528564 567.1806640625 561.5687866210938 None None None +10 1952 0.3153025209903717 567.16162109375 561.5489501953125 None None None +10 1953 0.3153347074985504 567.1492919921875 561.5360717773438 None None None +10 1954 0.3153916299343109 567.1925048828125 561.5783081054688 None None None +10 1955 0.3154052197933197 567.1851196289062 561.5706787109375 None None None +10 1956 0.315426766872406 567.1943359375 561.5795288085938 None None None +10 1957 0.31548288464546204 567.2070922851562 561.59130859375 None None None +10 1958 0.31550902128219604 567.2110595703125 561.5947875976562 None None None +10 1959 0.3155166506767273 567.2118530273438 561.595458984375 None None None +10 1960 0.3155536651611328 567.2027587890625 561.5857543945312 None None None +10 1961 0.315536230802536 567.156005859375 561.539306640625 None None None +10 1962 0.3155685365200043 567.1505737304688 561.5333251953125 None None None +10 1963 0.31561678647994995 567.15087890625 561.5327758789062 None None None +10 1964 0.3156936764717102 567.154541015625 561.5350341796875 None None None +10 1965 0.31568124890327454 567.179443359375 561.56005859375 None None None +10 1966 0.3156655430793762 567.1951293945312 561.5760498046875 None None None +10 1967 0.31572750210762024 567.2028198242188 561.5826416015625 None None None +10 1968 0.3158029019832611 567.2456665039062 561.6241455078125 None None None +10 1969 0.3157616853713989 567.2581787109375 561.6373901367188 None None None +10 1970 0.3157553970813751 567.27978515625 561.6590576171875 None None None +10 1971 0.31583109498023987 567.2702026367188 561.6481323242188 None None None +10 1972 0.31590357422828674 567.2476196289062 561.624267578125 None None None +10 1973 0.3159591555595398 567.2891235351562 561.6647338867188 None None None +10 1974 0.31597352027893066 567.2936401367188 561.6690063476562 None None None +10 1975 0.31599345803260803 567.2869262695312 561.6619873046875 None None None +10 1976 0.3160214126110077 567.3375244140625 561.7120971679688 None None None +10 1977 0.3160824179649353 567.3402099609375 561.7137451171875 None None None +10 1978 0.31611713767051697 567.3361206054688 561.7090454101562 None None None +10 1979 0.3160816431045532 567.376953125 561.75048828125 None None None +10 1980 0.3161482810974121 567.41455078125 561.7869262695312 None None None +10 1981 0.31611013412475586 567.3777465820312 561.7507934570312 None None None +10 1982 0.3161495625972748 567.403076171875 561.775390625 None None None +10 1983 0.31612104177474976 567.3751831054688 561.748046875 None None None +10 1984 0.3161188066005707 567.3375244140625 561.7103881835938 None None None +10 1985 0.31613796949386597 567.3115844726562 561.6841430664062 None None None +10 1986 0.31615394353866577 567.3367919921875 561.7091064453125 None None None +10 1987 0.3160983622074127 567.3079223632812 561.6812744140625 None None None +10 1988 0.3161262273788452 567.3521728515625 561.7249755859375 None None None +10 1989 0.3161354959011078 567.4024658203125 561.7750854492188 None None None +10 1990 0.31611305475234985 567.4010620117188 561.7740478515625 None None None +10 1991 0.31609615683555603 567.4078369140625 561.7811279296875 None None None +10 1992 0.3161666989326477 567.4299926757812 561.802001953125 None None None +10 1993 0.31616976857185364 567.4271240234375 561.799072265625 None None None +10 1994 0.3161890208721161 567.4548950195312 561.8265991210938 None None None +10 1995 0.31619197130203247 567.4298706054688 561.801513671875 None None None +10 1996 0.3162165880203247 567.4456176757812 561.8168334960938 None None None +10 1997 0.3162042498588562 567.4735717773438 561.844970703125 None None None +10 1998 0.31620556116104126 567.4466552734375 561.8179931640625 None None None +10 1999 0.31619638204574585 567.4927978515625 561.8643798828125 None None None +10 2000 0.3161843419075012 567.4482421875 561.8200073242188 None None None +10 2001 0.3161769509315491 567.4688110351562 561.8406982421875 None None None +10 2002 0.3162427842617035 567.5045776367188 561.875244140625 None None None +10 2003 0.316301554441452 567.5341796875 561.90380859375 None None None +10 2004 0.3162703514099121 567.538330078125 561.9085083007812 None None None +10 2005 0.316279798746109 567.54833984375 561.9183959960938 None None None +10 2006 0.3162587881088257 567.5152587890625 561.8856201171875 None None None +10 2007 0.31622979044914246 567.525390625 561.8963012695312 None None None +10 2008 0.31620320677757263 567.5091552734375 561.8804931640625 None None None +10 2009 0.31623438000679016 567.5003662109375 561.8712158203125 None None None +10 2010 0.3162117004394531 567.529296875 561.9004516601562 None None None +10 2011 0.31615376472473145 567.490478515625 561.8627319335938 None None None +10 2012 0.31620097160339355 567.500732421875 561.8721313476562 None None None +10 2013 0.31612974405288696 567.5294189453125 561.902099609375 None None None +10 2014 0.31610116362571716 567.524169921875 561.8973999023438 None None None +10 2015 0.31614449620246887 567.5335693359375 561.906005859375 None None None +10 2016 0.31616929173469543 567.5319213867188 561.9038696289062 None None None +10 2017 0.3161829113960266 567.512451171875 561.8841552734375 None 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562.2963256835938 None None None +11 1853 0.3086395859718323 567.8279418945312 562.3341064453125 None None None +11 1854 0.3087076246738434 567.8270263671875 562.33203125 None None None +11 1855 0.30863991379737854 567.8060302734375 562.3121948242188 None None None +11 1856 0.30865278840065 567.8460083007812 562.3519287109375 None None None +11 1857 0.3086347281932831 567.8497924804688 562.3560180664062 None None None +11 1858 0.3087354302406311 567.8429565429688 562.3473510742188 None None None +11 1859 0.3087221086025238 567.841796875 562.346435546875 None None None +11 1860 0.30872613191604614 567.8543701171875 562.3589477539062 None None None +11 1861 0.30875495076179504 567.88720703125 562.3912963867188 None None None +11 1862 0.3087719976902008 567.8670654296875 562.370849609375 None None None +11 1863 0.3087720274925232 567.8547973632812 562.3585815429688 None None None +11 1864 0.30875957012176514 567.8911743164062 562.3950805664062 None None None +11 1865 0.30883029103279114 567.861572265625 562.3643188476562 None None None +11 1866 0.308868944644928 567.8328247070312 562.3348999023438 None None None +11 1867 0.3088466227054596 567.8651733398438 562.3676147460938 None None None +11 1868 0.3089306950569153 567.9100952148438 562.4111328125 None None None +11 1869 0.30887970328330994 567.8665161132812 562.368408203125 None None None +11 1870 0.3088829815387726 567.8585815429688 562.3603515625 None None None +11 1871 0.30893436074256897 567.907958984375 562.408935546875 None None None +11 1872 0.3089013695716858 567.9089965820312 562.4105224609375 None None None +11 1873 0.3089100122451782 567.948974609375 562.4503784179688 None None None +11 1874 0.3089210093021393 567.9154052734375 562.4166870117188 None None None +11 1875 0.3089293837547302 567.9094848632812 562.41064453125 None None None +11 1876 0.30889371037483215 567.9129638671875 562.4146728515625 None None None +11 1877 0.3088723123073578 567.9105224609375 562.4126586914062 None None None +11 1878 0.30886510014533997 567.9102783203125 562.4125366210938 None None None +11 1879 0.30884554982185364 567.9265747070312 562.42919921875 None None None +11 1880 0.308843731880188 567.9774780273438 562.4801025390625 None None None +11 1881 0.3088083267211914 567.96728515625 562.4705200195312 None None None +11 1882 0.30877652764320374 567.9423828125 562.4461669921875 None None None +11 1883 0.3087186813354492 567.947998046875 562.4527587890625 None None None +11 1884 0.30869197845458984 567.9442138671875 562.449462890625 None None None +11 1885 0.30875542759895325 567.9127807617188 562.4168701171875 None None None +11 1886 0.30879440903663635 567.8671264648438 562.3704833984375 None None None +11 1887 0.30874431133270264 567.8671264648438 562.3713989257812 None None None +11 1888 0.3087516725063324 567.8456420898438 562.349853515625 None None None +11 1889 0.3087209165096283 567.83984375 562.3446655273438 None None None +11 1890 0.3087158501148224 567.8286743164062 562.3336181640625 None None None +11 1891 0.3087433874607086 567.8521118164062 562.3566284179688 None None None +11 1892 0.3087436258792877 567.8861694335938 562.390625 None None None +11 1893 0.30870378017425537 567.8870849609375 562.3922119140625 None None None +11 1894 0.30878308415412903 567.862060546875 562.3657836914062 None None None +11 1895 0.30876320600509644 567.9031982421875 562.4072265625 None None None +11 1896 0.3087290823459625 567.8832397460938 562.387939453125 None None None +11 1897 0.3087339997291565 567.8673095703125 562.3718872070312 None None None +11 1898 0.3086899518966675 567.84716796875 562.3525390625 None None None +11 1899 0.3087228536605835 567.8387451171875 562.3435668945312 None None None +11 1900 0.30869996547698975 567.8466796875 562.3518676757812 None None None +11 1901 0.308684378862381 567.8272094726562 562.332763671875 None None None +11 1902 0.30870407819747925 567.7943115234375 562.2994995117188 None None None +11 1903 0.3087080419063568 567.804931640625 562.31005859375 None None None +11 1904 0.3087105453014374 567.8055419921875 562.3106079101562 None None None +11 1905 0.30869320034980774 567.8074340820312 562.3128662109375 None None None +11 1906 0.3086775541305542 567.791015625 562.2968139648438 None None None +11 1907 0.3086495101451874 567.8110961914062 562.3173217773438 None None None +11 1908 0.3086666464805603 567.8553466796875 562.361328125 None None None +11 1909 0.30866575241088867 567.8592529296875 562.3651733398438 None None None +11 1910 0.3087156414985657 567.8944091796875 562.3994750976562 None None None +11 1911 0.3086833953857422 567.8753051757812 562.380859375 None None None +11 1912 0.3086719810962677 567.8637084960938 562.3694458007812 None None None +11 1913 0.30865079164505005 567.890625 562.396728515625 None None None +11 1914 0.3086462616920471 567.90576171875 562.4119873046875 None None None +11 1915 0.3086428642272949 567.8995361328125 562.4058837890625 None None None +11 1916 0.30863580107688904 567.89013671875 562.3966064453125 None None None +11 1917 0.30861419439315796 567.8865356445312 562.3933715820312 None None None +11 1918 0.30855634808540344 567.9020385742188 562.409912109375 None None None +11 1919 0.3085673153400421 567.924560546875 562.4322509765625 None None None +11 1920 0.30857792496681213 567.93505859375 562.442626953125 None None None +11 1921 0.30860432982444763 567.8936157226562 562.4006958007812 None None None +11 1922 0.3085765838623047 567.9417724609375 562.4492797851562 None None None +11 1923 0.308632493019104 567.958740234375 562.46533203125 None None None +11 1924 0.30870428681373596 567.9401245117188 562.4454345703125 None None None +11 1925 0.30871331691741943 567.9723510742188 562.4775390625 None None None +11 1926 0.3087138831615448 567.9503784179688 562.45556640625 None None None +11 1927 0.3087247908115387 567.9295654296875 562.4345703125 None None None +11 1928 0.3087833821773529 567.9261474609375 562.4300537109375 None None None +11 1929 0.308829665184021 567.9356689453125 562.4388427734375 None None None +11 1930 0.3088294565677643 567.9357299804688 562.4389038085938 None None None +11 1931 0.3088022470474243 567.8904418945312 562.3941040039062 None None None +11 1932 0.3087631165981293 567.8989868164062 562.4033203125 None None None +11 1933 0.30874204635620117 567.9330444335938 562.437744140625 None None None +11 1934 0.30880165100097656 567.915771484375 562.41943359375 None None None +11 1935 0.30881333351135254 567.980224609375 562.4837036132812 None None None +11 1936 0.30874577164649963 568.001220703125 562.5059204101562 None None None +11 1937 0.3087383508682251 567.9750366210938 562.4798583984375 None None None +11 1938 0.3087209165096283 568.0029296875 562.508056640625 None None None +11 1939 0.3087327480316162 568.0084228515625 562.513427734375 None None None +11 1940 0.3087763786315918 567.974609375 562.4788208007812 None None None +11 1941 0.3087524175643921 567.9653930664062 562.4700317382812 None None None +11 1942 0.30877426266670227 568.0000610351562 562.5043334960938 None None None +11 1943 0.30879396200180054 568.0153198242188 562.5191650390625 None None None +11 1944 0.30877411365509033 568.0072631835938 562.511474609375 None None None +11 1945 0.3088015019893646 568.0164794921875 562.5203247070312 None None None +11 1946 0.30878692865371704 568.0250244140625 562.5291748046875 None None None +11 1947 0.3087882101535797 568.0244140625 562.5285034179688 None None None +11 1948 0.30886027216911316 568.0858764648438 562.5886840820312 None None None +11 1949 0.308803528547287 568.040771484375 562.5446166992188 None None None +11 1950 0.30889323353767395 568.0380859375 562.540283203125 None None None +11 1951 0.3089394271373749 568.0444946289062 562.5458984375 None None None +11 1952 0.3089154362678528 568.0587768554688 562.5606079101562 None None None +11 1953 0.3089183270931244 568.0240478515625 562.5258178710938 None None None +11 1954 0.308921754360199 567.993896484375 562.4956665039062 None None None +11 1955 0.30888286232948303 568.008056640625 562.510498046875 None None None +11 1956 0.3088988959789276 567.9905395507812 562.49267578125 None None None +11 1957 0.30891257524490356 568.013671875 562.5155029296875 None None None +11 1958 0.3089175820350647 568.0220336914062 562.5238037109375 None None None +11 1959 0.308865487575531 568.0476684570312 562.5503540039062 None None None +11 1960 0.3088501989841461 568.0236206054688 562.5266723632812 None None None +11 1961 0.30881351232528687 568.0029296875 562.506591796875 None None None +11 1962 0.3087773323059082 567.9813232421875 562.4856567382812 None None None +11 1963 0.3087831139564514 567.9968872070312 562.5011596679688 None None None +11 1964 0.30894598364830017 567.9555053710938 562.4568481445312 None None None +11 1965 0.30896639823913574 567.9188232421875 562.4197387695312 None None None +11 1966 0.308994859457016 567.9147338867188 562.4151611328125 None None None +11 1967 0.3089832663536072 567.9268188476562 562.427490234375 None None None +11 1968 0.30898377299308777 567.935302734375 562.4359741210938 None None None +11 1969 0.3090038299560547 567.923828125 562.4241943359375 None None None +11 1970 0.30903512239456177 567.9784545898438 562.4782104492188 None None None +11 1971 0.30899325013160706 567.9931640625 562.49365234375 None None None +11 1972 0.3090097904205322 567.9688720703125 562.4690551757812 None None None +11 1973 0.3089893162250519 567.9452514648438 562.44580078125 None None None +11 1974 0.3090003728866577 567.93701171875 562.4373779296875 None None None +11 1975 0.3089696764945984 567.9517211914062 562.4526977539062 None None None +11 1976 0.3090188801288605 567.952392578125 562.4524536132812 None None None +11 1977 0.30897024273872375 567.9492797851562 562.4501953125 None None None +11 1978 0.3089304566383362 567.9514770507812 562.4531860351562 None None None +11 1979 0.30894798040390015 567.950927734375 562.452392578125 None None None +11 1980 0.3089241683483124 567.927001953125 562.4288330078125 None None None +11 1981 0.30896303057670593 567.9051513671875 562.4063110351562 None None None +11 1982 0.30893540382385254 567.8885498046875 562.3901977539062 None None None +11 1983 0.30894893407821655 567.8743286132812 562.3756713867188 None None None +11 1984 0.3089299201965332 567.8906860351562 562.3923950195312 None None None +11 1985 0.30892693996429443 567.9170532226562 562.4188232421875 None None None +11 1986 0.3089166581630707 567.9153442382812 562.4172973632812 None None None +11 1987 0.30893731117248535 567.8961181640625 562.3977661132812 None None None +11 1988 0.3089173436164856 567.9263916015625 562.4284057617188 None None None +11 1989 0.30892515182495117 567.9039916992188 562.4058227539062 None None None +11 1990 0.3089542090892792 567.8862915039062 562.3876342773438 None None None +11 1991 0.3089633584022522 567.8837890625 562.3848876953125 None None None +11 1992 0.30899831652641296 567.8936157226562 562.3941040039062 None None None +11 1993 0.30899855494499207 567.8822021484375 562.3826904296875 None None None +11 1994 0.30908021330833435 567.8695068359375 562.3685302734375 None None None +11 1995 0.30906739830970764 567.8705444335938 562.369873046875 None None None +11 1996 0.3090813457965851 567.825927734375 562.3250122070312 None None None +11 1997 0.3090507388114929 567.83740234375 562.3369750976562 None None None +11 1998 0.30905845761299133 567.8131103515625 562.3125610351562 None None None +11 1999 0.309028685092926 567.7976684570312 562.297607421875 None None None +11 2000 0.3090004324913025 567.802978515625 562.3034057617188 None None None +11 2001 0.3090287446975708 567.8081665039062 562.30810546875 None None None +11 2002 0.30906039476394653 567.7775268554688 562.2769165039062 None None None +11 2003 0.3090185523033142 567.7643432617188 562.2644653320312 None None None +11 2004 0.30905431509017944 567.7786865234375 562.2781982421875 None None None +11 2005 0.3090393543243408 567.76513671875 562.264892578125 None None None +11 2006 0.30899396538734436 567.7537841796875 562.2543334960938 None None None +11 2007 0.3089882731437683 567.7979736328125 562.2987060546875 None None None +11 2008 0.3090103566646576 567.771728515625 562.2720336914062 None None None +11 2009 0.3090360164642334 567.733642578125 562.2334594726562 None None None +11 2010 0.3090175986289978 567.7005004882812 562.20068359375 None None None +11 2011 0.30900484323501587 567.71240234375 562.2127685546875 None None None +11 2012 0.30902183055877686 567.710693359375 562.2108154296875 None None None +11 2013 0.3090727627277374 567.7124633789062 562.211669921875 None None None +11 2014 0.3090762197971344 567.7149047851562 562.2140502929688 None None None +11 2015 0.3090519309043884 567.7196655273438 562.21923828125 None None None +11 2016 0.30905431509017944 567.7376098632812 562.2371215820312 None None None +11 2017 0.3090469241142273 567.7491455078125 562.248779296875 None None None +11 2018 0.3090169429779053 567.741455078125 562.2415771484375 None None None +11 2019 0.30898821353912354 567.7908935546875 562.2915649414062 None None None +11 2020 0.3089607357978821 567.832275390625 562.3334350585938 None None None +11 2021 0.308920681476593 567.8231201171875 562.3250732421875 None None None +11 2022 0.30893051624298096 567.8070678710938 562.308837890625 None None None +11 2023 0.3089604675769806 567.8087768554688 562.31005859375 None None None +11 2024 0.30899426341056824 567.8299560546875 562.33056640625 None None None +11 2025 0.30895575881004333 567.8155517578125 562.3168334960938 None None None +11 2026 0.3089234530925751 567.8240356445312 562.3259887695312 None None None +11 2027 0.3089194893836975 567.8369140625 562.3389282226562 None None None +11 2028 0.30889588594436646 567.8406372070312 562.3430786132812 None None None +11 2029 0.3089020848274231 567.8359375 562.3383178710938 None None None +11 2030 0.3088821470737457 567.7977294921875 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559.942138671875 554.939453125 None None None +12 1959 0.28102439641952515 559.9344482421875 554.9317016601562 None None None +12 1960 0.28107014298439026 559.8917846679688 554.8882446289062 None None None +12 1961 0.28110095858573914 559.9078369140625 554.9037475585938 None None None +12 1962 0.281093031167984 559.8729858398438 554.8690185546875 None None None +12 1963 0.28111520409584045 559.906005859375 554.9016723632812 None None None +12 1964 0.2811308205127716 559.8681640625 554.863525390625 None None None +12 1965 0.28113943338394165 559.8589477539062 554.8541259765625 None None None +12 1966 0.2811218500137329 559.8973388671875 554.8928833007812 None None None +12 1967 0.2811416685581207 559.8784790039062 554.8736572265625 None None None +12 1968 0.2811267673969269 559.853271484375 554.8486938476562 None None None +12 1969 0.28110501170158386 559.8856201171875 554.8814086914062 None None None +12 1970 0.28113940358161926 559.865234375 554.8604736328125 None None None +12 1971 0.2811255156993866 559.8974609375 554.8929443359375 None None None +12 1972 0.2810951769351959 559.9796752929688 554.9756469726562 None None None +12 1973 0.2810964584350586 559.9671020507812 554.9630737304688 None None None +12 1974 0.2810794413089752 559.9544677734375 554.95068359375 None None None +12 1975 0.2810579836368561 559.9228515625 554.91943359375 None None None +12 1976 0.2810361683368683 559.9552612304688 554.9522094726562 None None None +12 1977 0.28101208806037903 559.9470825195312 554.9444580078125 None None None +12 1978 0.2809918522834778 559.9240112304688 554.9217529296875 None None None +12 1979 0.28098589181900024 559.930908203125 554.9288330078125 None None None +12 1980 0.280963659286499 559.9117431640625 554.9100341796875 None None None +12 1981 0.2810133397579193 559.9424438476562 554.9398803710938 None None None +12 1982 0.28100472688674927 559.9249877929688 554.9225463867188 None None None +12 1983 0.28098082542419434 559.9285278320312 554.9265747070312 None 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554.937255859375 None None None +12 1997 0.2809712886810303 559.9360961914062 554.9343872070312 None None None +12 1998 0.2809657156467438 559.9537353515625 554.9520874023438 None None None +12 1999 0.2809712886810303 559.9435424804688 554.9417724609375 None None None +12 2000 0.2809315025806427 559.9330444335938 554.9320068359375 None None None +12 2001 0.2810136377811432 559.89306640625 554.8905639648438 None None None +12 2002 0.2809982895851135 559.8917236328125 554.8895263671875 None None None +12 2003 0.281002014875412 559.8760986328125 554.873779296875 None None None +12 2004 0.28101351857185364 559.8919067382812 554.8893432617188 None None None +12 2005 0.28103795647621155 559.949951171875 554.9469604492188 None None None +12 2006 0.28101658821105957 559.9456787109375 554.9430541992188 None None None +12 2007 0.2810657024383545 559.9149780273438 554.9114990234375 None None None +12 2008 0.2810298800468445 559.8878173828125 554.8849487304688 None None None +12 2009 0.28101927042007446 559.8590698242188 554.8563842773438 None None None +12 2010 0.2810156047344208 559.868408203125 554.8657836914062 None None None +12 2011 0.28102585673332214 559.8432006835938 554.8403930664062 None None None +12 2012 0.2810407876968384 559.8133544921875 554.8102416992188 None None None +12 2013 0.28102701902389526 559.8132934570312 554.8104858398438 None None None +12 2014 0.2810012996196747 559.786376953125 554.7840576171875 None None None +12 2015 0.28098613023757935 559.7809448242188 554.7788696289062 None None None +12 2016 0.28097087144851685 559.8146362304688 554.8128051757812 None None None +12 2017 0.2809617817401886 559.8297119140625 554.8280639648438 None None None +12 2018 0.2809080481529236 559.8262329101562 554.8255615234375 None None None +12 2019 0.2808932662010193 559.8365478515625 554.8362426757812 None None None +12 2020 0.2808746099472046 559.8120727539062 554.8120727539062 None None None +12 2021 0.2808689773082733 559.8038940429688 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0.2682425379753113 556.2427978515625 551.468505859375 None None None +13 1883 0.2682288587093353 556.2889404296875 551.514892578125 None None None +13 1884 0.2681860327720642 556.2728881835938 551.4995727539062 None None None +13 1885 0.2682133913040161 556.2667846679688 551.4930419921875 None None None +13 1886 0.26828911900520325 556.3121337890625 551.5370483398438 None None None +13 1887 0.26824522018432617 556.3056030273438 551.5313110351562 None None None +13 1888 0.26824072003364563 556.2830810546875 551.5088500976562 None None None +13 1889 0.26828640699386597 556.2792358398438 551.504150390625 None None None +13 1890 0.2683238089084625 556.2777709960938 551.501953125 None None None +13 1891 0.26838192343711853 556.2792358398438 551.50244140625 None None None +13 1892 0.26834985613822937 556.2774047851562 551.5011596679688 None None None +13 1893 0.2683904767036438 556.271484375 551.4945068359375 None None None +13 1894 0.26836660504341125 556.2632446289062 551.4866333007812 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556.3179931640625 551.5418090820312 None None None +13 1908 0.2683145999908447 556.342529296875 551.566650390625 None None None +13 1909 0.26833969354629517 556.3677978515625 551.5914916992188 None None None +13 1910 0.2683670222759247 556.3869018554688 551.610107421875 None None None +13 1911 0.26839548349380493 556.4239501953125 551.6466064453125 None None None +13 1912 0.2683839797973633 556.4069213867188 551.6298217773438 None None None +13 1913 0.2684743106365204 556.3765869140625 551.5978393554688 None None None +13 1914 0.26846006512641907 556.3754272460938 551.596923828125 None None None +13 1915 0.26842421293258667 556.3995361328125 551.6216430664062 None None None +13 1916 0.2684019207954407 556.4307861328125 551.6532592773438 None None None +13 1917 0.26839005947113037 556.4180297851562 551.6407470703125 None None None +13 1918 0.2683990001678467 556.4302978515625 551.65283203125 None None None +13 1919 0.26840734481811523 556.4218139648438 551.6441650390625 None None None 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551.6013793945312 None None None +13 1933 0.2682958245277405 556.3837280273438 551.6080932617188 None None None +13 1934 0.26836520433425903 556.3693237304688 551.5924682617188 None None None +13 1935 0.2683156132698059 556.3834838867188 551.6074829101562 None None None +13 1936 0.2683578431606293 556.39208984375 551.6152954101562 None None None +13 1937 0.2683643400669098 556.3933715820312 551.616455078125 None None None +13 1938 0.2683873772621155 556.4078979492188 551.630615234375 None None None +13 1939 0.26838982105255127 556.3954467773438 551.6181030273438 None None None +13 1940 0.26838451623916626 556.41015625 551.6328125 None None None +13 1941 0.2683880031108856 556.3978271484375 551.6204833984375 None None None +13 1942 0.26845237612724304 556.4013061523438 551.622802734375 None None None +13 1943 0.26849332451820374 556.4149780273438 551.6357421875 None None None +13 1944 0.2684333026409149 556.4271850585938 551.6489868164062 None None None +13 1945 0.26840758323669434 556.4248046875 551.6470947265625 None None None +13 1946 0.2683974504470825 556.4232177734375 551.6455688476562 None None None +13 1947 0.26840725541114807 556.4172973632812 551.6395263671875 None None None +13 1948 0.26842597126960754 556.3956909179688 551.6176147460938 None None None +13 1949 0.26837483048439026 556.4039916992188 551.6268310546875 None None None +13 1950 0.2683858573436737 556.4187622070312 551.6412963867188 None None None +13 1951 0.268362432718277 556.4046630859375 551.6277465820312 None None None +13 1952 0.2683337926864624 556.3958129882812 551.619384765625 None None None +13 1953 0.2683980464935303 556.3972778320312 551.6197509765625 None None None +13 1954 0.268376886844635 556.3931274414062 551.615966796875 None None None +13 1955 0.26837459206581116 556.4185791015625 551.6414794921875 None None None +13 1956 0.2683098614215851 556.3919067382812 551.615966796875 None None None +13 1957 0.26835426688194275 556.41748046875 551.6407470703125 None None None +13 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None None None +13 1971 0.2684163451194763 556.4065551757812 551.6286010742188 None None None +13 1972 0.26838549971580505 556.4202880859375 551.642822265625 None None None +13 1973 0.2684963643550873 556.4088745117188 551.6294555664062 None None None +13 1974 0.2684689462184906 556.3981323242188 551.6192016601562 None None None +13 1975 0.26844245195388794 556.4039306640625 551.62548828125 None None None +13 1976 0.2684159278869629 556.404541015625 551.6266479492188 None None None +13 1977 0.2683967649936676 556.37841796875 551.600830078125 None None None +13 1978 0.2683776915073395 556.3851928710938 551.60791015625 None None None +13 1979 0.26835310459136963 556.41796875 551.6411743164062 None None None +13 1980 0.26839321851730347 556.385009765625 551.607421875 None None None +13 1981 0.2684862017631531 556.3579711914062 551.5787963867188 None None None +13 1982 0.26848065853118896 556.3204956054688 551.5413818359375 None None None +13 1983 0.2685609459877014 556.2947387695312 551.51416015625 None None None +13 1984 0.2685948610305786 556.2880249023438 551.5068359375 None None None +13 1985 0.26863572001457214 556.2869873046875 551.5050659179688 None None None +13 1986 0.26865893602371216 556.3006591796875 551.518310546875 None None None +13 1987 0.2686513364315033 556.2708740234375 551.4886474609375 None None None +13 1988 0.26863375306129456 556.2791748046875 551.497314453125 None None None +13 1989 0.268581360578537 556.267822265625 551.4869384765625 None None None +13 1990 0.26854178309440613 556.2698364257812 551.4896240234375 None None None +13 1991 0.2685196101665497 556.251708984375 551.471923828125 None None None +13 1992 0.26851823925971985 556.2574462890625 551.4777221679688 None None None +13 1993 0.26849064230918884 556.2274169921875 551.4481201171875 None None None +13 1994 0.2685198187828064 556.214111328125 551.4343872070312 None None None +13 1995 0.2685379683971405 556.2185668945312 551.4384765625 None None None +13 1996 0.2685192823410034 556.2227783203125 551.4429931640625 None None None +13 1997 0.26851707696914673 556.1900024414062 551.4102172851562 None None None +13 1998 0.26853570342063904 556.1947021484375 551.4146118164062 None None None +13 1999 0.26856061816215515 556.2095947265625 551.4290161132812 None None None +13 2000 0.2686142921447754 556.197265625 551.4158325195312 None None None +13 2001 0.26861807703971863 556.1995849609375 551.4180297851562 None None None +13 2002 0.26860174536705017 556.2155151367188 551.4342651367188 None None None +13 2003 0.2686077952384949 556.203369140625 551.4219970703125 None None None +13 2004 0.26861771941185 556.2161865234375 551.4346313476562 None None None +13 2005 0.2686311900615692 556.2042846679688 551.4224853515625 None None None +13 2006 0.2686206102371216 556.21875 551.4371948242188 None None None +13 2007 0.26862451434135437 556.2284545898438 551.4468383789062 None None None +13 2008 0.26863664388656616 556.2395629882812 551.4577026367188 None None None +13 2009 0.26865634322166443 556.2711181640625 551.4889526367188 None None None +13 2010 0.2686784863471985 556.2889404296875 551.5064697265625 None None None +13 2011 0.26864778995513916 556.2933959960938 551.511474609375 None None None +13 2012 0.26861944794654846 556.2894287109375 551.5079956054688 None None None +13 2013 0.26867029070854187 556.25244140625 551.4701538085938 None None None +13 2014 0.2686660885810852 556.237548828125 551.455322265625 None None None +13 2015 0.26864513754844666 556.2037353515625 551.421875 None None None +13 2016 0.26864710450172424 556.197509765625 551.4155883789062 None None None +13 2017 0.26864612102508545 556.1859741210938 551.404052734375 None None None +13 2018 0.2686787247657776 556.2140502929688 551.431640625 None None None +13 2019 0.2686702311038971 556.1981201171875 551.415771484375 None None None +13 2020 0.26865318417549133 556.1890869140625 551.4071044921875 None None None +13 2021 0.26866453886032104 556.1841430664062 551.4019775390625 None 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0.26825568079948425 555.6985473632812 550.9234619140625 None None None +13 2340 0.26826512813568115 555.7177124023438 550.9423828125 None None None +13 2341 0.2682758569717407 555.7011108398438 550.9255981445312 None None None +13 2342 0.2682800590991974 555.69970703125 550.9241333007812 None None None +13 2343 0.26825064420700073 555.7142944335938 550.9392700195312 None None None +13 2344 0.2682451903820038 555.7200927734375 550.9452514648438 None None None +13 2345 0.2682470679283142 555.7158203125 550.9408569335938 None None None +13 2346 0.2682322859764099 555.711181640625 550.9365234375 None None None +13 2347 0.2682170569896698 555.714111328125 550.9397583007812 None None None +13 2348 0.2682233154773712 555.7158203125 550.94140625 None None None +13 2349 0.2682304382324219 555.7142333984375 550.9396362304688 None None None +13 2350 0.26821306347846985 555.6873779296875 550.9130859375 None None None +13 2351 0.26824572682380676 555.694580078125 550.9197387695312 None None None +13 2352 0.26826125383377075 555.6740112304688 550.8988647460938 None None None +13 2353 0.26827487349510193 555.6788940429688 550.9034423828125 None None None +13 2354 0.2682734429836273 555.6568603515625 550.8814086914062 None None None +13 2355 0.2682499885559082 555.66748046875 550.8925170898438 None None None +13 2356 0.2682286500930786 555.6514892578125 550.8768920898438 None None None +13 2357 0.2682357430458069 555.6248168945312 550.85009765625 None None None +13 2358 0.2682201564311981 555.6268920898438 550.8524169921875 None None None +13 2359 0.2682344615459442 555.5945434570312 550.8197631835938 None None None +13 2360 0.2682183086872101 555.6047973632812 550.830322265625 None None None +13 2361 0.2682068645954132 555.63330078125 550.8590698242188 None None None +13 2362 0.2682070732116699 555.64208984375 550.8678588867188 None None None +13 2363 0.26818519830703735 555.650634765625 550.8767700195312 None None None +13 2364 0.2681885361671448 555.6624755859375 550.8885498046875 None None None +13 2365 0.26818642020225525 555.6603393554688 550.886474609375 None None None +13 2366 0.26817166805267334 555.6575927734375 550.8839111328125 None None None +13 2367 0.26815372705459595 555.6463012695312 550.8729858398438 None None None +13 2368 0.2681942880153656 555.621826171875 550.8477783203125 None None None +13 2369 0.2681801915168762 555.6544799804688 550.8806762695312 None None None +13 2370 0.26817774772644043 555.6712646484375 550.8975830078125 None None None +13 2371 0.2681506276130676 555.63671875 550.863525390625 None None None +13 2372 0.2682592570781708 555.6632690429688 550.8881225585938 None None None +13 2373 0.26830610632896423 555.6565551757812 550.8805541992188 None None None +13 2374 0.26831310987472534 555.6603393554688 550.8842163085938 None None None +13 2375 0.26830288767814636 555.666748046875 550.890869140625 None None None +13 2376 0.268317312002182 555.6754150390625 550.8992309570312 None None None +13 2377 0.26828697323799133 555.6758422851562 550.9002075195312 None None None +13 2378 0.26829612255096436 555.6803588867188 550.9046020507812 None None None +13 2379 0.26827308535575867 555.6891479492188 550.9136962890625 None None None +13 2380 0.26823708415031433 555.701171875 550.9263916015625 None None None +13 2381 0.2682201564311981 555.7042236328125 550.9296875 None None None +13 2382 0.2682202458381653 555.7021484375 550.9276123046875 None None None +13 2383 0.2682344317436218 555.6692504882812 550.8944091796875 None None None +13 2384 0.26822957396507263 555.6566772460938 550.8819580078125 None None None +13 2385 0.2681884169578552 555.6327514648438 550.8587036132812 None None None +13 2386 0.26816990971565247 555.619140625 550.8453979492188 None None None +13 2387 0.2681986391544342 555.6181640625 550.8439331054688 None None None +13 2388 0.26820138096809387 555.6336059570312 550.859375 None None None +13 2389 0.26821911334991455 555.6293334960938 550.854736328125 None None None +13 2390 0.26820263266563416 555.5828247070312 550.80859375 None None None +13 2391 0.2681798040866852 555.5728759765625 550.799072265625 None None None +13 2392 0.2681996524333954 555.5626220703125 550.7884521484375 None None None +13 2393 0.268184632062912 555.547119140625 550.773193359375 None None None +13 2394 0.268180787563324 555.55078125 550.7769775390625 None None None +13 2395 0.26818424463272095 555.5576171875 550.7837524414062 None None None +13 2396 0.2682044804096222 555.5740966796875 550.7998657226562 None None None +13 2397 0.26819729804992676 555.56884765625 550.794677734375 None None None diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.bias_formatting.stderr.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..d55197bbfdb448c67d71219b8619129be48ec655 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.bias_formatting.stderr.txt @@ -0,0 +1,38 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 02:23:11.990180: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:14.358825: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:14.362287: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 02:23:15.946452: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c3:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-15 02:23:15.946592: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:15.967025: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:15.967152: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:15.976300: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:15.980665: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:15.995974: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:16.000076: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:16.000963: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:16.094880: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:16.143825: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 02:23:16.145370: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:16.285216: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c3:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-15 02:23:16.285295: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:16.285341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:16.285370: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:16.285396: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:16.285422: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:16.285447: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:16.285472: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:16.285497: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:16.383851: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:16.386145: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:18.255919: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 02:23:18.256027: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 02:23:18.256043: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 02:23:18.367405: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75650 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:c3:00.0, compute capability: 8.0) +2023-07-15 02:23:19.420066: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.bias_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..0673ec0a0fccc939c899b5fd70d8a7dd77b21ae6 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/new_model_formats/bias_model_scaled diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet.params.json b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..f975e9d4a35f761bcb0092b3da43d69681cb96b9 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "17.8", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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" +} \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_data_params.tsv b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..48c802d43503676c179f75118fd8b3d18023845e --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 18.0 +counts_sum_max_thresh 2346.11 +trainings_pts_post_thresh 168360 diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_formatting.stderr.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebcf92fbde920ff09dabb28d5a9eb635db1e48a3 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_formatting.stderr.txt @@ -0,0 +1,40 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 01:19:30.676883: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.737271: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.742263: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 01:19:33.770381: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:03:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.770463: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.798373: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.798463: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.812063: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.818721: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.844627: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.850674: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.851936: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.853749: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.854099: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 01:19:33.855010: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.855272: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:03:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.855304: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.855333: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.855358: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.855396: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.855421: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.855445: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.855468: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.855492: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.856047: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.857790: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:35.762582: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 01:19:35.762671: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 01:19:35.762688: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 01:19:35.765870: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:03:00.0, compute capability: 6.0) +2023-07-15 01:19:38.140990: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..93f2e72aca68b2a08af56e85c8ee4f7029c94d3b --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/new_model_formats/chrombpnet diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_model_params.tsv b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..c73caf7ab7ef815fae4aa05bae6b08c42a0da61a --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 17.8 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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 \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2279cd3bd95a55b1c8d74a26fc1444ba9b30afc --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/new_model_formats/chrombpnet_wo_bias diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2279cd3bd95a55b1c8d74a26fc1444ba9b30afc --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombpnet_model_encsr880cub_bias/new_model_formats/chrombpnet_wo_bias diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.epoch_loss.csv b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..a2c902687dcb906dceef8e53569e8110cbe9cf8e --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.epoch_loss.csv @@ -0,0 +1,15 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,1.1274528503417969,619.726806640625,639.7958984375,0.45328181982040405,596.4759521484375,604.54443359375 +1,0.444438636302948,588.405029296875,596.3167114257812,0.39282143115997314,586.428955078125,593.4208374023438 +2,0.41114383935928345,580.140625,587.4592895507812,0.3782845735549927,586.8764038085938,593.6096801757812 +3,0.39066585898399353,576.2146606445312,583.1688232421875,0.3521710932254791,583.5673828125,589.836181640625 +4,0.3725486099720001,573.6842651367188,580.3158569335938,0.3783460855484009,577.9202270507812,584.6548461914062 +5,0.35946983098983765,570.4891357421875,576.8875732421875,0.34094515442848206,581.8511962890625,587.9202880859375 +6,0.3515979051589966,568.5394287109375,574.7982788085938,0.35475096106529236,579.6571655273438,585.9722900390625 +7,0.3405333161354065,566.67431640625,572.7365112304688,0.35230734944343567,577.6453247070312,583.9161987304688 +8,0.33382779359817505,565.1810913085938,571.1238403320312,0.3354521691799164,575.474609375,581.4459838867188 +9,0.3275972008705139,563.4483642578125,569.2798461914062,0.3538172245025635,578.9613037109375,585.2599487304688 +10,0.31556233763694763,562.2362670898438,567.8532104492188,0.320130854845047,580.3775634765625,586.0759887695312 +11,0.3096967339515686,561.61376953125,567.1253662109375,0.32155606150627136,578.8753051757812,584.59912109375 +12,0.28056424856185913,554.8101196289062,559.8043823242188,0.3270359933376312,579.4797973632812,585.30078125 +13,0.26819729804992676,550.794677734375,555.56884765625,0.32400456070899963,575.6795654296875,581.4466552734375 diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stderr.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..73f37f2f9e9b7244d84d4feea9dc998a2de6571b --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stderr.txt @@ -0,0 +1,328 @@ +2022-03-24 01:13:21.662131: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:17.247937: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 01:19:17.249724: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 01:19:17.401090: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 01:19:17.401173: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:17.426048: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 01:19:17.426127: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 01:19:17.439299: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 01:19:17.445204: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 01:19:17.466490: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 01:19:17.472540: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 01:19:17.473913: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 01:19:17.479378: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 01:19:17.479726: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 01:19:17.479796: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 01:19:17.481795: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 01:19:17.481820: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:17.481837: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 01:19:17.481851: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 01:19:17.481865: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 01:19:17.481878: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 01:19:17.481891: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 01:19:17.481904: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 01:19:17.481917: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 01:19:17.485809: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 01:19:17.487341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:19.153657: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 01:19:19.153741: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 01:19:19.153752: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 01:19:19.163527: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-03-24 01:19:20.381381: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 01:19:20.390016: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 01:19:20.572774: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 01:19:22.083865: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 01:19:22.091924: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 01:19:51.349132: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:52.920563: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 01:19:52.921292: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 01:19:53.007060: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 01:19:53.007133: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:53.009224: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 01:19:53.009268: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 01:19:53.010228: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 01:19:53.010403: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 01:19:53.012636: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 01:19:53.013113: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 01:19:53.013230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 01:19:53.015506: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 01:19:53.015833: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 01:19:53.015898: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 01:19:53.017027: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 01:19:53.017063: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:53.017082: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 01:19:53.017097: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 01:19:53.017111: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 01:19:53.017124: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 01:19:53.017138: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 01:19:53.017151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 01:19:53.017165: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 01:19:53.019327: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 01:19:53.019361: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 01:19:53.469012: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 01:19:53.469094: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 01:19:53.469105: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 01:19:53.472775: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-03-24 01:24:37.427201: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 01:24:37.427605: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 01:24:38.815308: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 01:24:39.281356: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 01:24:39.297020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 01:24:42.475899: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-03-24 02:59:27.019834: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 02:59:29.552937: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 02:59:29.553724: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 02:59:29.639078: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 02:59:29.639158: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 02:59:29.641289: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 02:59:29.641343: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 02:59:29.642321: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 02:59:29.642495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 02:59:29.644770: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 02:59:29.645264: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 02:59:29.645395: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 02:59:29.647704: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 02:59:29.648021: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 02:59:29.648085: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 02:59:29.649229: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 02:59:29.649249: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 02:59:29.649266: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 02:59:29.649280: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 02:59:29.649294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 02:59:29.649307: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 02:59:29.649321: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 02:59:29.649335: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 02:59:29.649350: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 02:59:29.651516: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 02:59:29.651548: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 02:59:30.115207: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 02:59:30.115292: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 02:59:30.115303: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 02:59:30.120137: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-03-24 03:01:20.896937: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 03:01:20.900395: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 03:01:20.986172: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:01:21.471149: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:01:21.473307: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-03-24 03:03:56.420262: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:03:58.755309: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:03:58.756104: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 03:03:58.841302: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:03:58.841381: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:03:58.843497: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:03:58.843547: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:03:58.844532: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:03:58.844712: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:03:58.846947: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:03:58.847433: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:03:58.847558: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:03:58.849827: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:03:58.850135: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 03:03:58.850216: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:03:58.851351: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:03:58.851372: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:03:58.851392: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:03:58.851408: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:03:58.851423: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:03:58.851437: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:03:58.851452: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:03:58.851466: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:03:58.851481: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:03:58.853687: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:03:58.853720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:03:59.320756: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 03:03:59.320842: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 03:03:59.320853: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 03:03:59.325437: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-03-24 03:05:21.272181: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 03:05:21.274594: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 03:05:21.332920: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:05:21.790613: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:05:21.792179: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-03-24 03:07:46.808903: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:07:49.174535: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:07:49.175333: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 03:07:49.259485: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:07:49.259564: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:07:49.261688: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:07:49.261738: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:07:49.262706: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:07:49.262885: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:07:49.265095: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:07:49.265595: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:07:49.265720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:07:49.278464: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:07:49.278802: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 03:07:49.278872: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:07:49.280054: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:07:49.280080: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:07:49.280105: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:07:49.280119: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:07:49.280149: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:07:49.280164: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:07:49.280177: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:07:49.280190: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:07:49.280203: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:07:49.282593: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:07:49.282633: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:07:49.776749: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 03:07:49.776834: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 03:07:49.776845: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 03:07:49.782207: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-03-24 03:09:11.911995: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 03:09:11.913705: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 03:09:11.951938: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:09:12.406374: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:09:12.407945: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-03-24 03:10:26.493576: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:10:27.623922: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:10:27.624675: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 03:10:27.707746: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:10:27.707829: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:10:27.709943: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:10:27.709987: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:10:27.710946: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:10:27.711123: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:10:27.713350: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:10:27.713834: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:10:27.713961: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:10:27.716226: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:10:27.716551: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 03:10:27.716616: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:10:27.717743: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:10:27.717769: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:10:27.717784: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:10:27.717797: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:10:27.717811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:10:27.717824: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:10:27.717837: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:10:27.717850: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:10:27.717863: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:10:27.720020: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:10:27.720052: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:10:28.189209: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 03:10:28.220593: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 03:10:28.220612: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 03:10:28.225474: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-03-24 03:10:42.856571: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 03:10:42.857082: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 03:10:43.057458: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:10:43.561653: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:10:43.563431: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +mkdir: cannot create directory ‘/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//footprints’: File exists +2022-03-24 03:12:46.411648: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:12:47.545254: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:12:47.546059: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-24 03:12:47.630053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:12:47.630138: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:12:47.632250: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:12:47.632304: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:12:47.633273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:12:47.633451: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:12:47.635699: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:12:47.636187: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:12:47.636313: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:12:47.638612: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:12:47.638929: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-03-24 03:12:47.639000: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-24 03:12:47.640137: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.41GiB deviceMemoryBandwidth: 1.41TiB/s +2022-03-24 03:12:47.640179: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:12:47.640195: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:12:47.640210: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:12:47.640224: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-24 03:12:47.640237: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-24 03:12:47.640250: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-24 03:12:47.640263: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-24 03:12:47.640276: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-24 03:12:47.642448: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-24 03:12:47.642480: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-24 03:12:48.103434: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-24 03:12:48.103519: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-24 03:12:48.103534: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-24 03:12:48.107196: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37401 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-03-24 03:13:01.800197: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-24 03:13:01.800706: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500105000 Hz +2022-03-24 03:13:01.940809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-24 03:13:02.445513: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-24 03:13:02.447323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..0596d5f29e8bc8aeccd4378ee985eca71434997b --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout.txt @@ -0,0 +1,463 @@ +DNase-seq +DNASE_SE +Thu Mar 24 01:13:19 2022 ++-----------------------------------------------------------------------------+ +| NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 | +|-------------------------------+----------------------+----------------------+ +| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | +| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | +| | | MIG M. | +|===============================+======================+======================| +| 0 NVIDIA A100-PCI... On | 00000000:C6:00.0 Off | 0 | +| N/A 43C P0 37W / 250W | 0MiB / 40960MiB | 0% E. Process | +| | | Disabled | ++-------------------------------+----------------------+----------------------+ + ++-----------------------------------------------------------------------------+ +| Processes: | +| GPU GI CI PID Type Process name GPU Memory | +| ID ID Usage | +|=============================================================================| +| No running processes found | ++-----------------------------------------------------------------------------+ +No logfile supplied - creating one +2022-03-24_01-13-20: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//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/ENCSR880CUB_bias_0.9.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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: 156264 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 156264 +Number of peaks input: 43736 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 43736 +Number of non peaks input: 156263 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 156263 +Number of non peaks input: 43736 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 43736 +Number of peaks after removing outliers: 154545 +Number of nonpeaks after removing outliers: 138230 +got the model +Model: "model" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 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4299/4320 [============================>.] - ETA: 0s 4311/4320 [============================>.] - ETA: 0s 4320/4320 [==============================] - ETA: 0s 4320/4320 [==============================] - 28s 5ms/step +2022-03-24_01-19-51: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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': '17.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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:(139475, 10) +loading nonpeaks... +got split:train for bed regions:(124162, 10) +loading peaks... +got split:valid for bed regions:(15070, 10) +loading nonpeaks... +got split:valid for bed regions:(14068, 10) +Epoch 1/50 + 1/2398 [..............................] - ETA: 4:27:02 - loss: 688.4444 - logits_profile_predictions_loss: 652.8745 - logcount_predictions_loss: 1.9983 2/2398 [..............................] - ETA: 6:25 - loss: 715.6750 - logits_profile_predictions_loss: 677.2505 - logcount_predictions_loss: 2.1587  3/2398 [..............................] - ETA: 6:23 - loss: 790.6281 - logits_profile_predictions_loss: 683.6173 - logcount_predictions_loss: 6.0118 4/2398 [..............................] - ETA: 6:22 - loss: 815.7499 - logits_profile_predictions_loss: 686.9112 - logcount_predictions_loss: 7.2381 5/2398 [..............................] - ETA: 6:21 - loss: 823.6560 - logits_profile_predictions_loss: 687.9129 - logcount_predictions_loss: 7.6260 6/2398 [..............................] - ETA: 6:20 - loss: 828.2794 - logits_profile_predictions_loss: 691.0627 - logcount_predictions_loss: 7.7088 7/2398 [..............................] - ETA: 6:20 - loss: 828.4151 - logits_profile_predictions_loss: 692.3127 - logcount_predictions_loss: 7.6462 8/2398 [..............................] - ETA: 6:19 - loss: 827.2195 - logits_profile_predictions_loss: 693.3136 - logcount_predictions_loss: 7.5228 9/2398 [..............................] - ETA: 6:19 - loss: 824.4253 - logits_profile_predictions_loss: 693.2505 - logcount_predictions_loss: 7.3694 10/2398 [..............................] - ETA: 6:18 - loss: 820.6184 - logits_profile_predictions_loss: 692.3665 - logcount_predictions_loss: 7.2052 11/2398 [..............................] - ETA: 6:17 - loss: 817.4208 - logits_profile_predictions_loss: 692.0473 - logcount_predictions_loss: 7.0435 12/2398 [..............................] - ETA: 6:17 - loss: 814.5695 - logits_profile_predictions_loss: 691.9615 - logcount_predictions_loss: 6.8881 13/2398 [..............................] - ETA: 6:17 - loss: 812.1789 - logits_profile_predictions_loss: 692.1718 - logcount_predictions_loss: 6.7420 14/2398 [..............................] - ETA: 6:17 - loss: 810.3397 - logits_profile_predictions_loss: 692.7593 - logcount_predictions_loss: 6.6056 15/2398 [..............................] - ETA: 6:16 - loss: 808.3427 - logits_profile_predictions_loss: 693.0938 - logcount_predictions_loss: 6.4747 16/2398 [..............................] - ETA: 6:16 - loss: 805.9274 - logits_profile_predictions_loss: 692.9059 - logcount_predictions_loss: 6.3495 17/2398 [..............................] - ETA: 6:16 - loss: 803.4640 - logits_profile_predictions_loss: 692.5585 - logcount_predictions_loss: 6.2306 18/2398 [..............................] - ETA: 6:15 - loss: 801.0639 - logits_profile_predictions_loss: 692.1605 - logcount_predictions_loss: 6.1182 19/2398 [..............................] - ETA: 6:15 - loss: 798.9161 - logits_profile_predictions_loss: 691.8893 - logcount_predictions_loss: 6.0127 20/2398 [..............................] - ETA: 6:15 - loss: 796.8438 - logits_profile_predictions_loss: 691.5952 - logcount_predictions_loss: 5.9128 21/2398 [..............................] - ETA: 6:14 - loss: 795.0715 - logits_profile_predictions_loss: 691.4912 - logcount_predictions_loss: 5.8191 22/2398 [..............................] - ETA: 6:14 - loss: 793.1554 - logits_profile_predictions_loss: 691.1690 - logcount_predictions_loss: 5.7296 23/2398 [..............................] - ETA: 6:14 - loss: 791.4938 - logits_profile_predictions_loss: 691.0098 - logcount_predictions_loss: 5.6452 24/2398 [..............................] - ETA: 6:14 - loss: 789.9281 - logits_profile_predictions_loss: 690.8702 - logcount_predictions_loss: 5.5650 25/2398 [..............................] - ETA: 6:13 - loss: 788.4533 - logits_profile_predictions_loss: 690.7498 - logcount_predictions_loss: 5.4890 26/2398 [..............................] - ETA: 6:13 - loss: 787.0231 - logits_profile_predictions_loss: 690.6083 - logcount_predictions_loss: 5.4166 27/2398 [..............................] - ETA: 6:13 - loss: 785.6727 - logits_profile_predictions_loss: 690.4793 - logcount_predictions_loss: 5.3479 28/2398 [..............................] - ETA: 6:13 - loss: 784.5018 - logits_profile_predictions_loss: 690.4615 - logcount_predictions_loss: 5.2832 29/2398 [..............................] - ETA: 6:12 - loss: 783.3539 - logits_profile_predictions_loss: 690.4183 - logcount_predictions_loss: 5.2211 30/2398 [..............................] - ETA: 6:12 - loss: 782.2444 - logits_profile_predictions_loss: 690.3628 - logcount_predictions_loss: 5.1619 31/2398 [..............................] - ETA: 6:12 - loss: 781.2141 - logits_profile_predictions_loss: 690.3389 - logcount_predictions_loss: 5.1053 32/2398 [..............................] - ETA: 6:12 - loss: 780.1341 - logits_profile_predictions_loss: 690.2310 - logcount_predictions_loss: 5.0507 33/2398 [..............................] - ETA: 6:11 - loss: 779.1011 - logits_profile_predictions_loss: 690.1272 - logcount_predictions_loss: 4.9985 34/2398 [..............................] - ETA: 6:12 - loss: 778.0795 - logits_profile_predictions_loss: 689.9995 - logcount_predictions_loss: 4.9483 35/2398 [..............................] - ETA: 6:11 - loss: 777.0816 - logits_profile_predictions_loss: 689.8635 - logcount_predictions_loss: 4.8999 36/2398 [..............................] - ETA: 6:11 - loss: 776.1177 - logits_profile_predictions_loss: 689.7287 - logcount_predictions_loss: 4.8533 37/2398 [..............................] - ETA: 6:11 - loss: 775.2168 - logits_profile_predictions_loss: 689.6220 - logcount_predictions_loss: 4.8087 38/2398 [..............................] - ETA: 6:11 - loss: 774.3478 - logits_profile_predictions_loss: 689.5166 - logcount_predictions_loss: 4.7658 39/2398 [..............................] - ETA: 6:11 - loss: 773.6260 - logits_profile_predictions_loss: 689.5206 - logcount_predictions_loss: 4.7250 40/2398 [..............................] - ETA: 6:10 - loss: 772.8892 - logits_profile_predictions_loss: 689.4864 - logcount_predictions_loss: 4.6856 41/2398 [..............................] - ETA: 6:10 - loss: 772.1862 - logits_profile_predictions_loss: 689.4612 - logcount_predictions_loss: 4.6475 42/2398 [..............................] - ETA: 6:10 - loss: 771.4297 - logits_profile_predictions_loss: 689.3634 - logcount_predictions_loss: 4.6105 43/2398 [..............................] - ETA: 6:10 - loss: 770.7223 - logits_profile_predictions_loss: 689.2908 - logcount_predictions_loss: 4.5748 44/2398 [..............................] - ETA: 6:10 - loss: 770.0793 - logits_profile_predictions_loss: 689.2576 - logcount_predictions_loss: 4.5406 45/2398 [..............................] - ETA: 6:09 - loss: 769.3860 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 677.5251 - logcount_predictions_loss: 2.7445 372/2398 [===>..........................] - ETA: 5:19 - loss: 726.3347 - logits_profile_predictions_loss: 677.4993 - logcount_predictions_loss: 2.7436 373/2398 [===>..........................] - ETA: 5:18 - loss: 726.2911 - logits_profile_predictions_loss: 677.4731 - logcount_predictions_loss: 2.7426 374/2398 [===>..........................] - ETA: 5:18 - loss: 726.2479 - logits_profile_predictions_loss: 677.4472 - logcount_predictions_loss: 2.7416 375/2398 [===>..........................] - ETA: 5:18 - loss: 726.2044 - logits_profile_predictions_loss: 677.4210 - logcount_predictions_loss: 2.7406 376/2398 [===>..........................] - ETA: 5:18 - loss: 726.1611 - logits_profile_predictions_loss: 677.3949 - logcount_predictions_loss: 2.7397 377/2398 [===>..........................] - ETA: 5:18 - loss: 726.1174 - logits_profile_predictions_loss: 677.3683 - logcount_predictions_loss: 2.7387 378/2398 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logits_profile_predictions_loss: 676.1277 - logcount_predictions_loss: 2.6987 424/2398 [====>.........................] - ETA: 5:10 - loss: 724.1235 - logits_profile_predictions_loss: 676.1011 - logcount_predictions_loss: 2.6979 425/2398 [====>.........................] - ETA: 5:10 - loss: 724.0829 - logits_profile_predictions_loss: 676.0743 - logcount_predictions_loss: 2.6971 426/2398 [====>.........................] - ETA: 5:10 - loss: 724.0419 - logits_profile_predictions_loss: 676.0471 - logcount_predictions_loss: 2.6963 427/2398 [====>.........................] - ETA: 5:10 - loss: 724.0009 - logits_profile_predictions_loss: 676.0198 - logcount_predictions_loss: 2.6956 428/2398 [====>.........................] - ETA: 5:10 - loss: 723.9596 - logits_profile_predictions_loss: 675.9923 - logcount_predictions_loss: 2.6948 429/2398 [====>.........................] - ETA: 5:10 - loss: 723.9184 - logits_profile_predictions_loss: 675.9648 - logcount_predictions_loss: 2.6940 430/2398 [====>.........................] - ETA: 5:10 - loss: 723.8773 - logits_profile_predictions_loss: 675.9373 - logcount_predictions_loss: 2.6933 431/2398 [====>.........................] - ETA: 5:09 - loss: 723.8370 - logits_profile_predictions_loss: 675.9105 - logcount_predictions_loss: 2.6925 432/2398 [====>.........................] - ETA: 5:09 - loss: 723.7968 - logits_profile_predictions_loss: 675.8837 - logcount_predictions_loss: 2.6917 433/2398 [====>.........................] - ETA: 5:09 - loss: 723.7569 - logits_profile_predictions_loss: 675.8571 - logcount_predictions_loss: 2.6910 434/2398 [====>.........................] - ETA: 5:09 - loss: 723.7168 - logits_profile_predictions_loss: 675.8304 - logcount_predictions_loss: 2.6903 435/2398 [====>.........................] - ETA: 5:09 - loss: 723.6774 - logits_profile_predictions_loss: 675.8042 - logcount_predictions_loss: 2.6895 436/2398 [====>.........................] - ETA: 5:09 - loss: 723.6372 - logits_profile_predictions_loss: 675.7772 - logcount_predictions_loss: 2.6888 437/2398 [====>.........................] - ETA: 5:08 - loss: 723.5972 - logits_profile_predictions_loss: 675.7505 - logcount_predictions_loss: 2.6880 438/2398 [====>.........................] - ETA: 5:08 - loss: 723.5577 - logits_profile_predictions_loss: 675.7240 - logcount_predictions_loss: 2.6873 439/2398 [====>.........................] - ETA: 5:08 - loss: 723.5184 - logits_profile_predictions_loss: 675.6978 - logcount_predictions_loss: 2.6866 440/2398 [====>.........................] - ETA: 5:08 - loss: 723.4794 - logits_profile_predictions_loss: 675.6718 - logcount_predictions_loss: 2.6858 441/2398 [====>.........................] - ETA: 5:08 - loss: 723.4410 - logits_profile_predictions_loss: 675.6463 - logcount_predictions_loss: 2.6851 442/2398 [====>.........................] - ETA: 5:08 - loss: 723.4036 - logits_profile_predictions_loss: 675.6216 - logcount_predictions_loss: 2.6844 443/2398 [====>.........................] - ETA: 5:08 - loss: 723.3661 - logits_profile_predictions_loss: 675.5968 - logcount_predictions_loss: 2.6837 444/2398 [====>.........................] - ETA: 5:07 - loss: 723.3283 - logits_profile_predictions_loss: 675.5717 - logcount_predictions_loss: 2.6830 445/2398 [====>.........................] - ETA: 5:07 - loss: 723.2902 - logits_profile_predictions_loss: 675.5463 - logcount_predictions_loss: 2.6822 446/2398 [====>.........................] - ETA: 5:07 - loss: 723.2518 - logits_profile_predictions_loss: 675.5206 - logcount_predictions_loss: 2.6815 447/2398 [====>.........................] - ETA: 5:07 - loss: 723.2132 - logits_profile_predictions_loss: 675.4946 - logcount_predictions_loss: 2.6808 448/2398 [====>.........................] - ETA: 5:07 - loss: 723.1749 - logits_profile_predictions_loss: 675.4689 - logcount_predictions_loss: 2.6801 449/2398 [====>.........................] - ETA: 5:07 - loss: 723.1366 - 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[====>.........................] - ETA: 5:10 - loss: 584.8360 - logits_profile_predictions_loss: 577.7076 - logcount_predictions_loss: 0.4005 408/2398 [====>.........................] - ETA: 5:10 - loss: 584.8349 - logits_profile_predictions_loss: 577.7065 - logcount_predictions_loss: 0.4005 409/2398 [====>.........................] - ETA: 5:10 - loss: 584.8337 - logits_profile_predictions_loss: 577.7053 - logcount_predictions_loss: 0.4005 410/2398 [====>.........................] - ETA: 5:10 - loss: 584.8326 - logits_profile_predictions_loss: 577.7043 - logcount_predictions_loss: 0.4005 411/2398 [====>.........................] - ETA: 5:10 - loss: 584.8315 - logits_profile_predictions_loss: 577.7034 - logcount_predictions_loss: 0.4005 412/2398 [====>.........................] - ETA: 5:10 - loss: 584.8305 - logits_profile_predictions_loss: 577.7024 - logcount_predictions_loss: 0.4005 413/2398 [====>.........................] - ETA: 5:09 - loss: 584.8290 - logits_profile_predictions_loss: 577.7010 - logcount_predictions_loss: 0.4004 414/2398 [====>.........................] - ETA: 5:09 - loss: 584.8275 - logits_profile_predictions_loss: 577.6996 - logcount_predictions_loss: 0.4004 415/2398 [====>.........................] - ETA: 5:09 - loss: 584.8258 - logits_profile_predictions_loss: 577.6979 - logcount_predictions_loss: 0.4004 416/2398 [====>.........................] - ETA: 5:09 - loss: 584.8238 - logits_profile_predictions_loss: 577.6959 - logcount_predictions_loss: 0.4004 417/2398 [====>.........................] - ETA: 5:09 - loss: 584.8218 - logits_profile_predictions_loss: 577.6941 - logcount_predictions_loss: 0.4004 418/2398 [====>.........................] - ETA: 5:09 - loss: 584.8203 - logits_profile_predictions_loss: 577.6926 - logcount_predictions_loss: 0.4004 419/2398 [====>.........................] - ETA: 5:08 - loss: 584.8185 - logits_profile_predictions_loss: 577.6909 - logcount_predictions_loss: 0.4004 420/2398 [====>.........................] - ETA: 5:08 - loss: 584.8171 - logits_profile_predictions_loss: 577.6896 - logcount_predictions_loss: 0.4004 421/2398 [====>.........................] - ETA: 5:08 - loss: 584.8159 - logits_profile_predictions_loss: 577.6884 - logcount_predictions_loss: 0.4004 422/2398 [====>.........................] - ETA: 5:08 - loss: 584.8149 - logits_profile_predictions_loss: 577.6875 - logcount_predictions_loss: 0.4004 423/2398 [====>.........................] - ETA: 5:08 - loss: 584.8139 - logits_profile_predictions_loss: 577.6865 - logcount_predictions_loss: 0.4004 424/2398 [====>.........................] - ETA: 5:08 - loss: 584.8129 - logits_profile_predictions_loss: 577.6855 - logcount_predictions_loss: 0.4004 425/2398 [====>.........................] - ETA: 5:08 - loss: 584.8118 - logits_profile_predictions_loss: 577.6844 - logcount_predictions_loss: 0.4004 426/2398 [====>.........................] - ETA: 5:07 - loss: 584.8105 - logits_profile_predictions_loss: 577.6832 - logcount_predictions_loss: 0.4004 427/2398 [====>.........................] - ETA: 5:07 - loss: 584.8094 - logits_profile_predictions_loss: 577.6820 - logcount_predictions_loss: 0.4004 428/2398 [====>.........................] - ETA: 5:07 - loss: 584.8081 - logits_profile_predictions_loss: 577.6807 - logcount_predictions_loss: 0.4004 429/2398 [====>.........................] - ETA: 5:07 - loss: 584.8069 - logits_profile_predictions_loss: 577.6795 - logcount_predictions_loss: 0.4004 430/2398 [====>.........................] - ETA: 5:07 - loss: 584.8051 - logits_profile_predictions_loss: 577.6777 - logcount_predictions_loss: 0.4004 431/2398 [====>.........................] - ETA: 5:07 - loss: 584.8037 - logits_profile_predictions_loss: 577.6763 - logcount_predictions_loss: 0.4004 432/2398 [====>.........................] - ETA: 5:06 - loss: 584.8025 - logits_profile_predictions_loss: 577.6751 - logcount_predictions_loss: 0.4004 433/2398 [====>.........................] - ETA: 5:06 - loss: 584.8020 - logits_profile_predictions_loss: 577.6746 - logcount_predictions_loss: 0.4004 434/2398 [====>.........................] - ETA: 5:06 - loss: 584.8017 - logits_profile_predictions_loss: 577.6743 - logcount_predictions_loss: 0.4004 435/2398 [====>.........................] - ETA: 5:06 - loss: 584.8014 - logits_profile_predictions_loss: 577.6739 - logcount_predictions_loss: 0.4004 436/2398 [====>.........................] - ETA: 5:06 - loss: 584.8014 - logits_profile_predictions_loss: 577.6739 - logcount_predictions_loss: 0.4004 437/2398 [====>.........................] - ETA: 5:06 - loss: 584.8013 - logits_profile_predictions_loss: 577.6737 - logcount_predictions_loss: 0.4004 438/2398 [====>.........................] - ETA: 5:05 - loss: 584.8010 - logits_profile_predictions_loss: 577.6734 - logcount_predictions_loss: 0.4004 439/2398 [====>.........................] - ETA: 5:05 - loss: 584.8010 - logits_profile_predictions_loss: 577.6734 - logcount_predictions_loss: 0.4004 440/2398 [====>.........................] - ETA: 5:05 - loss: 584.8014 - logits_profile_predictions_loss: 577.6737 - logcount_predictions_loss: 0.4004 441/2398 [====>.........................] - ETA: 5:05 - loss: 584.8021 - logits_profile_predictions_loss: 577.6743 - logcount_predictions_loss: 0.4004 442/2398 [====>.........................] - ETA: 5:05 - loss: 584.8027 - logits_profile_predictions_loss: 577.6749 - logcount_predictions_loss: 0.4004 443/2398 [====>.........................] - ETA: 5:05 - loss: 584.8030 - logits_profile_predictions_loss: 577.6751 - logcount_predictions_loss: 0.4004 444/2398 [====>.........................] - ETA: 5:05 - loss: 584.8030 - logits_profile_predictions_loss: 577.6751 - logcount_predictions_loss: 0.4004 445/2398 [====>.........................] - ETA: 5:04 - loss: 584.8029 - logits_profile_predictions_loss: 577.6749 - logcount_predictions_loss: 0.4004 446/2398 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logits_profile_predictions_loss: 625.9630 - logcount_predictions_loss: 0.3771 4/2398 [..............................] - ETA: 6:13 - loss: 628.1014 - logits_profile_predictions_loss: 621.2957 - logcount_predictions_loss: 0.3823 5/2398 [..............................] - ETA: 6:13 - loss: 624.6808 - logits_profile_predictions_loss: 617.9406 - logcount_predictions_loss: 0.3787 6/2398 [..............................] - ETA: 6:12 - loss: 620.7801 - logits_profile_predictions_loss: 614.0543 - logcount_predictions_loss: 0.3779 7/2398 [..............................] - ETA: 6:12 - loss: 618.0535 - logits_profile_predictions_loss: 611.3511 - logcount_predictions_loss: 0.3765 8/2398 [..............................] - ETA: 6:12 - loss: 616.1901 - logits_profile_predictions_loss: 609.4997 - logcount_predictions_loss: 0.3759 9/2398 [..............................] - ETA: 6:12 - loss: 614.2218 - logits_profile_predictions_loss: 607.5242 - logcount_predictions_loss: 0.3763 10/2398 [..............................] - ETA: 6:11 - loss: 611.8514 - logits_profile_predictions_loss: 605.1464 - logcount_predictions_loss: 0.3767 11/2398 [..............................] - ETA: 6:11 - loss: 610.1755 - logits_profile_predictions_loss: 603.4726 - logcount_predictions_loss: 0.3766 12/2398 [..............................] - ETA: 6:11 - loss: 608.9794 - logits_profile_predictions_loss: 602.2726 - logcount_predictions_loss: 0.3768 13/2398 [..............................] - ETA: 6:11 - loss: 608.0368 - logits_profile_predictions_loss: 601.3175 - logcount_predictions_loss: 0.3775 14/2398 [..............................] - ETA: 6:11 - loss: 607.0667 - logits_profile_predictions_loss: 600.3382 - logcount_predictions_loss: 0.3780 15/2398 [..............................] - ETA: 6:11 - loss: 606.4151 - logits_profile_predictions_loss: 599.6842 - logcount_predictions_loss: 0.3781 16/2398 [..............................] - ETA: 6:11 - loss: 605.7280 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:02 - loss: 597.5146 - logits_profile_predictions_loss: 590.7800 - logcount_predictions_loss: 0.3784 77/2398 [..............................] - ETA: 6:02 - loss: 597.4785 - logits_profile_predictions_loss: 590.7442 - logcount_predictions_loss: 0.3783 78/2398 [..............................] - ETA: 6:01 - loss: 597.4336 - logits_profile_predictions_loss: 590.6996 - logcount_predictions_loss: 0.3783 79/2398 [..............................] - ETA: 6:01 - loss: 597.3729 - logits_profile_predictions_loss: 590.6391 - logcount_predictions_loss: 0.3783 80/2398 [>.............................] - ETA: 6:01 - loss: 597.3124 - logits_profile_predictions_loss: 590.5788 - logcount_predictions_loss: 0.3783 81/2398 [>.............................] - ETA: 6:01 - loss: 597.2647 - logits_profile_predictions_loss: 590.5310 - logcount_predictions_loss: 0.3783 82/2398 [>.............................] - ETA: 6:01 - loss: 597.2140 - logits_profile_predictions_loss: 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logcount_predictions_loss: 0.3014 2/2398 [..............................] - ETA: 6:14 - loss: 583.7625 - logits_profile_predictions_loss: 578.2549 - logcount_predictions_loss: 0.3094 3/2398 [..............................] - ETA: 6:13 - loss: 581.0773 - logits_profile_predictions_loss: 575.4071 - logcount_predictions_loss: 0.3185 4/2398 [..............................] - ETA: 6:13 - loss: 577.1156 - logits_profile_predictions_loss: 571.2570 - logcount_predictions_loss: 0.3291 5/2398 [..............................] - ETA: 6:12 - loss: 574.6185 - logits_profile_predictions_loss: 568.6581 - logcount_predictions_loss: 0.3349 6/2398 [..............................] - ETA: 6:12 - loss: 575.5162 - logits_profile_predictions_loss: 569.5107 - logcount_predictions_loss: 0.3374 7/2398 [..............................] - ETA: 6:12 - loss: 575.8957 - logits_profile_predictions_loss: 569.7966 - logcount_predictions_loss: 0.3426 8/2398 [..............................] - ETA: 6:12 - loss: 576.0597 - 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[..............................] - ETA: 6:11 - loss: 574.9828 - logits_profile_predictions_loss: 568.8875 - logcount_predictions_loss: 0.3424 16/2398 [..............................] - ETA: 6:11 - loss: 575.1789 - logits_profile_predictions_loss: 569.0998 - logcount_predictions_loss: 0.3415 17/2398 [..............................] - ETA: 6:11 - loss: 575.1234 - logits_profile_predictions_loss: 569.0622 - logcount_predictions_loss: 0.3405 18/2398 [..............................] - ETA: 6:11 - loss: 575.1004 - logits_profile_predictions_loss: 569.0573 - logcount_predictions_loss: 0.3395 19/2398 [..............................] - ETA: 6:11 - loss: 575.0623 - logits_profile_predictions_loss: 569.0362 - logcount_predictions_loss: 0.3385 20/2398 [..............................] - ETA: 6:10 - loss: 575.0492 - logits_profile_predictions_loss: 569.0401 - logcount_predictions_loss: 0.3376 21/2398 [..............................] - ETA: 6:10 - loss: 574.8513 - logits_profile_predictions_loss: 568.8547 - logcount_predictions_loss: 0.3369 22/2398 [..............................] - ETA: 6:10 - loss: 574.8208 - logits_profile_predictions_loss: 568.8356 - logcount_predictions_loss: 0.3362 23/2398 [..............................] - ETA: 6:10 - loss: 574.8453 - logits_profile_predictions_loss: 568.8728 - logcount_predictions_loss: 0.3355 24/2398 [..............................] - ETA: 6:10 - loss: 574.8537 - logits_profile_predictions_loss: 568.8903 - logcount_predictions_loss: 0.3350 25/2398 [..............................] - ETA: 6:10 - loss: 574.8128 - logits_profile_predictions_loss: 568.8602 - logcount_predictions_loss: 0.3344 26/2398 [..............................] - ETA: 6:10 - loss: 574.8199 - logits_profile_predictions_loss: 568.8805 - logcount_predictions_loss: 0.3337 27/2398 [..............................] - ETA: 6:10 - loss: 574.8317 - logits_profile_predictions_loss: 568.9051 - logcount_predictions_loss: 0.3330 28/2398 [..............................] - ETA: 6:09 - loss: 574.8397 - logits_profile_predictions_loss: 568.9243 - logcount_predictions_loss: 0.3323 29/2398 [..............................] - ETA: 6:09 - loss: 574.9463 - logits_profile_predictions_loss: 569.0425 - logcount_predictions_loss: 0.3317 30/2398 [..............................] - ETA: 6:09 - loss: 575.0267 - logits_profile_predictions_loss: 569.1330 - logcount_predictions_loss: 0.3311 31/2398 [..............................] - ETA: 6:09 - loss: 575.0988 - logits_profile_predictions_loss: 569.2143 - logcount_predictions_loss: 0.3306 32/2398 [..............................] - ETA: 6:09 - loss: 575.2316 - logits_profile_predictions_loss: 569.3555 - logcount_predictions_loss: 0.3301 33/2398 [..............................] - ETA: 6:09 - loss: 575.3864 - logits_profile_predictions_loss: 569.5196 - logcount_predictions_loss: 0.3296 34/2398 [..............................] - ETA: 6:08 - loss: 575.4639 - logits_profile_predictions_loss: 569.6059 - logcount_predictions_loss: 0.3291 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logits_profile_predictions_loss: 570.6062 - logcount_predictions_loss: 0.3264 42/2398 [..............................] - ETA: 6:07 - loss: 576.5301 - logits_profile_predictions_loss: 570.7209 - logcount_predictions_loss: 0.3264 43/2398 [..............................] - ETA: 6:07 - loss: 576.6447 - logits_profile_predictions_loss: 570.8366 - logcount_predictions_loss: 0.3263 44/2398 [..............................] - ETA: 6:07 - loss: 576.7359 - logits_profile_predictions_loss: 570.9292 - logcount_predictions_loss: 0.3262 45/2398 [..............................] - ETA: 6:07 - loss: 576.8228 - logits_profile_predictions_loss: 571.0178 - logcount_predictions_loss: 0.3261 46/2398 [..............................] - ETA: 6:07 - loss: 576.8749 - logits_profile_predictions_loss: 571.0712 - logcount_predictions_loss: 0.3261 47/2398 [..............................] - ETA: 6:07 - loss: 576.9441 - logits_profile_predictions_loss: 571.1418 - logcount_predictions_loss: 0.3260 48/2398 [..............................] - ETA: 6:07 - loss: 577.0073 - logits_profile_predictions_loss: 571.2062 - logcount_predictions_loss: 0.3259 49/2398 [..............................] - ETA: 6:06 - loss: 577.0873 - logits_profile_predictions_loss: 571.2869 - logcount_predictions_loss: 0.3259 50/2398 [..............................] - ETA: 6:06 - loss: 577.1791 - logits_profile_predictions_loss: 571.3792 - logcount_predictions_loss: 0.3258 51/2398 [..............................] - ETA: 6:06 - loss: 577.2692 - logits_profile_predictions_loss: 571.4693 - logcount_predictions_loss: 0.3258 52/2398 [..............................] - ETA: 6:06 - loss: 577.3517 - logits_profile_predictions_loss: 571.5513 - logcount_predictions_loss: 0.3259 53/2398 [..............................] - ETA: 6:06 - loss: 577.4319 - logits_profile_predictions_loss: 571.6307 - logcount_predictions_loss: 0.3259 54/2398 [..............................] - ETA: 6:06 - loss: 577.5138 - logits_profile_predictions_loss: 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loss: 577.9021 - logits_profile_predictions_loss: 572.0965 - logcount_predictions_loss: 0.3262 62/2398 [..............................] - ETA: 6:05 - loss: 577.9575 - logits_profile_predictions_loss: 572.1515 - logcount_predictions_loss: 0.3262 63/2398 [..............................] - ETA: 6:04 - loss: 578.0146 - logits_profile_predictions_loss: 572.2077 - logcount_predictions_loss: 0.3262 64/2398 [..............................] - ETA: 6:04 - loss: 578.0567 - logits_profile_predictions_loss: 572.2492 - logcount_predictions_loss: 0.3263 65/2398 [..............................] - ETA: 6:04 - loss: 578.1106 - logits_profile_predictions_loss: 572.3023 - logcount_predictions_loss: 0.3263 66/2398 [..............................] - ETA: 6:04 - loss: 578.1682 - logits_profile_predictions_loss: 572.3591 - logcount_predictions_loss: 0.3264 67/2398 [..............................] - ETA: 6:04 - loss: 578.2096 - logits_profile_predictions_loss: 572.3997 - logcount_predictions_loss: 0.3264 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logits_profile_predictions_loss: 572.4920 - logcount_predictions_loss: 0.3264 75/2398 [..............................] - ETA: 6:03 - loss: 578.2857 - logits_profile_predictions_loss: 572.4748 - logcount_predictions_loss: 0.3265 76/2398 [..............................] - ETA: 6:03 - loss: 578.2693 - logits_profile_predictions_loss: 572.4579 - logcount_predictions_loss: 0.3265 77/2398 [..............................] - ETA: 6:03 - loss: 578.2499 - logits_profile_predictions_loss: 572.4380 - logcount_predictions_loss: 0.3265 78/2398 [..............................] - ETA: 6:02 - loss: 578.2149 - logits_profile_predictions_loss: 572.4024 - logcount_predictions_loss: 0.3265 79/2398 [..............................] - ETA: 6:02 - loss: 578.1669 - logits_profile_predictions_loss: 572.3535 - logcount_predictions_loss: 0.3266 80/2398 [>.............................] - ETA: 6:02 - loss: 578.1134 - logits_profile_predictions_loss: 572.2993 - logcount_predictions_loss: 0.3266 81/2398 [>.............................] - ETA: 6:02 - loss: 578.0566 - logits_profile_predictions_loss: 572.2421 - logcount_predictions_loss: 0.3267 82/2398 [>.............................] - ETA: 6:02 - loss: 577.9992 - logits_profile_predictions_loss: 572.1838 - logcount_predictions_loss: 0.3267 83/2398 [>.............................] - ETA: 6:02 - loss: 577.9493 - logits_profile_predictions_loss: 572.1331 - logcount_predictions_loss: 0.3268 84/2398 [>.............................] - ETA: 6:01 - loss: 577.9063 - logits_profile_predictions_loss: 572.0893 - logcount_predictions_loss: 0.3268 85/2398 [>.............................] - ETA: 6:01 - loss: 577.8681 - logits_profile_predictions_loss: 572.0503 - logcount_predictions_loss: 0.3268 86/2398 [>.............................] - ETA: 6:01 - loss: 577.8325 - logits_profile_predictions_loss: 572.0140 - logcount_predictions_loss: 0.3269 87/2398 [>.............................] - ETA: 6:01 - loss: 577.7995 - logits_profile_predictions_loss: 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loss: 569.4158 - logits_profile_predictions_loss: 563.6692 - logcount_predictions_loss: 0.3228 22/2398 [..............................] - ETA: 6:13 - loss: 569.8897 - logits_profile_predictions_loss: 564.1515 - logcount_predictions_loss: 0.3224 23/2398 [..............................] - ETA: 6:13 - loss: 570.2005 - logits_profile_predictions_loss: 564.4733 - logcount_predictions_loss: 0.3217 24/2398 [..............................] - ETA: 6:12 - loss: 570.4733 - logits_profile_predictions_loss: 564.7524 - logcount_predictions_loss: 0.3214 25/2398 [..............................] - ETA: 6:12 - loss: 570.6395 - logits_profile_predictions_loss: 564.9257 - logcount_predictions_loss: 0.3210 26/2398 [..............................] - ETA: 6:12 - loss: 570.8920 - logits_profile_predictions_loss: 565.1858 - logcount_predictions_loss: 0.3206 27/2398 [..............................] - ETA: 6:12 - loss: 570.9780 - logits_profile_predictions_loss: 565.2796 - logcount_predictions_loss: 0.3201 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logits_profile_predictions_loss: 565.3057 - logcount_predictions_loss: 0.3181 35/2398 [..............................] - ETA: 6:10 - loss: 570.9509 - logits_profile_predictions_loss: 565.2950 - logcount_predictions_loss: 0.3177 36/2398 [..............................] - ETA: 6:10 - loss: 570.9445 - logits_profile_predictions_loss: 565.2951 - logcount_predictions_loss: 0.3174 37/2398 [..............................] - ETA: 6:10 - loss: 570.9420 - logits_profile_predictions_loss: 565.2978 - logcount_predictions_loss: 0.3171 38/2398 [..............................] - ETA: 6:10 - loss: 570.9472 - logits_profile_predictions_loss: 565.3097 - logcount_predictions_loss: 0.3167 39/2398 [..............................] - ETA: 6:09 - loss: 570.9453 - logits_profile_predictions_loss: 565.3140 - logcount_predictions_loss: 0.3164 40/2398 [..............................] - ETA: 6:09 - loss: 570.9727 - logits_profile_predictions_loss: 565.3472 - logcount_predictions_loss: 0.3160 41/2398 [..............................] - ETA: 6:09 - loss: 571.0507 - logits_profile_predictions_loss: 565.4299 - logcount_predictions_loss: 0.3158 42/2398 [..............................] - ETA: 6:09 - loss: 571.1310 - logits_profile_predictions_loss: 565.5146 - logcount_predictions_loss: 0.3155 43/2398 [..............................] - ETA: 6:09 - loss: 571.2348 - logits_profile_predictions_loss: 565.6223 - logcount_predictions_loss: 0.3153 44/2398 [..............................] - ETA: 6:08 - loss: 571.3568 - logits_profile_predictions_loss: 565.7484 - logcount_predictions_loss: 0.3151 45/2398 [..............................] - ETA: 6:08 - loss: 571.4616 - logits_profile_predictions_loss: 565.8575 - logcount_predictions_loss: 0.3148 46/2398 [..............................] - ETA: 6:08 - loss: 571.5522 - logits_profile_predictions_loss: 565.9532 - logcount_predictions_loss: 0.3145 47/2398 [..............................] - ETA: 6:08 - loss: 571.6301 - logits_profile_predictions_loss: 566.0367 - logcount_predictions_loss: 0.3142 48/2398 [..............................] - ETA: 6:08 - loss: 571.6914 - logits_profile_predictions_loss: 566.1037 - logcount_predictions_loss: 0.3139 49/2398 [..............................] - ETA: 6:08 - loss: 571.7675 - logits_profile_predictions_loss: 566.1847 - logcount_predictions_loss: 0.3136 50/2398 [..............................] - ETA: 6:07 - loss: 571.8559 - logits_profile_predictions_loss: 566.2776 - logcount_predictions_loss: 0.3134 51/2398 [..............................] - ETA: 6:07 - loss: 571.9222 - logits_profile_predictions_loss: 566.3474 - logcount_predictions_loss: 0.3132 52/2398 [..............................] - ETA: 6:07 - loss: 571.9907 - logits_profile_predictions_loss: 566.4198 - logcount_predictions_loss: 0.3130 53/2398 [..............................] - ETA: 6:07 - loss: 572.0315 - logits_profile_predictions_loss: 566.4643 - logcount_predictions_loss: 0.3128 54/2398 [..............................] - ETA: 6:07 - loss: 572.0825 - logits_profile_predictions_loss: 566.5188 - logcount_predictions_loss: 0.3126 55/2398 [..............................] - ETA: 6:07 - loss: 572.1130 - logits_profile_predictions_loss: 566.5526 - logcount_predictions_loss: 0.3124 56/2398 [..............................] - ETA: 6:07 - loss: 572.1502 - logits_profile_predictions_loss: 566.5932 - logcount_predictions_loss: 0.3122 57/2398 [..............................] - ETA: 6:06 - loss: 572.1800 - logits_profile_predictions_loss: 566.6265 - logcount_predictions_loss: 0.3120 58/2398 [..............................] - ETA: 6:06 - loss: 572.1903 - logits_profile_predictions_loss: 566.6405 - logcount_predictions_loss: 0.3118 59/2398 [..............................] - ETA: 6:06 - loss: 572.1835 - logits_profile_predictions_loss: 566.6374 - logcount_predictions_loss: 0.3116 60/2398 [..............................] - ETA: 6:06 - loss: 572.1732 - logits_profile_predictions_loss: 566.6309 - logcount_predictions_loss: 0.3114 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[..............................] - ETA: 6:04 - loss: 572.0924 - logits_profile_predictions_loss: 566.5921 - logcount_predictions_loss: 0.3090 75/2398 [..............................] - ETA: 6:03 - loss: 572.0888 - logits_profile_predictions_loss: 566.5909 - logcount_predictions_loss: 0.3089 76/2398 [..............................] - ETA: 6:03 - loss: 572.0992 - logits_profile_predictions_loss: 566.6039 - logcount_predictions_loss: 0.3087 77/2398 [..............................] - ETA: 6:03 - loss: 572.0975 - logits_profile_predictions_loss: 566.6047 - logcount_predictions_loss: 0.3086 78/2398 [..............................] - ETA: 6:03 - loss: 572.0938 - logits_profile_predictions_loss: 566.6035 - logcount_predictions_loss: 0.3084 79/2398 [..............................] - ETA: 6:03 - loss: 572.0910 - logits_profile_predictions_loss: 566.6033 - logcount_predictions_loss: 0.3083 80/2398 [>.............................] - ETA: 6:03 - loss: 572.0916 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 566.3300 - logcount_predictions_loss: 0.3054 114/2398 [>.............................] - ETA: 5:57 - loss: 571.7579 - logits_profile_predictions_loss: 566.3215 - logcount_predictions_loss: 0.3054 115/2398 [>.............................] - ETA: 5:57 - loss: 571.7518 - logits_profile_predictions_loss: 566.3159 - logcount_predictions_loss: 0.3054 116/2398 [>.............................] - ETA: 5:57 - loss: 571.7472 - logits_profile_predictions_loss: 566.3116 - logcount_predictions_loss: 0.3054 117/2398 [>.............................] - ETA: 5:57 - loss: 571.7411 - logits_profile_predictions_loss: 566.3060 - logcount_predictions_loss: 0.3053 118/2398 [>.............................] - ETA: 5:57 - loss: 571.7364 - logits_profile_predictions_loss: 566.3015 - logcount_predictions_loss: 0.3053 119/2398 [>.............................] - ETA: 5:56 - loss: 571.7313 - logits_profile_predictions_loss: 566.2967 - logcount_predictions_loss: 0.3053 120/2398 [>.............................] - ETA: 5:56 - loss: 571.7223 - logits_profile_predictions_loss: 566.2879 - logcount_predictions_loss: 0.3053 121/2398 [>.............................] - ETA: 5:56 - loss: 571.7165 - logits_profile_predictions_loss: 566.2824 - logcount_predictions_loss: 0.3053 122/2398 [>.............................] - ETA: 5:56 - loss: 571.7059 - logits_profile_predictions_loss: 566.2719 - logcount_predictions_loss: 0.3053 123/2398 [>.............................] - ETA: 5:56 - loss: 571.6945 - logits_profile_predictions_loss: 566.2608 - logcount_predictions_loss: 0.3053 124/2398 [>.............................] - ETA: 5:56 - loss: 571.6836 - logits_profile_predictions_loss: 566.2501 - logcount_predictions_loss: 0.3053 125/2398 [>.............................] - ETA: 5:55 - loss: 571.6733 - logits_profile_predictions_loss: 566.2398 - logcount_predictions_loss: 0.3052 126/2398 [>.............................] - ETA: 5:55 - loss: 571.6681 - 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logits_profile_predictions_loss: 560.9569 - logcount_predictions_loss: 0.2864 389/2398 [===>..........................] - ETA: 5:14 - loss: 566.0453 - logits_profile_predictions_loss: 560.9482 - logcount_predictions_loss: 0.2864 390/2398 [===>..........................] - ETA: 5:14 - loss: 566.0365 - logits_profile_predictions_loss: 560.9394 - logcount_predictions_loss: 0.2864 391/2398 [===>..........................] - ETA: 5:14 - loss: 566.0275 - logits_profile_predictions_loss: 560.9304 - logcount_predictions_loss: 0.2864 392/2398 [===>..........................] - ETA: 5:14 - loss: 566.0185 - logits_profile_predictions_loss: 560.9215 - logcount_predictions_loss: 0.2864 393/2398 [===>..........................] - ETA: 5:13 - loss: 566.0092 - logits_profile_predictions_loss: 560.9122 - logcount_predictions_loss: 0.2863 394/2398 [===>..........................] - ETA: 5:13 - loss: 566.0000 - logits_profile_predictions_loss: 560.9030 - logcount_predictions_loss: 0.2863 395/2398 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logits_profile_predictions_loss: 560.3547 - logcount_predictions_loss: 0.2860 480/2398 [=====>........................] - ETA: 5:00 - loss: 565.4418 - logits_profile_predictions_loss: 560.3510 - logcount_predictions_loss: 0.2860 481/2398 [=====>........................] - ETA: 5:00 - loss: 565.4383 - logits_profile_predictions_loss: 560.3475 - logcount_predictions_loss: 0.2860 482/2398 [=====>........................] - ETA: 5:00 - loss: 565.4348 - logits_profile_predictions_loss: 560.3440 - logcount_predictions_loss: 0.2860 483/2398 [=====>........................] - ETA: 4:59 - loss: 565.4311 - logits_profile_predictions_loss: 560.3403 - logcount_predictions_loss: 0.2860 484/2398 [=====>........................] - ETA: 4:59 - loss: 565.4274 - logits_profile_predictions_loss: 560.3367 - logcount_predictions_loss: 0.2860 485/2398 [=====>........................] - ETA: 4:59 - loss: 565.4238 - logits_profile_predictions_loss: 560.3331 - logcount_predictions_loss: 0.2860 486/2398 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552.4497 - logcount_predictions_loss: 0.2693 2375/2398 [============================>.] - ETA: 3s - loss: 557.2433 - logits_profile_predictions_loss: 552.4490 - logcount_predictions_loss: 0.2693 2376/2398 [============================>.] - ETA: 3s - loss: 557.2426 - logits_profile_predictions_loss: 552.4484 - logcount_predictions_loss: 0.2693 2377/2398 [============================>.] - ETA: 3s - loss: 557.2420 - logits_profile_predictions_loss: 552.4477 - logcount_predictions_loss: 0.2693 2378/2398 [============================>.] - ETA: 3s - loss: 557.2413 - logits_profile_predictions_loss: 552.4471 - logcount_predictions_loss: 0.2693 2379/2398 [============================>.] - ETA: 2s - loss: 557.2407 - logits_profile_predictions_loss: 552.4464 - logcount_predictions_loss: 0.2693 2380/2398 [============================>.] - ETA: 2s - loss: 557.2400 - logits_profile_predictions_loss: 552.4458 - logcount_predictions_loss: 0.2693 2381/2398 [============================>.] - ETA: 2s - loss: 557.2394 - logits_profile_predictions_loss: 552.4451 - logcount_predictions_loss: 0.2693 2382/2398 [============================>.] - ETA: 2s - loss: 557.2387 - logits_profile_predictions_loss: 552.4445 - logcount_predictions_loss: 0.2693 2383/2398 [============================>.] - ETA: 2s - loss: 557.2381 - logits_profile_predictions_loss: 552.4439 - logcount_predictions_loss: 0.2693 2384/2398 [============================>.] - ETA: 2s - loss: 557.2374 - logits_profile_predictions_loss: 552.4432 - logcount_predictions_loss: 0.2693 2385/2398 [============================>.] - ETA: 2s - loss: 557.2368 - logits_profile_predictions_loss: 552.4425 - logcount_predictions_loss: 0.2693 2386/2398 [============================>.] - ETA: 1s - loss: 557.2361 - logits_profile_predictions_loss: 552.4419 - logcount_predictions_loss: 0.2693 2387/2398 [============================>.] - ETA: 1s - loss: 557.2354 - logits_profile_predictions_loss: 552.4412 - logcount_predictions_loss: 0.2693 2388/2398 [============================>.] - ETA: 1s - loss: 557.2347 - logits_profile_predictions_loss: 552.4405 - logcount_predictions_loss: 0.2693 2389/2398 [============================>.] - ETA: 1s - loss: 557.2341 - logits_profile_predictions_loss: 552.4399 - logcount_predictions_loss: 0.2693 2390/2398 [============================>.] - ETA: 1s - loss: 557.2334 - logits_profile_predictions_loss: 552.4392 - logcount_predictions_loss: 0.2693 2391/2398 [============================>.] - ETA: 1s - loss: 557.2327 - logits_profile_predictions_loss: 552.4385 - logcount_predictions_loss: 0.2693 2392/2398 [============================>.] - ETA: 0s - loss: 557.2320 - logits_profile_predictions_loss: 552.4379 - logcount_predictions_loss: 0.2693 2393/2398 [============================>.] - ETA: 0s - loss: 557.2313 - logits_profile_predictions_loss: 552.4372 - logcount_predictions_loss: 0.2693 2394/2398 [============================>.] - ETA: 0s - loss: 557.2306 - logits_profile_predictions_loss: 552.4365 - logcount_predictions_loss: 0.2693 2395/2398 [============================>.] - ETA: 0s - loss: 557.2299 - logits_profile_predictions_loss: 552.4358 - logcount_predictions_loss: 0.2693 2396/2398 [============================>.] - ETA: 0s - loss: 557.2292 - logits_profile_predictions_loss: 552.4351 - logcount_predictions_loss: 0.2693 2397/2398 [============================>.] - ETA: 0s - loss: 557.2285 - logits_profile_predictions_loss: 552.4344 - logcount_predictions_loss: 0.2693 2398/2398 [==============================] - ETA: 0s - loss: 557.2278 - logits_profile_predictions_loss: 552.4337 - logcount_predictions_loss: 0.2693 2398/2398 [==============================] - 395s 165ms/step - loss: 557.2271 - logits_profile_predictions_loss: 552.4330 - logcount_predictions_loss: 0.2693 - val_loss: 581.4467 - val_logits_profile_predictions_loss: 575.6796 - val_logcount_predictions_loss: 0.3240 + +Epoch 00014: val_loss did not improve from 581.44598 +Restoring model weights from the end of the best epoch. +Epoch 00014: early stopping +save model +save model without bias +2022-03-24_02-59-26: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-03-56: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-07-46: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-10-25: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//footprints +2022-03-24_03-10-25: 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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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: 4:20 3/40 [=>............................] - ETA: 12s  4/40 [==>...........................] - ETA: 16s 5/40 [==>...........................] - ETA: 18s 6/40 [===>..........................] - ETA: 18s 7/40 [====>.........................] - ETA: 18s 8/40 [=====>........................] - ETA: 18s 9/40 [=====>........................] - ETA: 18s 10/40 [======>.......................] - ETA: 18s 11/40 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/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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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: "model" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 +__________________________________________________________________________________________________ +inferred model inputlen: 2114 +inferred model outputlen: 1000 +inserting motif: dnase_1 +TTTACAAGTCCA + 1/40 [..............................] - ETA: 1:54 3/40 [=>............................] - ETA: 1s  4/40 [==>...........................] - ETA: 1s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 [============>.................] - ETA: 1s 19/40 [=============>................] - ETA: 1s 20/40 [==============>...............] - ETA: 1s 21/40 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[==============================] - ETA: 0s 40/40 [==============================] - 2s 58ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 2s 3/40 [=>............................] - ETA: 2s 4/40 [==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 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[==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 2s 58ms/step +Saving marginal footprints diff --git a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout_v1.txt b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout_v1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a698338aa25faa01a4082fce7b596baca232f8c --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout_v1.txt @@ -0,0 +1,440 @@ +2022-03-24_01-13-20: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//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/ENCSR880CUB_bias_0.9.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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: 156264 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 156264 +Number of peaks input: 43736 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 43736 +Number of non peaks input: 156263 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 156263 +Number of non peaks input: 43736 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 43736 +Number of peaks after removing outliers: 154545 +Number of nonpeaks after removing outliers: 138230 +got the model +Model: "model" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 +__________________________________________________________________________________________________ +Predicting within adjust counts + 1/4320 [..............................] - ETA: 9:50:59 10/4320 [..............................] - ETA: 24s  20/4320 [..............................] - ETA: 23s 30/4320 [..............................] - ETA: 23s 40/4320 [..............................] - ETA: 23s 51/4320 [..............................] - ETA: 22s 63/4320 [..............................] - ETA: 21s 75/4320 [..............................] - ETA: 21s 87/4320 [..............................] - ETA: 21s 99/4320 [..............................] - ETA: 20s 111/4320 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ETA: 0s 4230/4320 [============================>.] - ETA: 0s 4242/4320 [============================>.] - ETA: 0s 4253/4320 [============================>.] - ETA: 0s 4264/4320 [============================>.] - ETA: 0s 4276/4320 [============================>.] - ETA: 0s 4287/4320 [============================>.] - ETA: 0s 4299/4320 [============================>.] - ETA: 0s 4311/4320 [============================>.] - ETA: 0s 4320/4320 [==============================] - ETA: 0s 4320/4320 [==============================] - 28s 5ms/step +2022-03-24_01-19-51: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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': '17.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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:(139475, 10) +loading nonpeaks... +got split:train for bed regions:(124162, 10) +loading peaks... +got split:valid for bed regions:(15070, 10) +loading nonpeaks... +got split:valid for bed regions:(14068, 10) +Epoch 1/50 + 1/2398 [..............................] - ETA: 4:27:02 - loss: 688.4444 - logits_profile_predictions_loss: 652.8745 - logcount_predictions_loss: 1.9983 2/2398 [..............................] - ETA: 6:25 - loss: 715.6750 - logits_profile_predictions_loss: 677.2505 - logcount_predictions_loss: 2.1587  3/2398 [..............................] - ETA: 6:23 - loss: 790.6281 - logits_profile_predictions_loss: 683.6173 - logcount_predictions_loss: 6.0118 4/2398 [..............................] - ETA: 6:22 - loss: 815.7499 - logits_profile_predictions_loss: 686.9112 - logcount_predictions_loss: 7.2381 5/2398 [..............................] - ETA: 6:21 - loss: 823.6560 - logits_profile_predictions_loss: 687.9129 - logcount_predictions_loss: 7.6260 6/2398 [..............................] - ETA: 6:20 - loss: 828.2794 - logits_profile_predictions_loss: 691.0627 - logcount_predictions_loss: 7.7088 7/2398 [..............................] - ETA: 6:20 - loss: 828.4151 - logits_profile_predictions_loss: 692.3127 - logcount_predictions_loss: 7.6462 8/2398 [..............................] - ETA: 6:19 - loss: 827.2195 - logits_profile_predictions_loss: 693.3136 - logcount_predictions_loss: 7.5228 9/2398 [..............................] - ETA: 6:19 - loss: 824.4253 - logits_profile_predictions_loss: 693.2505 - logcount_predictions_loss: 7.3694 10/2398 [..............................] - ETA: 6:18 - loss: 820.6184 - logits_profile_predictions_loss: 692.3665 - logcount_predictions_loss: 7.2052 11/2398 [..............................] - ETA: 6:17 - loss: 817.4208 - logits_profile_predictions_loss: 692.0473 - logcount_predictions_loss: 7.0435 12/2398 [..............................] - ETA: 6:17 - loss: 814.5695 - logits_profile_predictions_loss: 691.9615 - logcount_predictions_loss: 6.8881 13/2398 [..............................] - ETA: 6:17 - loss: 812.1789 - logits_profile_predictions_loss: 692.1718 - logcount_predictions_loss: 6.7420 14/2398 [..............................] - ETA: 6:17 - loss: 810.3397 - logits_profile_predictions_loss: 692.7593 - logcount_predictions_loss: 6.6056 15/2398 [..............................] - ETA: 6:16 - loss: 808.3427 - logits_profile_predictions_loss: 693.0938 - logcount_predictions_loss: 6.4747 16/2398 [..............................] - ETA: 6:16 - loss: 805.9274 - logits_profile_predictions_loss: 692.9059 - logcount_predictions_loss: 6.3495 17/2398 [..............................] - ETA: 6:16 - loss: 803.4640 - logits_profile_predictions_loss: 692.5585 - logcount_predictions_loss: 6.2306 18/2398 [..............................] - ETA: 6:15 - loss: 801.0639 - logits_profile_predictions_loss: 692.1605 - logcount_predictions_loss: 6.1182 19/2398 [..............................] - ETA: 6:15 - loss: 798.9161 - logits_profile_predictions_loss: 691.8893 - logcount_predictions_loss: 6.0127 20/2398 [..............................] - ETA: 6:15 - loss: 796.8438 - logits_profile_predictions_loss: 691.5952 - logcount_predictions_loss: 5.9128 21/2398 [..............................] - ETA: 6:14 - loss: 795.0715 - logits_profile_predictions_loss: 691.4912 - logcount_predictions_loss: 5.8191 22/2398 [..............................] - ETA: 6:14 - loss: 793.1554 - logits_profile_predictions_loss: 691.1690 - logcount_predictions_loss: 5.7296 23/2398 [..............................] - ETA: 6:14 - loss: 791.4938 - logits_profile_predictions_loss: 691.0098 - logcount_predictions_loss: 5.6452 24/2398 [..............................] - ETA: 6:14 - loss: 789.9281 - logits_profile_predictions_loss: 690.8702 - logcount_predictions_loss: 5.5650 25/2398 [..............................] - ETA: 6:13 - loss: 788.4533 - logits_profile_predictions_loss: 690.7498 - logcount_predictions_loss: 5.4890 26/2398 [..............................] - ETA: 6:13 - loss: 787.0231 - logits_profile_predictions_loss: 690.6083 - logcount_predictions_loss: 5.4166 27/2398 [..............................] - ETA: 6:13 - loss: 785.6727 - logits_profile_predictions_loss: 690.4793 - logcount_predictions_loss: 5.3479 28/2398 [..............................] - ETA: 6:13 - loss: 784.5018 - logits_profile_predictions_loss: 690.4615 - logcount_predictions_loss: 5.2832 29/2398 [..............................] - ETA: 6:12 - loss: 783.3539 - logits_profile_predictions_loss: 690.4183 - logcount_predictions_loss: 5.2211 30/2398 [..............................] - ETA: 6:12 - loss: 782.2444 - logits_profile_predictions_loss: 690.3628 - logcount_predictions_loss: 5.1619 31/2398 [..............................] - ETA: 6:12 - loss: 781.2141 - logits_profile_predictions_loss: 690.3389 - logcount_predictions_loss: 5.1053 32/2398 [..............................] - ETA: 6:12 - loss: 780.1341 - logits_profile_predictions_loss: 690.2310 - logcount_predictions_loss: 5.0507 33/2398 [..............................] - ETA: 6:11 - loss: 779.1011 - logits_profile_predictions_loss: 690.1272 - logcount_predictions_loss: 4.9985 34/2398 [..............................] - ETA: 6:12 - loss: 778.0795 - logits_profile_predictions_loss: 689.9995 - logcount_predictions_loss: 4.9483 35/2398 [..............................] - ETA: 6:11 - loss: 777.0816 - logits_profile_predictions_loss: 689.8635 - logcount_predictions_loss: 4.8999 36/2398 [..............................] - ETA: 6:11 - loss: 776.1177 - 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logits_profile_predictions_loss: 677.7631 - logcount_predictions_loss: 2.7536 363/2398 [===>..........................] - ETA: 5:20 - loss: 726.7329 - logits_profile_predictions_loss: 677.7367 - logcount_predictions_loss: 2.7526 364/2398 [===>..........................] - ETA: 5:20 - loss: 726.6883 - logits_profile_predictions_loss: 677.7104 - logcount_predictions_loss: 2.7516 365/2398 [===>..........................] - ETA: 5:20 - loss: 726.6440 - logits_profile_predictions_loss: 677.6842 - logcount_predictions_loss: 2.7506 366/2398 [===>..........................] - ETA: 5:19 - loss: 726.5996 - logits_profile_predictions_loss: 677.6579 - logcount_predictions_loss: 2.7495 367/2398 [===>..........................] - ETA: 5:19 - loss: 726.5544 - logits_profile_predictions_loss: 677.6307 - logcount_predictions_loss: 2.7485 368/2398 [===>..........................] - ETA: 5:19 - loss: 726.5097 - logits_profile_predictions_loss: 677.6038 - logcount_predictions_loss: 2.7475 369/2398 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logits_profile_predictions_loss: 676.7294 - logcount_predictions_loss: 2.7169 402/2398 [====>.........................] - ETA: 5:14 - loss: 725.0476 - logits_profile_predictions_loss: 676.7025 - logcount_predictions_loss: 2.7160 403/2398 [====>.........................] - ETA: 5:14 - loss: 725.0057 - logits_profile_predictions_loss: 676.6759 - logcount_predictions_loss: 2.7152 404/2398 [====>.........................] - ETA: 5:14 - loss: 724.9636 - logits_profile_predictions_loss: 676.6491 - logcount_predictions_loss: 2.7143 405/2398 [====>.........................] - ETA: 5:13 - loss: 724.9213 - logits_profile_predictions_loss: 676.6220 - logcount_predictions_loss: 2.7134 406/2398 [====>.........................] - ETA: 5:13 - loss: 724.8789 - logits_profile_predictions_loss: 676.5948 - logcount_predictions_loss: 2.7126 407/2398 [====>.........................] - ETA: 5:13 - loss: 724.8361 - logits_profile_predictions_loss: 676.5671 - logcount_predictions_loss: 2.7117 408/2398 [====>.........................] - ETA: 5:13 - loss: 724.7942 - logits_profile_predictions_loss: 676.5402 - logcount_predictions_loss: 2.7109 409/2398 [====>.........................] - ETA: 5:13 - loss: 724.7515 - logits_profile_predictions_loss: 676.5125 - logcount_predictions_loss: 2.7101 410/2398 [====>.........................] - ETA: 5:13 - loss: 724.7086 - logits_profile_predictions_loss: 676.4846 - logcount_predictions_loss: 2.7092 411/2398 [====>.........................] - ETA: 5:12 - loss: 724.6659 - logits_profile_predictions_loss: 676.4568 - logcount_predictions_loss: 2.7084 412/2398 [====>.........................] - ETA: 5:12 - loss: 724.6228 - logits_profile_predictions_loss: 676.4286 - logcount_predictions_loss: 2.7075 413/2398 [====>.........................] - ETA: 5:12 - loss: 724.5800 - logits_profile_predictions_loss: 676.4006 - logcount_predictions_loss: 2.7067 414/2398 [====>.........................] - ETA: 5:12 - loss: 724.5371 - logits_profile_predictions_loss: 676.3724 - logcount_predictions_loss: 2.7059 415/2398 [====>.........................] - ETA: 5:12 - loss: 724.4943 - logits_profile_predictions_loss: 676.3443 - logcount_predictions_loss: 2.7051 416/2398 [====>.........................] - ETA: 5:12 - loss: 724.4527 - logits_profile_predictions_loss: 676.3171 - logcount_predictions_loss: 2.7042 417/2398 [====>.........................] - ETA: 5:12 - loss: 724.4112 - logits_profile_predictions_loss: 676.2900 - logcount_predictions_loss: 2.7034 418/2398 [====>.........................] - ETA: 5:11 - loss: 724.3693 - logits_profile_predictions_loss: 676.2625 - logcount_predictions_loss: 2.7026 419/2398 [====>.........................] - ETA: 5:11 - loss: 724.3275 - logits_profile_predictions_loss: 676.2350 - logcount_predictions_loss: 2.7018 420/2398 [====>.........................] - ETA: 5:11 - loss: 724.2862 - logits_profile_predictions_loss: 676.2079 - logcount_predictions_loss: 2.7010 421/2398 [====>.........................] - ETA: 5:11 - loss: 724.2455 - logits_profile_predictions_loss: 676.1813 - logcount_predictions_loss: 2.7002 422/2398 [====>.........................] - ETA: 5:11 - loss: 724.2048 - logits_profile_predictions_loss: 676.1545 - logcount_predictions_loss: 2.6995 423/2398 [====>.........................] - ETA: 5:11 - loss: 724.1640 - logits_profile_predictions_loss: 676.1277 - logcount_predictions_loss: 2.6987 424/2398 [====>.........................] - ETA: 5:10 - loss: 724.1235 - logits_profile_predictions_loss: 676.1011 - logcount_predictions_loss: 2.6979 425/2398 [====>.........................] - ETA: 5:10 - loss: 724.0829 - logits_profile_predictions_loss: 676.0743 - logcount_predictions_loss: 2.6971 426/2398 [====>.........................] - ETA: 5:10 - loss: 724.0419 - logits_profile_predictions_loss: 676.0471 - logcount_predictions_loss: 2.6963 427/2398 [====>.........................] - ETA: 5:10 - loss: 724.0009 - logits_profile_predictions_loss: 676.0198 - logcount_predictions_loss: 2.6956 428/2398 [====>.........................] - ETA: 5:10 - loss: 723.9596 - logits_profile_predictions_loss: 675.9923 - logcount_predictions_loss: 2.6948 429/2398 [====>.........................] - ETA: 5:10 - loss: 723.9184 - logits_profile_predictions_loss: 675.9648 - logcount_predictions_loss: 2.6940 430/2398 [====>.........................] - ETA: 5:10 - loss: 723.8773 - logits_profile_predictions_loss: 675.9373 - logcount_predictions_loss: 2.6933 431/2398 [====>.........................] - ETA: 5:09 - loss: 723.8370 - logits_profile_predictions_loss: 675.9105 - logcount_predictions_loss: 2.6925 432/2398 [====>.........................] - ETA: 5:09 - loss: 723.7968 - logits_profile_predictions_loss: 675.8837 - logcount_predictions_loss: 2.6917 433/2398 [====>.........................] - ETA: 5:09 - loss: 723.7569 - logits_profile_predictions_loss: 675.8571 - logcount_predictions_loss: 2.6910 434/2398 [====>.........................] - ETA: 5:09 - loss: 723.7168 - logits_profile_predictions_loss: 675.8304 - logcount_predictions_loss: 2.6903 435/2398 [====>.........................] - ETA: 5:09 - loss: 723.6774 - logits_profile_predictions_loss: 675.8042 - logcount_predictions_loss: 2.6895 436/2398 [====>.........................] - ETA: 5:09 - loss: 723.6372 - logits_profile_predictions_loss: 675.7772 - logcount_predictions_loss: 2.6888 437/2398 [====>.........................] - ETA: 5:08 - loss: 723.5972 - logits_profile_predictions_loss: 675.7505 - logcount_predictions_loss: 2.6880 438/2398 [====>.........................] - ETA: 5:08 - loss: 723.5577 - logits_profile_predictions_loss: 675.7240 - logcount_predictions_loss: 2.6873 439/2398 [====>.........................] - ETA: 5:08 - loss: 723.5184 - logits_profile_predictions_loss: 675.6978 - logcount_predictions_loss: 2.6866 440/2398 [====>.........................] - ETA: 5:08 - loss: 723.4794 - 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logits_profile_predictions_loss: 584.1085 - logcount_predictions_loss: 0.4164 403/2398 [====>.........................] - ETA: 5:11 - loss: 591.5095 - logits_profile_predictions_loss: 584.0983 - logcount_predictions_loss: 0.4164 404/2398 [====>.........................] - ETA: 5:11 - loss: 591.4989 - logits_profile_predictions_loss: 584.0880 - logcount_predictions_loss: 0.4163 405/2398 [====>.........................] - ETA: 5:11 - loss: 591.4883 - logits_profile_predictions_loss: 584.0776 - logcount_predictions_loss: 0.4163 406/2398 [====>.........................] - ETA: 5:10 - loss: 591.4775 - logits_profile_predictions_loss: 584.0672 - logcount_predictions_loss: 0.4163 407/2398 [====>.........................] - ETA: 5:10 - loss: 591.4674 - logits_profile_predictions_loss: 584.0574 - logcount_predictions_loss: 0.4163 408/2398 [====>.........................] - ETA: 5:10 - loss: 591.4576 - logits_profile_predictions_loss: 584.0479 - logcount_predictions_loss: 0.4163 409/2398 [====>.........................] - ETA: 5:10 - loss: 591.4480 - logits_profile_predictions_loss: 584.0385 - logcount_predictions_loss: 0.4163 410/2398 [====>.........................] - ETA: 5:10 - loss: 591.4386 - logits_profile_predictions_loss: 584.0294 - logcount_predictions_loss: 0.4162 411/2398 [====>.........................] - ETA: 5:10 - loss: 591.4291 - logits_profile_predictions_loss: 584.0202 - logcount_predictions_loss: 0.4162 412/2398 [====>.........................] - ETA: 5:09 - loss: 591.4193 - logits_profile_predictions_loss: 584.0107 - logcount_predictions_loss: 0.4162 413/2398 [====>.........................] - ETA: 5:09 - loss: 591.4101 - logits_profile_predictions_loss: 584.0018 - logcount_predictions_loss: 0.4162 414/2398 [====>.........................] - ETA: 5:09 - loss: 591.4009 - logits_profile_predictions_loss: 583.9929 - logcount_predictions_loss: 0.4162 415/2398 [====>.........................] - ETA: 5:09 - loss: 591.3921 - 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[=====>........................] - ETA: 4:56 - loss: 590.8655 - logits_profile_predictions_loss: 583.4732 - logcount_predictions_loss: 0.4153 501/2398 [=====>........................] - ETA: 4:56 - loss: 590.8594 - logits_profile_predictions_loss: 583.4671 - logcount_predictions_loss: 0.4153 502/2398 [=====>........................] - ETA: 4:55 - loss: 590.8533 - logits_profile_predictions_loss: 583.4610 - logcount_predictions_loss: 0.4153 503/2398 [=====>........................] - ETA: 4:55 - loss: 590.8473 - logits_profile_predictions_loss: 583.4551 - logcount_predictions_loss: 0.4153 504/2398 [=====>........................] - ETA: 4:55 - loss: 590.8413 - logits_profile_predictions_loss: 583.4492 - logcount_predictions_loss: 0.4153 505/2398 [=====>........................] - ETA: 4:55 - loss: 590.8355 - logits_profile_predictions_loss: 583.4435 - logcount_predictions_loss: 0.4153 506/2398 [=====>........................] - ETA: 4:55 - loss: 590.8298 - 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[=====>........................] - ETA: 4:52 - loss: 590.7310 - logits_profile_predictions_loss: 583.3397 - logcount_predictions_loss: 0.4152 527/2398 [=====>........................] - ETA: 4:52 - loss: 590.7262 - logits_profile_predictions_loss: 583.3350 - logcount_predictions_loss: 0.4152 528/2398 [=====>........................] - ETA: 4:51 - loss: 590.7213 - logits_profile_predictions_loss: 583.3301 - logcount_predictions_loss: 0.4152 529/2398 [=====>........................] - ETA: 4:51 - loss: 590.7163 - logits_profile_predictions_loss: 583.3251 - logcount_predictions_loss: 0.4152 530/2398 [=====>........................] - ETA: 4:51 - loss: 590.7115 - logits_profile_predictions_loss: 583.3203 - logcount_predictions_loss: 0.4152 531/2398 [=====>........................] - ETA: 4:51 - loss: 590.7066 - logits_profile_predictions_loss: 583.3155 - logcount_predictions_loss: 0.4152 532/2398 [=====>........................] - ETA: 4:51 - loss: 590.7020 - 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[===>..........................] - ETA: 5:18 - loss: 584.8988 - logits_profile_predictions_loss: 577.7696 - logcount_predictions_loss: 0.4005 360/2398 [===>..........................] - ETA: 5:18 - loss: 584.8987 - logits_profile_predictions_loss: 577.7694 - logcount_predictions_loss: 0.4005 361/2398 [===>..........................] - ETA: 5:17 - loss: 584.8989 - logits_profile_predictions_loss: 577.7695 - logcount_predictions_loss: 0.4005 362/2398 [===>..........................] - ETA: 5:17 - loss: 584.8989 - logits_profile_predictions_loss: 577.7695 - logcount_predictions_loss: 0.4005 363/2398 [===>..........................] - ETA: 5:17 - loss: 584.8987 - logits_profile_predictions_loss: 577.7693 - logcount_predictions_loss: 0.4005 364/2398 [===>..........................] - ETA: 5:17 - loss: 584.8982 - logits_profile_predictions_loss: 577.7687 - logcount_predictions_loss: 0.4005 365/2398 [===>..........................] - ETA: 5:17 - loss: 584.8975 - 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[====>.........................] - ETA: 5:10 - loss: 584.8315 - logits_profile_predictions_loss: 577.7034 - logcount_predictions_loss: 0.4005 412/2398 [====>.........................] - ETA: 5:10 - loss: 584.8305 - logits_profile_predictions_loss: 577.7024 - logcount_predictions_loss: 0.4005 413/2398 [====>.........................] - ETA: 5:09 - loss: 584.8290 - logits_profile_predictions_loss: 577.7010 - logcount_predictions_loss: 0.4004 414/2398 [====>.........................] - ETA: 5:09 - loss: 584.8275 - logits_profile_predictions_loss: 577.6996 - logcount_predictions_loss: 0.4004 415/2398 [====>.........................] - ETA: 5:09 - loss: 584.8258 - logits_profile_predictions_loss: 577.6979 - logcount_predictions_loss: 0.4004 416/2398 [====>.........................] - ETA: 5:09 - loss: 584.8238 - logits_profile_predictions_loss: 577.6959 - logcount_predictions_loss: 0.4004 417/2398 [====>.........................] - ETA: 5:09 - loss: 584.8218 - logits_profile_predictions_loss: 577.6941 - logcount_predictions_loss: 0.4004 418/2398 [====>.........................] - ETA: 5:09 - loss: 584.8203 - logits_profile_predictions_loss: 577.6926 - logcount_predictions_loss: 0.4004 419/2398 [====>.........................] - ETA: 5:08 - loss: 584.8185 - logits_profile_predictions_loss: 577.6909 - logcount_predictions_loss: 0.4004 420/2398 [====>.........................] - ETA: 5:08 - loss: 584.8171 - logits_profile_predictions_loss: 577.6896 - logcount_predictions_loss: 0.4004 421/2398 [====>.........................] - ETA: 5:08 - loss: 584.8159 - logits_profile_predictions_loss: 577.6884 - logcount_predictions_loss: 0.4004 422/2398 [====>.........................] - ETA: 5:08 - loss: 584.8149 - logits_profile_predictions_loss: 577.6875 - logcount_predictions_loss: 0.4004 423/2398 [====>.........................] - ETA: 5:08 - loss: 584.8139 - logits_profile_predictions_loss: 577.6865 - logcount_predictions_loss: 0.4004 424/2398 [====>.........................] - ETA: 5:08 - loss: 584.8129 - logits_profile_predictions_loss: 577.6855 - logcount_predictions_loss: 0.4004 425/2398 [====>.........................] - ETA: 5:08 - loss: 584.8118 - logits_profile_predictions_loss: 577.6844 - logcount_predictions_loss: 0.4004 426/2398 [====>.........................] - ETA: 5:07 - loss: 584.8105 - logits_profile_predictions_loss: 577.6832 - logcount_predictions_loss: 0.4004 427/2398 [====>.........................] - ETA: 5:07 - loss: 584.8094 - logits_profile_predictions_loss: 577.6820 - logcount_predictions_loss: 0.4004 428/2398 [====>.........................] - ETA: 5:07 - loss: 584.8081 - logits_profile_predictions_loss: 577.6807 - logcount_predictions_loss: 0.4004 429/2398 [====>.........................] - ETA: 5:07 - loss: 584.8069 - logits_profile_predictions_loss: 577.6795 - logcount_predictions_loss: 0.4004 430/2398 [====>.........................] - ETA: 5:07 - loss: 584.8051 - logits_profile_predictions_loss: 577.6777 - logcount_predictions_loss: 0.4004 431/2398 [====>.........................] - ETA: 5:07 - loss: 584.8037 - logits_profile_predictions_loss: 577.6763 - logcount_predictions_loss: 0.4004 432/2398 [====>.........................] - ETA: 5:06 - loss: 584.8025 - logits_profile_predictions_loss: 577.6751 - logcount_predictions_loss: 0.4004 433/2398 [====>.........................] - ETA: 5:06 - loss: 584.8020 - logits_profile_predictions_loss: 577.6746 - logcount_predictions_loss: 0.4004 434/2398 [====>.........................] - ETA: 5:06 - loss: 584.8017 - logits_profile_predictions_loss: 577.6743 - logcount_predictions_loss: 0.4004 435/2398 [====>.........................] - ETA: 5:06 - loss: 584.8014 - logits_profile_predictions_loss: 577.6739 - logcount_predictions_loss: 0.4004 436/2398 [====>.........................] - ETA: 5:06 - loss: 584.8014 - logits_profile_predictions_loss: 577.6739 - logcount_predictions_loss: 0.4004 437/2398 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0.3349 6/2398 [..............................] - ETA: 6:12 - loss: 575.5162 - logits_profile_predictions_loss: 569.5107 - logcount_predictions_loss: 0.3374 7/2398 [..............................] - ETA: 6:12 - loss: 575.8957 - logits_profile_predictions_loss: 569.7966 - logcount_predictions_loss: 0.3426 8/2398 [..............................] - ETA: 6:12 - loss: 576.0597 - logits_profile_predictions_loss: 569.9100 - logcount_predictions_loss: 0.3455 9/2398 [..............................] - ETA: 6:12 - loss: 575.6758 - logits_profile_predictions_loss: 569.5044 - logcount_predictions_loss: 0.3467 10/2398 [..............................] - ETA: 6:12 - loss: 575.7462 - logits_profile_predictions_loss: 569.5564 - logcount_predictions_loss: 0.3477 11/2398 [..............................] - ETA: 6:12 - loss: 575.7728 - logits_profile_predictions_loss: 569.5987 - logcount_predictions_loss: 0.3469 12/2398 [..............................] - ETA: 6:12 - loss: 575.5236 - logits_profile_predictions_loss: 569.3616 - logcount_predictions_loss: 0.3462 13/2398 [..............................] - ETA: 6:11 - loss: 575.1482 - logits_profile_predictions_loss: 569.0044 - logcount_predictions_loss: 0.3452 14/2398 [..............................] - ETA: 6:11 - loss: 575.1201 - logits_profile_predictions_loss: 569.0000 - logcount_predictions_loss: 0.3438 15/2398 [..............................] - ETA: 6:11 - loss: 574.9828 - logits_profile_predictions_loss: 568.8875 - logcount_predictions_loss: 0.3424 16/2398 [..............................] - ETA: 6:11 - loss: 575.1789 - logits_profile_predictions_loss: 569.0998 - logcount_predictions_loss: 0.3415 17/2398 [..............................] - ETA: 6:11 - loss: 575.1234 - logits_profile_predictions_loss: 569.0622 - logcount_predictions_loss: 0.3405 18/2398 [..............................] - ETA: 6:11 - loss: 575.1004 - logits_profile_predictions_loss: 569.0573 - logcount_predictions_loss: 0.3395 19/2398 [..............................] - ETA: 6:11 - loss: 575.0623 - logits_profile_predictions_loss: 569.0362 - logcount_predictions_loss: 0.3385 20/2398 [..............................] - ETA: 6:10 - loss: 575.0492 - logits_profile_predictions_loss: 569.0401 - logcount_predictions_loss: 0.3376 21/2398 [..............................] - ETA: 6:10 - loss: 574.8513 - logits_profile_predictions_loss: 568.8547 - logcount_predictions_loss: 0.3369 22/2398 [..............................] - ETA: 6:10 - loss: 574.8208 - logits_profile_predictions_loss: 568.8356 - logcount_predictions_loss: 0.3362 23/2398 [..............................] - ETA: 6:10 - loss: 574.8453 - logits_profile_predictions_loss: 568.8728 - logcount_predictions_loss: 0.3355 24/2398 [..............................] - ETA: 6:10 - loss: 574.8537 - logits_profile_predictions_loss: 568.8903 - logcount_predictions_loss: 0.3350 25/2398 [..............................] - ETA: 6:10 - loss: 574.8128 - logits_profile_predictions_loss: 568.8602 - logcount_predictions_loss: 0.3344 26/2398 [..............................] - ETA: 6:10 - loss: 574.8199 - logits_profile_predictions_loss: 568.8805 - logcount_predictions_loss: 0.3337 27/2398 [..............................] - ETA: 6:10 - loss: 574.8317 - logits_profile_predictions_loss: 568.9051 - logcount_predictions_loss: 0.3330 28/2398 [..............................] - ETA: 6:09 - loss: 574.8397 - logits_profile_predictions_loss: 568.9243 - logcount_predictions_loss: 0.3323 29/2398 [..............................] - ETA: 6:09 - loss: 574.9463 - logits_profile_predictions_loss: 569.0425 - logcount_predictions_loss: 0.3317 30/2398 [..............................] - ETA: 6:09 - loss: 575.0267 - logits_profile_predictions_loss: 569.1330 - logcount_predictions_loss: 0.3311 31/2398 [..............................] - ETA: 6:09 - loss: 575.0988 - logits_profile_predictions_loss: 569.2143 - logcount_predictions_loss: 0.3306 32/2398 [..............................] - ETA: 6:09 - loss: 575.2316 - logits_profile_predictions_loss: 569.3555 - logcount_predictions_loss: 0.3301 33/2398 [..............................] - ETA: 6:09 - loss: 575.3864 - logits_profile_predictions_loss: 569.5196 - logcount_predictions_loss: 0.3296 34/2398 [..............................] - ETA: 6:08 - loss: 575.4639 - logits_profile_predictions_loss: 569.6059 - logcount_predictions_loss: 0.3291 35/2398 [..............................] - ETA: 6:08 - loss: 575.6252 - logits_profile_predictions_loss: 569.7757 - logcount_predictions_loss: 0.3286 36/2398 [..............................] - ETA: 6:08 - loss: 575.7556 - logits_profile_predictions_loss: 569.9142 - logcount_predictions_loss: 0.3282 37/2398 [..............................] - ETA: 6:08 - loss: 575.8858 - logits_profile_predictions_loss: 570.0525 - logcount_predictions_loss: 0.3277 38/2398 [..............................] - ETA: 6:08 - loss: 576.0000 - logits_profile_predictions_loss: 570.1751 - logcount_predictions_loss: 0.3272 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logits_profile_predictions_loss: 571.0178 - logcount_predictions_loss: 0.3261 46/2398 [..............................] - ETA: 6:07 - loss: 576.8749 - logits_profile_predictions_loss: 571.0712 - logcount_predictions_loss: 0.3261 47/2398 [..............................] - ETA: 6:07 - loss: 576.9441 - logits_profile_predictions_loss: 571.1418 - logcount_predictions_loss: 0.3260 48/2398 [..............................] - ETA: 6:07 - loss: 577.0073 - logits_profile_predictions_loss: 571.2062 - logcount_predictions_loss: 0.3259 49/2398 [..............................] - ETA: 6:06 - loss: 577.0873 - logits_profile_predictions_loss: 571.2869 - logcount_predictions_loss: 0.3259 50/2398 [..............................] - ETA: 6:06 - loss: 577.1791 - logits_profile_predictions_loss: 571.3792 - logcount_predictions_loss: 0.3258 51/2398 [..............................] - ETA: 6:06 - loss: 577.2692 - logits_profile_predictions_loss: 571.4693 - logcount_predictions_loss: 0.3258 52/2398 [..............................] - ETA: 6:06 - loss: 577.3517 - logits_profile_predictions_loss: 571.5513 - logcount_predictions_loss: 0.3259 53/2398 [..............................] - ETA: 6:06 - loss: 577.4319 - logits_profile_predictions_loss: 571.6307 - logcount_predictions_loss: 0.3259 54/2398 [..............................] - ETA: 6:06 - loss: 577.5138 - logits_profile_predictions_loss: 571.7125 - logcount_predictions_loss: 0.3259 55/2398 [..............................] - ETA: 6:06 - loss: 577.5751 - logits_profile_predictions_loss: 571.7729 - logcount_predictions_loss: 0.3260 56/2398 [..............................] - ETA: 6:05 - loss: 577.6219 - logits_profile_predictions_loss: 571.8191 - logcount_predictions_loss: 0.3260 57/2398 [..............................] - ETA: 6:05 - loss: 577.6844 - logits_profile_predictions_loss: 571.8811 - logcount_predictions_loss: 0.3260 58/2398 [..............................] - ETA: 6:05 - loss: 577.7483 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 572.4024 - logcount_predictions_loss: 0.3265 79/2398 [..............................] - ETA: 6:02 - loss: 578.1669 - logits_profile_predictions_loss: 572.3535 - logcount_predictions_loss: 0.3266 80/2398 [>.............................] - ETA: 6:02 - loss: 578.1134 - logits_profile_predictions_loss: 572.2993 - logcount_predictions_loss: 0.3266 81/2398 [>.............................] - ETA: 6:02 - loss: 578.0566 - logits_profile_predictions_loss: 572.2421 - logcount_predictions_loss: 0.3267 82/2398 [>.............................] - ETA: 6:02 - loss: 577.9992 - logits_profile_predictions_loss: 572.1838 - logcount_predictions_loss: 0.3267 83/2398 [>.............................] - ETA: 6:02 - loss: 577.9493 - logits_profile_predictions_loss: 572.1331 - logcount_predictions_loss: 0.3268 84/2398 [>.............................] - ETA: 6:01 - loss: 577.9063 - logits_profile_predictions_loss: 572.0893 - logcount_predictions_loss: 0.3268 85/2398 [>.............................] - ETA: 6:01 - loss: 577.8681 - logits_profile_predictions_loss: 572.0503 - logcount_predictions_loss: 0.3268 86/2398 [>.............................] - ETA: 6:01 - loss: 577.8325 - logits_profile_predictions_loss: 572.0140 - logcount_predictions_loss: 0.3269 87/2398 [>.............................] - ETA: 6:01 - loss: 577.7995 - logits_profile_predictions_loss: 571.9803 - logcount_predictions_loss: 0.3269 88/2398 [>.............................] - ETA: 6:01 - loss: 577.7655 - logits_profile_predictions_loss: 571.9453 - logcount_predictions_loss: 0.3270 89/2398 [>.............................] - ETA: 6:01 - loss: 577.7285 - logits_profile_predictions_loss: 571.9072 - logcount_predictions_loss: 0.3270 90/2398 [>.............................] - ETA: 6:01 - loss: 577.6965 - logits_profile_predictions_loss: 571.8741 - logcount_predictions_loss: 0.3271 91/2398 [>.............................] - ETA: 6:00 - loss: 577.6657 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:12 - loss: 590.2926 - logits_profile_predictions_loss: 584.3392 - logcount_predictions_loss: 0.3345 21/2398 [..............................] - ETA: 6:12 - loss: 589.2461 - logits_profile_predictions_loss: 583.2994 - logcount_predictions_loss: 0.3341 22/2398 [..............................] - ETA: 6:12 - loss: 588.3361 - logits_profile_predictions_loss: 582.3936 - logcount_predictions_loss: 0.3338 23/2398 [..............................] - ETA: 6:11 - loss: 587.5775 - logits_profile_predictions_loss: 581.6422 - logcount_predictions_loss: 0.3334 24/2398 [..............................] - ETA: 6:11 - loss: 586.8399 - logits_profile_predictions_loss: 580.9147 - logcount_predictions_loss: 0.3329 25/2398 [..............................] - ETA: 6:11 - loss: 586.2149 - logits_profile_predictions_loss: 580.2975 - logcount_predictions_loss: 0.3324 26/2398 [..............................] - ETA: 6:11 - loss: 585.5433 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:07 - loss: 579.1657 - logits_profile_predictions_loss: 573.1944 - logcount_predictions_loss: 0.3355 54/2398 [..............................] - ETA: 6:06 - loss: 579.0091 - logits_profile_predictions_loss: 573.0369 - logcount_predictions_loss: 0.3355 55/2398 [..............................] - ETA: 6:06 - loss: 578.8446 - logits_profile_predictions_loss: 572.8720 - logcount_predictions_loss: 0.3355 56/2398 [..............................] - ETA: 6:06 - loss: 578.6728 - logits_profile_predictions_loss: 572.7001 - logcount_predictions_loss: 0.3355 57/2398 [..............................] - ETA: 6:06 - loss: 578.4964 - logits_profile_predictions_loss: 572.5236 - logcount_predictions_loss: 0.3355 58/2398 [..............................] - ETA: 6:06 - loss: 578.3360 - logits_profile_predictions_loss: 572.3633 - logcount_predictions_loss: 0.3355 59/2398 [..............................] - ETA: 6:06 - loss: 578.1814 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:13 - loss: 562.2288 - logits_profile_predictions_loss: 556.4324 - logcount_predictions_loss: 0.3256 13/2398 [..............................] - ETA: 6:13 - loss: 563.0774 - logits_profile_predictions_loss: 557.2804 - logcount_predictions_loss: 0.3257 14/2398 [..............................] - ETA: 6:13 - loss: 563.9366 - logits_profile_predictions_loss: 558.1426 - logcount_predictions_loss: 0.3255 15/2398 [..............................] - ETA: 6:12 - loss: 564.6465 - logits_profile_predictions_loss: 558.8608 - logcount_predictions_loss: 0.3250 16/2398 [..............................] - ETA: 6:12 - loss: 565.6516 - logits_profile_predictions_loss: 559.8676 - logcount_predictions_loss: 0.3249 17/2398 [..............................] - ETA: 6:12 - loss: 566.5907 - logits_profile_predictions_loss: 560.8092 - logcount_predictions_loss: 0.3248 18/2398 [..............................] - ETA: 6:12 - loss: 567.4791 - logits_profile_predictions_loss: 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loss: 570.6395 - logits_profile_predictions_loss: 564.9257 - logcount_predictions_loss: 0.3210 26/2398 [..............................] - ETA: 6:12 - loss: 570.8920 - logits_profile_predictions_loss: 565.1858 - logcount_predictions_loss: 0.3206 27/2398 [..............................] - ETA: 6:12 - loss: 570.9780 - logits_profile_predictions_loss: 565.2796 - logcount_predictions_loss: 0.3201 28/2398 [..............................] - ETA: 6:11 - loss: 570.9490 - logits_profile_predictions_loss: 565.2564 - logcount_predictions_loss: 0.3198 29/2398 [..............................] - ETA: 6:11 - loss: 570.9237 - logits_profile_predictions_loss: 565.2387 - logcount_predictions_loss: 0.3194 30/2398 [..............................] - ETA: 6:11 - loss: 570.9895 - logits_profile_predictions_loss: 565.3091 - logcount_predictions_loss: 0.3191 31/2398 [..............................] - ETA: 6:11 - loss: 570.9994 - logits_profile_predictions_loss: 565.3221 - logcount_predictions_loss: 0.3189 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logits_profile_predictions_loss: 565.3097 - logcount_predictions_loss: 0.3167 39/2398 [..............................] - ETA: 6:09 - loss: 570.9453 - logits_profile_predictions_loss: 565.3140 - logcount_predictions_loss: 0.3164 40/2398 [..............................] - ETA: 6:09 - loss: 570.9727 - logits_profile_predictions_loss: 565.3472 - logcount_predictions_loss: 0.3160 41/2398 [..............................] - ETA: 6:09 - loss: 571.0507 - logits_profile_predictions_loss: 565.4299 - logcount_predictions_loss: 0.3158 42/2398 [..............................] - ETA: 6:09 - loss: 571.1310 - logits_profile_predictions_loss: 565.5146 - logcount_predictions_loss: 0.3155 43/2398 [..............................] - ETA: 6:09 - loss: 571.2348 - logits_profile_predictions_loss: 565.6223 - logcount_predictions_loss: 0.3153 44/2398 [..............................] - ETA: 6:08 - loss: 571.3568 - logits_profile_predictions_loss: 565.7484 - logcount_predictions_loss: 0.3151 45/2398 [..............................] - ETA: 6:08 - loss: 571.4616 - logits_profile_predictions_loss: 565.8575 - logcount_predictions_loss: 0.3148 46/2398 [..............................] - ETA: 6:08 - loss: 571.5522 - logits_profile_predictions_loss: 565.9532 - logcount_predictions_loss: 0.3145 47/2398 [..............................] - ETA: 6:08 - loss: 571.6301 - logits_profile_predictions_loss: 566.0367 - logcount_predictions_loss: 0.3142 48/2398 [..............................] - ETA: 6:08 - loss: 571.6914 - logits_profile_predictions_loss: 566.1037 - logcount_predictions_loss: 0.3139 49/2398 [..............................] - ETA: 6:08 - loss: 571.7675 - logits_profile_predictions_loss: 566.1847 - logcount_predictions_loss: 0.3136 50/2398 [..............................] - ETA: 6:07 - loss: 571.8559 - logits_profile_predictions_loss: 566.2776 - logcount_predictions_loss: 0.3134 51/2398 [..............................] - ETA: 6:07 - loss: 571.9222 - logits_profile_predictions_loss: 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loss: 572.1903 - logits_profile_predictions_loss: 566.6405 - logcount_predictions_loss: 0.3118 59/2398 [..............................] - ETA: 6:06 - loss: 572.1835 - logits_profile_predictions_loss: 566.6374 - logcount_predictions_loss: 0.3116 60/2398 [..............................] - ETA: 6:06 - loss: 572.1732 - logits_profile_predictions_loss: 566.6309 - logcount_predictions_loss: 0.3114 61/2398 [..............................] - ETA: 6:06 - loss: 572.1814 - logits_profile_predictions_loss: 566.6426 - logcount_predictions_loss: 0.3112 62/2398 [..............................] - ETA: 6:06 - loss: 572.1856 - logits_profile_predictions_loss: 566.6504 - logcount_predictions_loss: 0.3110 63/2398 [..............................] - ETA: 6:05 - loss: 572.1858 - logits_profile_predictions_loss: 566.6542 - logcount_predictions_loss: 0.3108 64/2398 [..............................] - ETA: 6:05 - loss: 572.1815 - logits_profile_predictions_loss: 566.6536 - logcount_predictions_loss: 0.3106 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logits_profile_predictions_loss: 566.6474 - logcount_predictions_loss: 0.3094 72/2398 [..............................] - ETA: 6:04 - loss: 572.1342 - logits_profile_predictions_loss: 566.6293 - logcount_predictions_loss: 0.3093 73/2398 [..............................] - ETA: 6:04 - loss: 572.1105 - logits_profile_predictions_loss: 566.6078 - logcount_predictions_loss: 0.3091 74/2398 [..............................] - ETA: 6:04 - loss: 572.0924 - logits_profile_predictions_loss: 566.5921 - logcount_predictions_loss: 0.3090 75/2398 [..............................] - ETA: 6:03 - loss: 572.0888 - logits_profile_predictions_loss: 566.5909 - logcount_predictions_loss: 0.3089 76/2398 [..............................] - ETA: 6:03 - loss: 572.0992 - logits_profile_predictions_loss: 566.6039 - logcount_predictions_loss: 0.3087 77/2398 [..............................] - ETA: 6:03 - loss: 572.0975 - logits_profile_predictions_loss: 566.6047 - logcount_predictions_loss: 0.3086 78/2398 [..............................] - ETA: 6:03 - loss: 572.0938 - logits_profile_predictions_loss: 566.6035 - logcount_predictions_loss: 0.3084 79/2398 [..............................] - ETA: 6:03 - loss: 572.0910 - logits_profile_predictions_loss: 566.6033 - logcount_predictions_loss: 0.3083 80/2398 [>.............................] - ETA: 6:03 - loss: 572.0916 - logits_profile_predictions_loss: 566.6066 - logcount_predictions_loss: 0.3081 81/2398 [>.............................] - ETA: 6:02 - loss: 572.0921 - logits_profile_predictions_loss: 566.6098 - logcount_predictions_loss: 0.3080 82/2398 [>.............................] - ETA: 6:02 - loss: 572.0923 - logits_profile_predictions_loss: 566.6127 - logcount_predictions_loss: 0.3078 83/2398 [>.............................] - ETA: 6:02 - loss: 572.0864 - logits_profile_predictions_loss: 566.6095 - logcount_predictions_loss: 0.3077 84/2398 [>.............................] - ETA: 6:02 - loss: 572.0851 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 563.2672 - logcount_predictions_loss: 0.2877 211/2398 [=>............................] - ETA: 5:42 - loss: 568.3675 - logits_profile_predictions_loss: 563.2463 - logcount_predictions_loss: 0.2877 212/2398 [=>............................] - ETA: 5:41 - loss: 568.3462 - logits_profile_predictions_loss: 563.2253 - logcount_predictions_loss: 0.2877 213/2398 [=>............................] - ETA: 5:41 - loss: 568.3246 - logits_profile_predictions_loss: 563.2041 - logcount_predictions_loss: 0.2877 214/2398 [=>............................] - ETA: 5:41 - loss: 568.3021 - logits_profile_predictions_loss: 563.1820 - logcount_predictions_loss: 0.2877 215/2398 [=>............................] - ETA: 5:41 - loss: 568.2800 - logits_profile_predictions_loss: 563.1602 - logcount_predictions_loss: 0.2876 216/2398 [=>............................] - ETA: 5:41 - loss: 568.2578 - logits_profile_predictions_loss: 563.1384 - logcount_predictions_loss: 0.2876 217/2398 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logits_profile_predictions_loss: 557.6098 - logcount_predictions_loss: 0.2502 10/2398 [..............................] - ETA: 6:15 - loss: 562.0489 - logits_profile_predictions_loss: 557.5832 - logcount_predictions_loss: 0.2509 11/2398 [..............................] - ETA: 6:14 - loss: 561.9501 - logits_profile_predictions_loss: 557.4692 - logcount_predictions_loss: 0.2517 12/2398 [..............................] - ETA: 6:14 - loss: 561.4353 - logits_profile_predictions_loss: 556.9543 - logcount_predictions_loss: 0.2517 13/2398 [..............................] - ETA: 6:14 - loss: 561.0411 - logits_profile_predictions_loss: 556.5540 - logcount_predictions_loss: 0.2521 14/2398 [..............................] - ETA: 6:13 - loss: 560.5493 - logits_profile_predictions_loss: 556.0595 - logcount_predictions_loss: 0.2522 15/2398 [..............................] - ETA: 6:13 - loss: 560.1765 - logits_profile_predictions_loss: 555.6772 - logcount_predictions_loss: 0.2528 16/2398 [..............................] - ETA: 6:13 - loss: 559.6939 - logits_profile_predictions_loss: 555.1860 - logcount_predictions_loss: 0.2533 17/2398 [..............................] - ETA: 6:12 - loss: 559.3536 - logits_profile_predictions_loss: 554.8375 - logcount_predictions_loss: 0.2537 18/2398 [..............................] - ETA: 6:12 - loss: 559.1022 - logits_profile_predictions_loss: 554.5801 - logcount_predictions_loss: 0.2540 19/2398 [..............................] - ETA: 6:12 - loss: 558.9546 - logits_profile_predictions_loss: 554.4268 - logcount_predictions_loss: 0.2544 20/2398 [..............................] - ETA: 6:12 - loss: 558.9177 - logits_profile_predictions_loss: 554.3853 - logcount_predictions_loss: 0.2546 21/2398 [..............................] - ETA: 6:12 - loss: 558.6825 - logits_profile_predictions_loss: 554.1487 - logcount_predictions_loss: 0.2547 22/2398 [..............................] - ETA: 6:12 - loss: 558.5561 - logits_profile_predictions_loss: 554.0156 - logcount_predictions_loss: 0.2551 23/2398 [..............................] - ETA: 6:11 - loss: 558.4840 - logits_profile_predictions_loss: 553.9359 - logcount_predictions_loss: 0.2555 24/2398 [..............................] - ETA: 6:11 - loss: 558.3394 - logits_profile_predictions_loss: 553.7840 - logcount_predictions_loss: 0.2559 25/2398 [..............................] - ETA: 6:11 - loss: 558.1068 - logits_profile_predictions_loss: 553.5417 - logcount_predictions_loss: 0.2565 26/2398 [..............................] - ETA: 6:11 - loss: 557.8169 - logits_profile_predictions_loss: 553.2403 - logcount_predictions_loss: 0.2571 27/2398 [..............................] - ETA: 6:11 - loss: 557.6056 - logits_profile_predictions_loss: 553.0171 - logcount_predictions_loss: 0.2578 28/2398 [..............................] - ETA: 6:10 - loss: 557.5187 - logits_profile_predictions_loss: 552.9181 - logcount_predictions_loss: 0.2585 29/2398 [..............................] - ETA: 6:10 - loss: 557.5649 - logits_profile_predictions_loss: 552.9512 - logcount_predictions_loss: 0.2592 30/2398 [..............................] - ETA: 6:10 - loss: 557.7302 - logits_profile_predictions_loss: 553.1045 - logcount_predictions_loss: 0.2599 31/2398 [..............................] - ETA: 6:10 - loss: 557.9254 - logits_profile_predictions_loss: 553.2895 - logcount_predictions_loss: 0.2604 32/2398 [..............................] - ETA: 6:10 - loss: 558.0905 - logits_profile_predictions_loss: 553.4449 - logcount_predictions_loss: 0.2610 33/2398 [..............................] - ETA: 6:09 - loss: 558.2988 - logits_profile_predictions_loss: 553.6438 - logcount_predictions_loss: 0.2615 34/2398 [..............................] - ETA: 6:09 - loss: 558.4799 - logits_profile_predictions_loss: 553.8144 - logcount_predictions_loss: 0.2621 35/2398 [..............................] - ETA: 6:09 - loss: 558.6512 - logits_profile_predictions_loss: 553.9751 - logcount_predictions_loss: 0.2627 36/2398 [..............................] - ETA: 6:09 - loss: 558.8039 - logits_profile_predictions_loss: 554.1183 - logcount_predictions_loss: 0.2632 37/2398 [..............................] - ETA: 6:09 - loss: 558.9702 - logits_profile_predictions_loss: 554.2765 - logcount_predictions_loss: 0.2637 38/2398 [..............................] - ETA: 6:09 - loss: 559.1147 - logits_profile_predictions_loss: 554.4132 - logcount_predictions_loss: 0.2641 39/2398 [..............................] - ETA: 6:09 - loss: 559.2424 - logits_profile_predictions_loss: 554.5317 - logcount_predictions_loss: 0.2646 40/2398 [..............................] - ETA: 6:08 - loss: 559.4241 - logits_profile_predictions_loss: 554.7039 - logcount_predictions_loss: 0.2652 41/2398 [..............................] - ETA: 6:08 - loss: 559.5986 - logits_profile_predictions_loss: 554.8688 - logcount_predictions_loss: 0.2657 42/2398 [..............................] - ETA: 6:08 - loss: 559.7325 - logits_profile_predictions_loss: 554.9936 - logcount_predictions_loss: 0.2662 43/2398 [..............................] - ETA: 6:08 - loss: 559.9140 - logits_profile_predictions_loss: 555.1677 - logcount_predictions_loss: 0.2666 44/2398 [..............................] - ETA: 6:08 - loss: 560.0699 - logits_profile_predictions_loss: 555.3166 - logcount_predictions_loss: 0.2670 45/2398 [..............................] - ETA: 6:08 - loss: 560.2110 - logits_profile_predictions_loss: 555.4508 - logcount_predictions_loss: 0.2674 46/2398 [..............................] - ETA: 6:07 - loss: 560.3694 - logits_profile_predictions_loss: 555.6015 - logcount_predictions_loss: 0.2679 47/2398 [..............................] - ETA: 6:07 - loss: 560.5263 - logits_profile_predictions_loss: 555.7507 - logcount_predictions_loss: 0.2683 48/2398 [..............................] - ETA: 6:07 - loss: 560.6897 - logits_profile_predictions_loss: 555.9072 - logcount_predictions_loss: 0.2687 49/2398 [..............................] - ETA: 6:07 - loss: 560.8466 - logits_profile_predictions_loss: 556.0578 - logcount_predictions_loss: 0.2690 50/2398 [..............................] - ETA: 6:07 - loss: 560.9762 - logits_profile_predictions_loss: 556.1819 - logcount_predictions_loss: 0.2693 51/2398 [..............................] - ETA: 6:07 - loss: 561.1050 - logits_profile_predictions_loss: 556.3047 - logcount_predictions_loss: 0.2697 52/2398 [..............................] - ETA: 6:06 - loss: 561.2450 - logits_profile_predictions_loss: 556.4378 - logcount_predictions_loss: 0.2701 53/2398 [..............................] - ETA: 6:06 - loss: 561.3367 - logits_profile_predictions_loss: 556.5228 - logcount_predictions_loss: 0.2704 54/2398 [..............................] - ETA: 6:06 - loss: 561.4213 - logits_profile_predictions_loss: 556.6012 - logcount_predictions_loss: 0.2708 55/2398 [..............................] - ETA: 6:06 - loss: 561.5113 - logits_profile_predictions_loss: 556.6851 - logcount_predictions_loss: 0.2711 56/2398 [..............................] - ETA: 6:06 - loss: 561.5811 - logits_profile_predictions_loss: 556.7496 - logcount_predictions_loss: 0.2714 57/2398 [..............................] - ETA: 6:06 - loss: 561.6580 - logits_profile_predictions_loss: 556.8208 - logcount_predictions_loss: 0.2717 58/2398 [..............................] - ETA: 6:05 - loss: 561.7438 - logits_profile_predictions_loss: 556.9005 - logcount_predictions_loss: 0.2721 59/2398 [..............................] - ETA: 6:05 - loss: 561.8351 - logits_profile_predictions_loss: 556.9859 - logcount_predictions_loss: 0.2724 60/2398 [..............................] - ETA: 6:05 - loss: 561.9190 - logits_profile_predictions_loss: 557.0643 - logcount_predictions_loss: 0.2727 61/2398 [..............................] - ETA: 6:05 - loss: 562.0054 - logits_profile_predictions_loss: 557.1455 - logcount_predictions_loss: 0.2730 62/2398 [..............................] - ETA: 6:05 - loss: 562.0935 - logits_profile_predictions_loss: 557.2287 - logcount_predictions_loss: 0.2733 63/2398 [..............................] - ETA: 6:05 - loss: 562.1744 - logits_profile_predictions_loss: 557.3049 - logcount_predictions_loss: 0.2736 64/2398 [..............................] - ETA: 6:05 - loss: 562.2469 - logits_profile_predictions_loss: 557.3729 - logcount_predictions_loss: 0.2738 65/2398 [..............................] - ETA: 6:04 - loss: 562.3123 - logits_profile_predictions_loss: 557.4341 - logcount_predictions_loss: 0.2741 66/2398 [..............................] - ETA: 6:04 - loss: 562.3804 - logits_profile_predictions_loss: 557.4983 - logcount_predictions_loss: 0.2743 67/2398 [..............................] - ETA: 6:04 - loss: 562.4485 - logits_profile_predictions_loss: 557.5624 - logcount_predictions_loss: 0.2745 68/2398 [..............................] - ETA: 6:04 - loss: 562.5191 - logits_profile_predictions_loss: 557.6286 - logcount_predictions_loss: 0.2747 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logits_profile_predictions_loss: 557.9545 - logcount_predictions_loss: 0.2762 76/2398 [..............................] - ETA: 6:03 - loss: 562.9020 - logits_profile_predictions_loss: 557.9830 - logcount_predictions_loss: 0.2763 77/2398 [..............................] - ETA: 6:03 - loss: 562.9386 - logits_profile_predictions_loss: 558.0167 - logcount_predictions_loss: 0.2765 78/2398 [..............................] - ETA: 6:02 - loss: 562.9754 - logits_profile_predictions_loss: 558.0509 - logcount_predictions_loss: 0.2767 79/2398 [..............................] - ETA: 6:02 - loss: 563.0061 - logits_profile_predictions_loss: 558.0791 - logcount_predictions_loss: 0.2768 80/2398 [>.............................] - ETA: 6:02 - loss: 563.0364 - logits_profile_predictions_loss: 558.1072 - logcount_predictions_loss: 0.2769 81/2398 [>.............................] - ETA: 6:02 - loss: 563.0687 - logits_profile_predictions_loss: 558.1376 - logcount_predictions_loss: 0.2770 82/2398 [>.............................] - ETA: 6:02 - loss: 563.0957 - logits_profile_predictions_loss: 558.1628 - logcount_predictions_loss: 0.2771 83/2398 [>.............................] - ETA: 6:02 - loss: 563.1208 - logits_profile_predictions_loss: 558.1864 - logcount_predictions_loss: 0.2772 84/2398 [>.............................] - ETA: 6:02 - loss: 563.1402 - logits_profile_predictions_loss: 558.2043 - logcount_predictions_loss: 0.2773 85/2398 [>.............................] - ETA: 6:01 - loss: 563.1519 - logits_profile_predictions_loss: 558.2146 - logcount_predictions_loss: 0.2774 86/2398 [>.............................] - ETA: 6:01 - loss: 563.1596 - logits_profile_predictions_loss: 558.2210 - logcount_predictions_loss: 0.2774 87/2398 [>.............................] - ETA: 6:01 - loss: 563.1677 - logits_profile_predictions_loss: 558.2278 - logcount_predictions_loss: 0.2775 88/2398 [>.............................] - ETA: 6:01 - loss: 563.1731 - logits_profile_predictions_loss: 558.2320 - logcount_predictions_loss: 0.2776 89/2398 [>.............................] - ETA: 6:01 - loss: 563.1822 - logits_profile_predictions_loss: 558.2401 - logcount_predictions_loss: 0.2776 90/2398 [>.............................] - ETA: 6:01 - loss: 563.1971 - logits_profile_predictions_loss: 558.2539 - logcount_predictions_loss: 0.2777 91/2398 [>.............................] - ETA: 6:01 - loss: 563.2035 - logits_profile_predictions_loss: 558.2592 - logcount_predictions_loss: 0.2778 92/2398 [>.............................] - ETA: 6:00 - loss: 563.1993 - logits_profile_predictions_loss: 558.2542 - logcount_predictions_loss: 0.2778 93/2398 [>.............................] - ETA: 6:00 - loss: 563.2008 - logits_profile_predictions_loss: 558.2547 - logcount_predictions_loss: 0.2779 94/2398 [>.............................] - ETA: 6:00 - loss: 563.2086 - logits_profile_predictions_loss: 558.2615 - logcount_predictions_loss: 0.2779 95/2398 [>.............................] - ETA: 6:00 - loss: 563.2163 - logits_profile_predictions_loss: 558.2680 - logcount_predictions_loss: 0.2780 96/2398 [>.............................] - ETA: 6:00 - loss: 563.2156 - logits_profile_predictions_loss: 558.2662 - logcount_predictions_loss: 0.2781 97/2398 [>.............................] - ETA: 6:00 - loss: 563.2104 - logits_profile_predictions_loss: 558.2601 - logcount_predictions_loss: 0.2781 98/2398 [>.............................] - ETA: 6:00 - loss: 563.2036 - logits_profile_predictions_loss: 558.2524 - logcount_predictions_loss: 0.2782 99/2398 [>.............................] - ETA: 5:59 - loss: 563.1960 - logits_profile_predictions_loss: 558.2438 - logcount_predictions_loss: 0.2782 100/2398 [>.............................] - ETA: 5:59 - loss: 563.1835 - logits_profile_predictions_loss: 558.2303 - logcount_predictions_loss: 0.2783 101/2398 [>.............................] - ETA: 5:59 - loss: 563.1622 - logits_profile_predictions_loss: 558.2082 - logcount_predictions_loss: 0.2783 102/2398 [>.............................] - ETA: 5:59 - loss: 563.1368 - logits_profile_predictions_loss: 558.1820 - logcount_predictions_loss: 0.2784 103/2398 [>.............................] - ETA: 5:59 - loss: 563.1124 - logits_profile_predictions_loss: 558.1568 - logcount_predictions_loss: 0.2784 104/2398 [>.............................] - ETA: 5:59 - loss: 563.0876 - logits_profile_predictions_loss: 558.1313 - logcount_predictions_loss: 0.2784 105/2398 [>.............................] - ETA: 5:59 - loss: 563.0706 - logits_profile_predictions_loss: 558.1139 - logcount_predictions_loss: 0.2785 106/2398 [>.............................] - ETA: 5:58 - loss: 563.0553 - logits_profile_predictions_loss: 558.0979 - logcount_predictions_loss: 0.2785 107/2398 [>.............................] - ETA: 5:58 - loss: 563.0334 - logits_profile_predictions_loss: 558.0754 - logcount_predictions_loss: 0.2785 108/2398 [>.............................] - ETA: 5:58 - loss: 563.0110 - logits_profile_predictions_loss: 558.0523 - logcount_predictions_loss: 0.2786 109/2398 [>.............................] - ETA: 5:58 - loss: 562.9861 - logits_profile_predictions_loss: 558.0268 - logcount_predictions_loss: 0.2786 110/2398 [>.............................] - ETA: 5:58 - loss: 562.9635 - logits_profile_predictions_loss: 558.0036 - logcount_predictions_loss: 0.2786 111/2398 [>.............................] - ETA: 5:58 - loss: 562.9397 - logits_profile_predictions_loss: 557.9793 - logcount_predictions_loss: 0.2787 112/2398 [>.............................] - ETA: 5:58 - loss: 562.9199 - logits_profile_predictions_loss: 557.9591 - logcount_predictions_loss: 0.2787 113/2398 [>.............................] - ETA: 5:57 - loss: 562.8990 - logits_profile_predictions_loss: 557.9377 - logcount_predictions_loss: 0.2787 114/2398 [>.............................] - ETA: 5:57 - loss: 562.8728 - logits_profile_predictions_loss: 557.9112 - logcount_predictions_loss: 0.2787 115/2398 [>.............................] - ETA: 5:57 - loss: 562.8482 - logits_profile_predictions_loss: 557.8862 - logcount_predictions_loss: 0.2788 116/2398 [>.............................] - ETA: 5:57 - loss: 562.8232 - logits_profile_predictions_loss: 557.8608 - logcount_predictions_loss: 0.2788 117/2398 [>.............................] - ETA: 5:57 - loss: 562.7914 - logits_profile_predictions_loss: 557.8288 - logcount_predictions_loss: 0.2788 118/2398 [>.............................] - ETA: 5:57 - loss: 562.7587 - logits_profile_predictions_loss: 557.7959 - logcount_predictions_loss: 0.2788 119/2398 [>.............................] - ETA: 5:56 - loss: 562.7251 - logits_profile_predictions_loss: 557.7623 - logcount_predictions_loss: 0.2788 120/2398 [>.............................] - ETA: 5:56 - loss: 562.6884 - logits_profile_predictions_loss: 557.7255 - logcount_predictions_loss: 0.2788 121/2398 [>.............................] - ETA: 5:56 - loss: 562.6540 - logits_profile_predictions_loss: 557.6911 - logcount_predictions_loss: 0.2788 122/2398 [>.............................] - ETA: 5:56 - loss: 562.6176 - logits_profile_predictions_loss: 557.6547 - logcount_predictions_loss: 0.2788 123/2398 [>.............................] - ETA: 5:56 - loss: 562.5826 - logits_profile_predictions_loss: 557.6197 - logcount_predictions_loss: 0.2788 124/2398 [>.............................] - ETA: 5:56 - loss: 562.5443 - logits_profile_predictions_loss: 557.5815 - logcount_predictions_loss: 0.2788 125/2398 [>.............................] - ETA: 5:56 - loss: 562.5025 - logits_profile_predictions_loss: 557.5398 - logcount_predictions_loss: 0.2788 126/2398 [>.............................] - ETA: 5:55 - loss: 562.4620 - logits_profile_predictions_loss: 557.4994 - logcount_predictions_loss: 0.2788 127/2398 [>.............................] - ETA: 5:55 - loss: 562.4249 - logits_profile_predictions_loss: 557.4624 - logcount_predictions_loss: 0.2788 128/2398 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logits_profile_predictions_loss: 552.4557 - logcount_predictions_loss: 0.2693 2366/2398 [============================>.] - ETA: 5s - loss: 557.2494 - logits_profile_predictions_loss: 552.4550 - logcount_predictions_loss: 0.2693 2367/2398 [============================>.] - ETA: 4s - loss: 557.2487 - logits_profile_predictions_loss: 552.4543 - logcount_predictions_loss: 0.2693 2368/2398 [============================>.] - ETA: 4s - loss: 557.2480 - logits_profile_predictions_loss: 552.4537 - logcount_predictions_loss: 0.2693 2369/2398 [============================>.] - ETA: 4s - loss: 557.2473 - logits_profile_predictions_loss: 552.4530 - logcount_predictions_loss: 0.2693 2370/2398 [============================>.] - ETA: 4s - loss: 557.2466 - logits_profile_predictions_loss: 552.4523 - logcount_predictions_loss: 0.2693 2371/2398 [============================>.] - ETA: 4s - loss: 557.2460 - logits_profile_predictions_loss: 552.4517 - logcount_predictions_loss: 0.2693 2372/2398 [============================>.] - ETA: 4s - loss: 557.2453 - logits_profile_predictions_loss: 552.4510 - logcount_predictions_loss: 0.2693 2373/2398 [============================>.] - ETA: 3s - loss: 557.2446 - logits_profile_predictions_loss: 552.4503 - logcount_predictions_loss: 0.2693 2374/2398 [============================>.] - ETA: 3s - loss: 557.2440 - logits_profile_predictions_loss: 552.4497 - logcount_predictions_loss: 0.2693 2375/2398 [============================>.] - ETA: 3s - loss: 557.2433 - logits_profile_predictions_loss: 552.4490 - logcount_predictions_loss: 0.2693 2376/2398 [============================>.] - ETA: 3s - loss: 557.2426 - logits_profile_predictions_loss: 552.4484 - logcount_predictions_loss: 0.2693 2377/2398 [============================>.] - ETA: 3s - loss: 557.2420 - logits_profile_predictions_loss: 552.4477 - logcount_predictions_loss: 0.2693 2378/2398 [============================>.] - ETA: 3s - loss: 557.2413 - logits_profile_predictions_loss: 552.4471 - logcount_predictions_loss: 0.2693 2379/2398 [============================>.] - ETA: 2s - loss: 557.2407 - logits_profile_predictions_loss: 552.4464 - logcount_predictions_loss: 0.2693 2380/2398 [============================>.] - ETA: 2s - loss: 557.2400 - logits_profile_predictions_loss: 552.4458 - logcount_predictions_loss: 0.2693 2381/2398 [============================>.] - ETA: 2s - loss: 557.2394 - logits_profile_predictions_loss: 552.4451 - logcount_predictions_loss: 0.2693 2382/2398 [============================>.] - ETA: 2s - loss: 557.2387 - logits_profile_predictions_loss: 552.4445 - logcount_predictions_loss: 0.2693 2383/2398 [============================>.] - ETA: 2s - loss: 557.2381 - logits_profile_predictions_loss: 552.4439 - logcount_predictions_loss: 0.2693 2384/2398 [============================>.] - ETA: 2s - loss: 557.2374 - logits_profile_predictions_loss: 552.4432 - logcount_predictions_loss: 0.2693 2385/2398 [============================>.] - ETA: 2s - loss: 557.2368 - logits_profile_predictions_loss: 552.4425 - logcount_predictions_loss: 0.2693 2386/2398 [============================>.] - ETA: 1s - loss: 557.2361 - logits_profile_predictions_loss: 552.4419 - logcount_predictions_loss: 0.2693 2387/2398 [============================>.] - ETA: 1s - loss: 557.2354 - logits_profile_predictions_loss: 552.4412 - logcount_predictions_loss: 0.2693 2388/2398 [============================>.] - ETA: 1s - loss: 557.2347 - logits_profile_predictions_loss: 552.4405 - logcount_predictions_loss: 0.2693 2389/2398 [============================>.] - ETA: 1s - loss: 557.2341 - logits_profile_predictions_loss: 552.4399 - logcount_predictions_loss: 0.2693 2390/2398 [============================>.] - ETA: 1s - loss: 557.2334 - logits_profile_predictions_loss: 552.4392 - logcount_predictions_loss: 0.2693 2391/2398 [============================>.] - ETA: 1s - loss: 557.2327 - logits_profile_predictions_loss: 552.4385 - logcount_predictions_loss: 0.2693 2392/2398 [============================>.] - ETA: 0s - loss: 557.2320 - logits_profile_predictions_loss: 552.4379 - logcount_predictions_loss: 0.2693 2393/2398 [============================>.] - ETA: 0s - loss: 557.2313 - logits_profile_predictions_loss: 552.4372 - logcount_predictions_loss: 0.2693 2394/2398 [============================>.] - ETA: 0s - loss: 557.2306 - logits_profile_predictions_loss: 552.4365 - logcount_predictions_loss: 0.2693 2395/2398 [============================>.] - ETA: 0s - loss: 557.2299 - logits_profile_predictions_loss: 552.4358 - logcount_predictions_loss: 0.2693 2396/2398 [============================>.] - ETA: 0s - loss: 557.2292 - logits_profile_predictions_loss: 552.4351 - logcount_predictions_loss: 0.2693 2397/2398 [============================>.] - ETA: 0s - loss: 557.2285 - logits_profile_predictions_loss: 552.4344 - logcount_predictions_loss: 0.2693 2398/2398 [==============================] - ETA: 0s - loss: 557.2278 - logits_profile_predictions_loss: 552.4337 - logcount_predictions_loss: 0.2693 2398/2398 [==============================] - 395s 165ms/step - loss: 557.2271 - logits_profile_predictions_loss: 552.4330 - logcount_predictions_loss: 0.2693 - val_loss: 581.4467 - val_logits_profile_predictions_loss: 575.6796 - val_logcount_predictions_loss: 0.3240 + +Epoch 00014: val_loss did not improve from 581.44598 +Restoring model weights from the end of the best epoch. +Epoch 00014: early stopping +save model +save model without bias +2022-03-24_02-59-26: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-03-56: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-07-46: 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/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-10-25: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//footprints +2022-03-24_03-10-25: 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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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 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[===========================>..] - ETA: 1s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 27s 701ms/step +Saving marginal footprints +2022-03-24_03-12-45: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//footprints +2022-03-24_03-12-45: 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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_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: "model" +__________________________________________________________________________________________________ +Layer (type) Output Shape Param # Connected to +================================================================================================== +sequence (InputLayer) [(None, 2114, 4)] 0 +__________________________________________________________________________________________________ +bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] +__________________________________________________________________________________________________ +bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] +__________________________________________________________________________________________________ +add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] + bpnet_1crop[0][0] +__________________________________________________________________________________________________ +bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] +__________________________________________________________________________________________________ +bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] +__________________________________________________________________________________________________ +add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] + bpnet_2crop[0][0] +__________________________________________________________________________________________________ +bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] +__________________________________________________________________________________________________ +bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] +__________________________________________________________________________________________________ +add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] + bpnet_3crop[0][0] +__________________________________________________________________________________________________ +bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] +__________________________________________________________________________________________________ +bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] +__________________________________________________________________________________________________ +add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] + bpnet_4crop[0][0] +__________________________________________________________________________________________________ +prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] +__________________________________________________________________________________________________ +gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] +__________________________________________________________________________________________________ +logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla +__________________________________________________________________________________________________ +logcount_predictions (Dense) (None, 1) 129 gap[0][0] +================================================================================================== +Total params: 217,730 +Trainable params: 217,730 +Non-trainable params: 0 +__________________________________________________________________________________________________ +inferred model inputlen: 2114 +inferred model outputlen: 1000 +inserting motif: dnase_1 +TTTACAAGTCCA + 1/40 [..............................] - ETA: 1:54 3/40 [=>............................] - ETA: 1s  4/40 [==>...........................] - ETA: 1s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 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sha256:75b77e196a4a2103df70309f9947b680fda51258cd2b9e3a77115380e307832d +size 26447928 diff --git a/fold_0/model.chrombpnet.fold_0.ENCSR484UAU.tar b/fold_0/model.chrombpnet.fold_0.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..ff1cd2ef6f381f1c73b4200cf77b6ce4ef0a3f20 --- /dev/null +++ b/fold_0/model.chrombpnet.fold_0.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a732763047c5534501d570a8a23c31811a1a886aa39874dfb06b0f0fa0ff14be +size 27607040 diff --git a/fold_0/model.chrombpnet_nobias.fold_0.ENCSR484UAU.h5 b/fold_0/model.chrombpnet_nobias.fold_0.ENCSR484UAU.h5 new file mode 100644 index 0000000000000000000000000000000000000000..18f2d67fc18e52f799b45aef55ad628f74d4d996 --- /dev/null +++ b/fold_0/model.chrombpnet_nobias.fold_0.ENCSR484UAU.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8bd299012ad9b43b9c9c8929143ae5125a472a5463b62ce0dae5f48cfb8f99bc +size 25583536 diff --git a/fold_0/model.chrombpnet_nobias.fold_0.ENCSR484UAU.tar b/fold_0/model.chrombpnet_nobias.fold_0.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..e8faf8348b755d212d7c316353571ee0eb7d5257 --- /dev/null +++ b/fold_0/model.chrombpnet_nobias.fold_0.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47c43ba99f5284bd9d10c3cead18928b8abd4b8f700edd32c9ea8b3e627efd01 +size 26081280 diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.args.json b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.args.json new file mode 100644 index 0000000000000000000000000000000000000000..b89cbdea477935922b6a5fff5e845c0184214cae --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.args.json @@ -0,0 +1,23 @@ +{ + "genome": "/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa", + "bigwig": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.batch_loss.tsv b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..fc67f9b28ada8486e1e98080573fd579ebc773b7 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.batch_loss.tsv @@ -0,0 +1,38161 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.2411208152770996 680.4078369140625 640.291748046875 None None None +0 1 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None +2 1912 0.40167921781539917 578.0433959960938 570.8528442382812 None None None +2 1913 0.40163519978523254 578.0400390625 570.8502807617188 None None None +2 1914 0.4016611874103546 578.0427856445312 570.8525390625 None None None +2 1915 0.40163105726242065 578.0350341796875 570.8453979492188 None None None +2 1916 0.4016483426094055 578.0237426757812 570.8338012695312 None None None +2 1917 0.40158811211586 577.9874877929688 570.798583984375 None None None +2 1918 0.40156516432762146 577.9751586914062 570.7867431640625 None None None +2 1919 0.4015604257583618 577.990478515625 570.8021240234375 None None None +2 1920 0.4015483856201172 577.9740600585938 570.785888671875 None None None +2 1921 0.4014972746372223 577.96630859375 570.7791137695312 None None None +2 1922 0.40146809816360474 577.9690551757812 570.7824096679688 None None None +2 1923 0.4014476239681244 577.9728393554688 570.7865600585938 None None None +2 1924 0.40140482783317566 577.9508056640625 570.7652587890625 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0.40090474486351013 577.9807739257812 570.8042602539062 None None None +2 1964 0.4009034037590027 577.9832763671875 570.8068237304688 None None None +2 1965 0.4008828103542328 577.9708251953125 570.7947387695312 None None None +2 1966 0.4008752107620239 578.0115966796875 570.8356323242188 None None None +2 1967 0.40083834528923035 578.0309448242188 570.8556518554688 None None None +2 1968 0.40074366331100464 578.0109252929688 570.83740234375 None None None +2 1969 0.4006991684436798 578.025390625 570.8527221679688 None None None +2 1970 0.40074050426483154 578.0296020507812 570.856201171875 None None None +2 1971 0.40068531036376953 578.037353515625 570.8649291992188 None None None +2 1972 0.400660902261734 578.0093383789062 570.8373413085938 None None None +2 1973 0.4006723463535309 578.0169677734375 570.8448486328125 None None None +2 1974 0.40057820081710815 578.0073852539062 570.8369750976562 None None None +2 1975 0.400535523891449 577.9925537109375 570.8228759765625 None None 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0.3459926247596741 568.3995971679688 562.2050170898438 None None None +5 1920 0.34591084718704224 568.3798828125 562.186767578125 None None None +5 1921 0.3459846079349518 568.3258056640625 562.1314086914062 None None None +5 1922 0.34600090980529785 568.3599243164062 562.1652221679688 None None None +5 1923 0.345970094203949 568.3727416992188 562.1785888671875 None None None +5 1924 0.34592723846435547 568.3234252929688 562.130126953125 None None None +5 1925 0.345931738615036 568.335693359375 562.1422729492188 None None None +5 1926 0.3459739089012146 568.3223266601562 562.128173828125 None None None +5 1927 0.3459770381450653 568.3057861328125 562.111572265625 None None None +5 1928 0.3459692597389221 568.338134765625 562.14404296875 None None None +5 1929 0.34592124819755554 568.3555297851562 562.1622314453125 None None None +5 1930 0.34589308500289917 568.35888671875 562.1660766601562 None None None +5 1931 0.3458723723888397 568.349853515625 562.1574096679688 None None None +5 1932 0.3458588421344757 568.3467407226562 562.154541015625 None None None +5 1933 0.3458787202835083 568.3394165039062 562.1468505859375 None None None +5 1934 0.3458229899406433 568.3316040039062 562.1400756835938 None None None +5 1935 0.34583601355552673 568.3431396484375 562.1514282226562 None None None +5 1936 0.3458883762359619 568.34326171875 562.1505737304688 None None None +5 1937 0.3459491729736328 568.3444213867188 562.150634765625 None None None +5 1938 0.34591144323349 568.349365234375 562.1561889648438 None None None +5 1939 0.3458921015262604 568.34228515625 562.1494140625 None None None +5 1940 0.345845103263855 568.3582763671875 562.1661987304688 None None None +5 1941 0.3458358645439148 568.3325805664062 562.1407470703125 None None None +5 1942 0.3458886742591858 568.3182373046875 562.12548828125 None None None +5 1943 0.3458734452724457 568.3268432617188 562.1343994140625 None None None +5 1944 0.34579548239707947 568.3427124023438 562.1517333984375 None None None +5 1945 0.3458077311515808 568.313232421875 562.1220092773438 None None None +5 1946 0.3457925319671631 568.3636474609375 562.1727294921875 None None None +5 1947 0.34582316875457764 568.378173828125 562.1866455078125 None None None +5 1948 0.34577515721321106 568.39794921875 562.2073364257812 None None None +5 1949 0.34585559368133545 568.4111328125 562.2191162109375 None None None +5 1950 0.34591349959373474 568.3973388671875 562.204345703125 None None None +5 1951 0.3459550142288208 568.3995971679688 562.205810546875 None None None +5 1952 0.345885306596756 568.400390625 562.2078857421875 None None None +5 1953 0.34588679671287537 568.419921875 562.2273559570312 None None None +5 1954 0.3460007905960083 568.43603515625 562.2415161132812 None None None +5 1955 0.3460383713245392 568.4185180664062 562.2232055664062 None None None +5 1956 0.3460523188114166 568.4295043945312 562.23388671875 None None None +5 1957 0.3460250794887543 568.4111938476562 562.2161254882812 None None None +5 1958 0.3460065424442291 568.4310302734375 562.2362060546875 None None None +5 1959 0.3460228741168976 568.4482421875 562.2531127929688 None None None +5 1960 0.34598034620285034 568.4189453125 562.2245483398438 None None None +5 1961 0.3459978997707367 568.411376953125 562.2166748046875 None None None +5 1962 0.3459697365760803 568.3914184570312 562.197265625 None None None +5 1963 0.3458849787712097 568.3779296875 562.185302734375 None None None +5 1964 0.3458494544029236 568.373291015625 562.1812133789062 None None None +5 1965 0.34587210416793823 568.3893432617188 562.1968994140625 None None None +5 1966 0.34588074684143066 568.3948364257812 562.2022094726562 None None None +5 1967 0.34587547183036804 568.3862915039062 562.1937866210938 None None None +5 1968 0.34584614634513855 568.3521118164062 562.1600952148438 None None None +5 1969 0.345782071352005 568.3106689453125 562.1198120117188 None None None +5 1970 0.3457690477371216 568.321044921875 562.13037109375 None None None +5 1971 0.3457324802875519 568.3714599609375 562.1814575195312 None None None +5 1972 0.34575557708740234 568.4191284179688 562.228759765625 None None None +5 1973 0.34576019644737244 568.3836059570312 562.193115234375 None None None +5 1974 0.34577155113220215 568.3649291992188 562.1742553710938 None None None +5 1975 0.3457297086715698 568.345947265625 562.156005859375 None None None +5 1976 0.3457224369049072 568.3115844726562 562.1217651367188 None None None +5 1977 0.3456776440143585 568.2791748046875 562.0902099609375 None None None +5 1978 0.34571993350982666 568.3199462890625 562.130126953125 None None None +5 1979 0.3457395136356354 568.289794921875 562.0995483398438 None None None +5 1980 0.34569698572158813 568.3170776367188 562.1275634765625 None None None +5 1981 0.3457251191139221 568.3018798828125 562.1119384765625 None None None +5 1982 0.3456893563270569 568.29150390625 562.1021118164062 None None None +5 1983 0.34569042921066284 568.283447265625 562.0940551757812 None None None +5 1984 0.34564274549484253 568.32373046875 562.1351928710938 None None None +5 1985 0.34564220905303955 568.2922973632812 562.103759765625 None None None +5 1986 0.34561216831207275 568.2788696289062 562.0908813476562 None None None +5 1987 0.3455933630466461 568.23681640625 562.0491943359375 None None None +5 1988 0.3456110656261444 568.217041015625 562.0291748046875 None None None +5 1989 0.34565338492393494 568.2691650390625 562.0805053710938 None None None +5 1990 0.34560340642929077 568.2197875976562 562.0321044921875 None None None +5 1991 0.34555238485336304 568.2513427734375 562.0645141601562 None None None +5 1992 0.34555894136428833 568.2649536132812 562.0779418945312 None None None +5 1993 0.3455606698989868 568.252685546875 562.065673828125 None None None +5 1994 0.34554338455200195 568.2542114257812 562.0675659179688 None None None +5 1995 0.345524400472641 568.240966796875 562.0546875 None None None +5 1996 0.3454917073249817 568.2418212890625 562.0560913085938 None None None +5 1997 0.34551775455474854 568.25390625 562.0676879882812 None None None +5 1998 0.3455032706260681 568.2443237304688 562.0584106445312 None None None +5 1999 0.34549933671951294 568.2664184570312 562.08056640625 None None None +5 2000 0.3455401360988617 568.2509765625 562.0643920898438 None None None +5 2001 0.3455234169960022 568.2159423828125 562.0297241210938 None None None +5 2002 0.34548863768577576 568.1893920898438 562.0037841796875 None None None +5 2003 0.3455374836921692 568.2460327148438 562.0595703125 None None None +5 2004 0.34553971886634827 568.2804565429688 562.0939331054688 None None None +5 2005 0.34552785754203796 568.2786865234375 562.0924072265625 None None None +5 2006 0.3455033302307129 568.2567749023438 562.0709228515625 None None None +5 2007 0.34550097584724426 568.2390747070312 562.05322265625 None None None +5 2008 0.34545719623565674 568.24072265625 562.0557250976562 None None None +5 2009 0.3454400599002838 568.2491455078125 562.064453125 None None None +5 2010 0.3453979790210724 568.2324829101562 562.0484619140625 None None None +5 2011 0.3453775942325592 568.1920776367188 562.0083618164062 None None None +5 2012 0.34534308314323425 568.170654296875 561.9876708984375 None None None +5 2013 0.34533095359802246 568.1461791992188 561.96337890625 None None None +5 2014 0.34537118673324585 568.1626586914062 561.9791259765625 None None None +5 2015 0.3453686237335205 568.1364135742188 561.9530029296875 None None None +5 2016 0.34533458948135376 568.1718139648438 561.9889526367188 None None None +5 2017 0.3453501760959625 568.197509765625 562.0143432617188 None None None +5 2018 0.345314085483551 568.2227783203125 562.040283203125 None None None +5 2019 0.34531474113464355 568.2230834960938 562.0406494140625 None None None +5 2020 0.3452446460723877 568.1944580078125 562.0132446289062 None None None +5 2021 0.3452080488204956 568.1520385742188 561.971435546875 None None None +5 2022 0.3452489674091339 568.1522216796875 561.9708862304688 None None None +5 2023 0.3452189862728119 568.1848754882812 562.0040893554688 None None None +5 2024 0.34525394439697266 568.2110595703125 562.0296630859375 None None None +5 2025 0.345328152179718 568.2730102539062 562.09033203125 None None None +5 2026 0.34527841210365295 568.2916870117188 562.1099243164062 None None None +5 2027 0.34531697630882263 568.286865234375 562.1043701171875 None None None +5 2028 0.3453924059867859 568.3091430664062 562.1253051757812 None None None +5 2029 0.3453693985939026 568.319091796875 562.1356811523438 None None None +5 2030 0.34537121653556824 568.3065185546875 562.123046875 None None None +5 2031 0.34536319971084595 568.263427734375 562.080078125 None None None +5 2032 0.345358669757843 568.263916015625 562.0806884765625 None None None +5 2033 0.3453920781612396 568.240234375 562.056396484375 None None None +5 2034 0.3454250395298004 568.2357788085938 562.0513305664062 None None None +5 2035 0.34538742899894714 568.223876953125 562.0401611328125 None None None +5 2036 0.34537023305892944 568.2267456054688 562.0433349609375 None None None +5 2037 0.3454142212867737 568.2556762695312 562.0714111328125 None None None +5 2038 0.345432847738266 568.279296875 562.0947875976562 None None None +5 2039 0.3454321622848511 568.3076782226562 562.1231689453125 None None None +5 2040 0.34543338418006897 568.3358764648438 562.1513671875 None None None +5 2041 0.34545743465423584 568.3232421875 562.1382446289062 None None None +5 2042 0.34549713134765625 568.3529663085938 562.1672973632812 None None None +5 2043 0.34549349546432495 568.3310546875 562.1454467773438 None None None +5 2044 0.34550952911376953 568.326904296875 562.1409912109375 None None None +5 2045 0.3455711305141449 568.2960205078125 562.1089477539062 None None None +5 2046 0.34557291865348816 568.2941284179688 562.1069946289062 None None None +5 2047 0.3455961048603058 568.3219604492188 562.1344604492188 None None None +5 2048 0.34559154510498047 568.3357543945312 562.1483154296875 None None None +5 2049 0.3455311357975006 568.32177734375 562.1354370117188 None None None +5 2050 0.3454916477203369 568.297607421875 562.1119384765625 None None None +5 2051 0.34552374482154846 568.29638671875 562.1101684570312 None None None +5 2052 0.34550920128822327 568.2937622070312 562.1077880859375 None None None +5 2053 0.34555771946907043 568.26220703125 562.0753173828125 None None None +5 2054 0.3455059826374054 568.2302856445312 562.04443359375 None None None +5 2055 0.3454621732234955 568.1870727539062 562.0020141601562 None None None +5 2056 0.3454400599002838 568.1765747070312 561.991943359375 None None None +5 2057 0.34543412923812866 568.182861328125 561.9982299804688 None None None +5 2058 0.3453754484653473 568.1856689453125 562.0021362304688 None None None +5 2059 0.3453509509563446 568.17431640625 561.9912719726562 None None None +5 2060 0.34532925486564636 568.16357421875 561.9808959960938 None None None +5 2061 0.3453262448310852 568.1694946289062 561.98681640625 None None None +5 2062 0.3453177511692047 568.1362915039062 561.9537963867188 None None None +5 2063 0.3453001379966736 568.1451416015625 561.9629516601562 None None None +5 2064 0.34524714946746826 568.1298828125 561.9486694335938 None None None +5 2065 0.34524667263031006 568.1427001953125 561.9614868164062 None None None +5 2066 0.3451800048351288 568.102783203125 561.9228515625 None None None +5 2067 0.34520581364631653 568.0780029296875 561.8975219726562 None None None +5 2068 0.34519004821777344 568.09033203125 561.9102172851562 None None None +5 2069 0.3452257215976715 568.0731201171875 561.8923950195312 None None None +5 2070 0.3452366292476654 568.0672607421875 561.8862915039062 None None None +5 2071 0.34526053071022034 568.0786743164062 561.8972778320312 None None None +5 2072 0.3452019989490509 568.0646362304688 561.88427734375 None None None +5 2073 0.34519505500793457 568.0808715820312 561.9006958007812 None None None 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0.34526440501213074 568.2168579101562 562.0357055664062 None None None +5 2114 0.3453488051891327 568.1732177734375 561.9906005859375 None None None +5 2115 0.3452986180782318 568.1589965820312 561.9772338867188 None None None +5 2116 0.3453528583049774 568.152099609375 561.9694213867188 None None None +5 2117 0.3453725576400757 568.1463623046875 561.9633178710938 None None None +5 2118 0.3453659117221832 568.1522827148438 561.9692993164062 None None None +5 2119 0.3453749120235443 568.1946411132812 562.0115356445312 None None None +5 2120 0.3453511893749237 568.2021484375 562.01953125 None None None +5 2121 0.3453187048435211 568.1904296875 562.0084228515625 None None None +5 2122 0.3452818989753723 568.1989135742188 562.0175170898438 None None None +5 2123 0.3452630043029785 568.1691284179688 561.9881591796875 None None None +5 2124 0.3452730178833008 568.1682739257812 561.9871215820312 None None None +5 2125 0.3452942967414856 568.1809692382812 561.9994506835938 None None None +5 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559.38623046875 None None None +6 1955 0.33472397923469543 565.3759155273438 559.3839721679688 None None None +6 1956 0.33468392491340637 565.4114379882812 559.4202270507812 None None None +6 1957 0.33469536900520325 565.394775390625 559.4033813476562 None None None +6 1958 0.3346919119358063 565.4260864257812 559.4347534179688 None None None +6 1959 0.3347117006778717 565.410888671875 559.419189453125 None None None +6 1960 0.3347824513912201 565.4093627929688 559.4163818359375 None None None +6 1961 0.3347835838794708 565.4413452148438 559.4483032226562 None None None +6 1962 0.33479180932044983 565.4552001953125 559.4620361328125 None None None +6 1963 0.334747850894928 565.4478149414062 559.4555053710938 None None None +6 1964 0.33475732803344727 565.4468994140625 559.454345703125 None None None +6 1965 0.334735631942749 565.4362182617188 559.4440307617188 None None None +6 1966 0.3347308337688446 565.4458618164062 559.453857421875 None None None +6 1967 0.3346746861934662 565.457763671875 559.4666748046875 None None None +6 1968 0.33467453718185425 565.4664306640625 559.475341796875 None None None +6 1969 0.334690123796463 565.4757080078125 559.4843139648438 None None None +6 1970 0.33472397923469543 565.4602661132812 559.4682006835938 None None None +6 1971 0.3346957266330719 565.513916015625 559.5223999023438 None None None +6 1972 0.33476191759109497 565.48486328125 559.4922485351562 None None None +6 1973 0.33483582735061646 565.5233154296875 559.5294189453125 None None None +6 1974 0.334829717874527 565.538330078125 559.5445556640625 None None None +6 1975 0.3347923159599304 565.548095703125 559.554931640625 None None None +6 1976 0.3348053991794586 565.5887451171875 559.5953369140625 None None None +6 1977 0.33477914333343506 565.6014404296875 559.6084594726562 None None None +6 1978 0.3348085880279541 565.5907592773438 559.5972290039062 None None None +6 1979 0.3347802758216858 565.564697265625 559.5717163085938 None None None +6 1980 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None +7 1908 0.32629039883613586 564.1569213867188 558.3169555664062 None None None +7 1909 0.32630619406700134 564.1626586914062 558.3223876953125 None None None +7 1910 0.3263417184352875 564.1167602539062 558.27587890625 None None None +7 1911 0.326327919960022 564.0905151367188 558.2498168945312 None None None +7 1912 0.3262937366962433 564.1319580078125 558.2919311523438 None None None +7 1913 0.3262527883052826 564.1571044921875 558.3177490234375 None None None +7 1914 0.32628434896469116 564.1454467773438 558.3055419921875 None None None +7 1915 0.3262384831905365 564.13427734375 558.2952270507812 None None None +7 1916 0.3263649046421051 564.1465454101562 558.30517578125 None None None +7 1917 0.32634133100509644 564.1295166015625 558.28857421875 None None None +7 1918 0.32637956738471985 564.1508178710938 558.3092041015625 None None None +7 1919 0.3263477087020874 564.1063842773438 558.265380859375 None None None +7 1920 0.32636845111846924 564.1142578125 558.27294921875 None 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None +7 1934 0.3265621066093445 564.1278076171875 558.2830200195312 None None None +7 1935 0.32660165429115295 564.1301879882812 558.28466796875 None None None +7 1936 0.32666540145874023 564.1610717773438 558.314453125 None None None +7 1937 0.3266286849975586 564.133544921875 558.2875366210938 None None None +7 1938 0.3266144096851349 564.1442260742188 558.2985229492188 None None None +7 1939 0.32661008834838867 564.1417236328125 558.2960205078125 None None None +7 1940 0.3266288638114929 564.14794921875 558.3019409179688 None None None +7 1941 0.3266337215900421 564.15087890625 558.3048095703125 None None None +7 1942 0.32660648226737976 564.1430053710938 558.2974243164062 None None None +7 1943 0.3266177773475647 564.1779174804688 558.3322143554688 None None None +7 1944 0.326645165681839 564.1293334960938 558.2830810546875 None None None +7 1945 0.3267344832420349 564.146728515625 558.298828125 None None None +7 1946 0.3267212510108948 564.1558837890625 558.3082275390625 None None None +7 1947 0.32673805952072144 564.1477661132812 558.2998657226562 None None None +7 1948 0.32669177651405334 564.1378173828125 558.290771484375 None None None +7 1949 0.3266715109348297 564.0971069335938 558.2504272460938 None None None +7 1950 0.3266902565956116 564.1187133789062 558.2716674804688 None None None +7 1951 0.32667580246925354 564.1304321289062 558.2836303710938 None None None +7 1952 0.32671165466308594 564.1214599609375 558.2740478515625 None None None +7 1953 0.3267211616039276 564.1182250976562 558.2706298828125 None None None +7 1954 0.326721727848053 564.1306762695312 558.2830810546875 None None None +7 1955 0.3266974091529846 564.14111328125 558.2939453125 None None None +7 1956 0.3267086446285248 564.1527709960938 558.305419921875 None None None +7 1957 0.3266841769218445 564.1520385742188 558.3050537109375 None None None +7 1958 0.3267073333263397 564.1331176757812 558.2857666015625 None None None +7 1959 0.3267224133014679 564.1670532226562 558.3193969726562 None None None +7 1960 0.326727956533432 564.2081298828125 558.3604125976562 None None None +7 1961 0.3267151713371277 564.223876953125 558.3764038085938 None None None +7 1962 0.3266673684120178 564.1963500976562 558.3497314453125 None None None +7 1963 0.3266462981700897 564.1889038085938 558.3427124023438 None None None +7 1964 0.32662323117256165 564.1520385742188 558.3062133789062 None None None +7 1965 0.32669511437416077 564.1453247070312 558.2982177734375 None None None +7 1966 0.3266613781452179 564.1284790039062 558.281982421875 None None None +7 1967 0.32668983936309814 564.0972290039062 558.2501831054688 None None None +7 1968 0.326679527759552 564.0809326171875 558.2340698242188 None None None +7 1969 0.3266778886318207 564.0758056640625 558.2289428710938 None None None +7 1970 0.3266608417034149 564.0667114257812 558.2201538085938 None None None +7 1971 0.32673364877700806 564.1009521484375 558.2531127929688 None None None +7 1972 0.3267451226711273 564.08984375 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564.0736083984375 558.2206420898438 None None None +7 1986 0.3269580602645874 564.0525512695312 558.2005004882812 None None None +7 1987 0.3269740045070648 564.0512084960938 558.1989135742188 None None None +7 1988 0.326993465423584 564.0679931640625 558.2153930664062 None None None +7 1989 0.3269791305065155 564.1146240234375 558.2622680664062 None None None +7 1990 0.3270319402217865 564.08056640625 558.2272338867188 None None None +7 1991 0.327071875333786 564.0735473632812 558.2195434570312 None None None +7 1992 0.32709839940071106 564.0536499023438 558.1990966796875 None None None +7 1993 0.3272075951099396 564.0965576171875 558.2400512695312 None None None +7 1994 0.3271908462047577 564.1051025390625 558.2489013671875 None None None +7 1995 0.32716259360313416 564.118408203125 558.2627563476562 None None None +7 1996 0.32724055647850037 564.098388671875 558.2413330078125 None None None +7 1997 0.32719212770462036 564.0928955078125 558.2366943359375 None None None +7 1998 0.327119916677475 564.1010131835938 558.24609375 None None None +7 1999 0.32717087864875793 564.115478515625 558.2597045898438 None None None +7 2000 0.32713618874549866 564.0928955078125 558.23779296875 None None None +7 2001 0.3271545171737671 564.08984375 558.234375 None None None +7 2002 0.3271297812461853 564.112548828125 558.2575073242188 None None None +7 2003 0.3271276354789734 564.1065673828125 558.2515869140625 None None None +7 2004 0.32712283730506897 564.100830078125 558.2459106445312 None None None +7 2005 0.3271118998527527 564.1041259765625 558.2494506835938 None None None +7 2006 0.3270496428012848 564.114013671875 558.2604370117188 None None None +7 2007 0.3270129859447479 564.0963745117188 558.2434692382812 None None None +7 2008 0.3269767761230469 564.0897827148438 558.237548828125 None None None +7 2009 0.3269783854484558 564.1053466796875 558.2530517578125 None None None +7 2010 0.3269692361354828 564.06982421875 558.2177124023438 None None None +7 2011 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0.3202502727508545 562.244140625 556.5125732421875 None None None +8 1942 0.3201811909675598 562.2432861328125 556.5128784179688 None None None +8 1943 0.32017186284065247 562.2503662109375 556.5200805664062 None None None +8 1944 0.32020333409309387 562.2703857421875 556.53955078125 None None None +8 1945 0.3201737701892853 562.2567138671875 556.5263671875 None None None +8 1946 0.320157527923584 562.2431640625 556.5131225585938 None None None +8 1947 0.3202086389064789 562.25146484375 556.5205688476562 None None None +8 1948 0.32019296288490295 562.2489624023438 556.518310546875 None None None +8 1949 0.32015690207481384 562.2345581054688 556.5045166015625 None None None +8 1950 0.32014602422714233 562.1958618164062 556.4660034179688 None None None +8 1951 0.32017797231674194 562.2160034179688 556.4855346679688 None None None +8 1952 0.32023265957832336 562.2478637695312 556.5164184570312 None None None +8 1953 0.32022377848625183 562.2481689453125 556.5169067382812 None None None +8 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None None None +8 1980 0.3200574815273285 562.3781127929688 556.6498413085938 None None None +8 1981 0.32004064321517944 562.383056640625 556.6550903320312 None None None +8 1982 0.320027232170105 562.37744140625 556.649658203125 None None None +8 1983 0.32000282406806946 562.381591796875 556.654296875 None None None +8 1984 0.3200143873691559 562.3358764648438 556.6083374023438 None None None +8 1985 0.3200009763240814 562.3339233398438 556.606689453125 None None None +8 1986 0.31998690962791443 562.3088989257812 556.5819091796875 None None None +8 1987 0.3200107216835022 562.3308715820312 556.6033935546875 None None None +8 1988 0.32001712918281555 562.333740234375 556.606201171875 None None None +8 1989 0.32001903653144836 562.3023681640625 556.57470703125 None None None +8 1990 0.3199711740016937 562.27685546875 556.550048828125 None None None +8 1991 0.3200192451477051 562.3090209960938 556.5813598632812 None None None +8 1992 0.3200560212135315 562.3651733398438 556.6369018554688 None None None +8 1993 0.3200879395008087 562.3712158203125 556.642333984375 None None None +8 1994 0.32003945112228394 562.3933715820312 556.6654052734375 None None None +8 1995 0.3200392425060272 562.4454956054688 556.717529296875 None None None +8 1996 0.32001039385795593 562.4483642578125 556.7210083007812 None None None +8 1997 0.32000014185905457 562.4415283203125 556.7142944335938 None None None +8 1998 0.3201241195201874 562.4674682617188 556.7379760742188 None None None +8 1999 0.32013842463493347 562.4462280273438 556.7164916992188 None None None +8 2000 0.3201172351837158 562.4698486328125 556.740478515625 None None None +8 2001 0.3201278746128082 562.4991455078125 556.7695922851562 None None None +8 2002 0.3201424479484558 562.5123291015625 556.782470703125 None None None +8 2003 0.32014480233192444 562.5101928710938 556.7803344726562 None None None +8 2004 0.3201374411582947 562.5254516601562 556.7957763671875 None None None +8 2005 0.3200930655002594 562.495849609375 556.7669067382812 None None None +8 2006 0.32009461522102356 562.5240478515625 556.795166015625 None None None +8 2007 0.320076584815979 562.5491943359375 556.820556640625 None None None +8 2008 0.32003137469291687 562.5587768554688 556.8309326171875 None None None +8 2009 0.320025771856308 562.5783081054688 556.8505859375 None None None +8 2010 0.32003986835479736 562.588134765625 556.860107421875 None None None +8 2011 0.32006844878196716 562.5989379882812 556.8704833984375 None None None +8 2012 0.3200184404850006 562.596435546875 556.8687744140625 None None None +8 2013 0.3200577199459076 562.6068725585938 556.8785400390625 None None None +8 2014 0.32004496455192566 562.6085205078125 556.8804321289062 None None None +8 2015 0.32001614570617676 562.5795288085938 556.8519287109375 None None None +8 2016 0.3200134038925171 562.5936889648438 556.8661499023438 None None None +8 2017 0.32001346349716187 562.577880859375 556.850341796875 None None None +8 2018 0.31999629735946655 562.5829467773438 556.8556518554688 None None None +8 2019 0.3199775815010071 562.5799560546875 556.85302734375 None None None +8 2020 0.3200167715549469 562.5860595703125 556.8583984375 None None None +8 2021 0.3199770152568817 562.5584106445312 556.8314208984375 None None None +8 2022 0.3199864625930786 562.5489501953125 556.82177734375 None None None +8 2023 0.3200027644634247 562.5578002929688 556.830322265625 None None None +8 2024 0.32004112005233765 562.5746459960938 556.8465576171875 None None None +8 2025 0.3200332820415497 562.5582885742188 556.830322265625 None None None +8 2026 0.32011523842811584 562.6102905273438 556.880859375 None None None +8 2027 0.3201128840446472 562.6220703125 556.8927001953125 None None None +8 2028 0.3200865089893341 562.6211547851562 556.8922729492188 None None None +8 2029 0.3200739622116089 562.6077270507812 556.8790283203125 None None None +8 2030 0.32006239891052246 562.5868530273438 556.8583984375 None None None +8 2031 0.32005614042282104 562.618896484375 556.8905029296875 None None None +8 2032 0.3200567662715912 562.6334838867188 556.9050903320312 None None None +8 2033 0.3200526833534241 562.6526489257812 556.9242553710938 None None None +8 2034 0.31998127698898315 562.6541748046875 556.9270629882812 None None None +8 2035 0.31991881132125854 562.672607421875 556.9466552734375 None None None +8 2036 0.3199084401130676 562.6322631835938 556.906494140625 None None None +8 2037 0.31996190547943115 562.6356811523438 556.9089965820312 None None None +8 2038 0.31999677419662476 562.6513061523438 556.9238891601562 None None None +8 2039 0.32000231742858887 562.6727294921875 556.9452514648438 None None None +8 2040 0.3200197219848633 562.6875 556.9597778320312 None None None +8 2041 0.32007840275764465 562.6680908203125 556.9392700195312 None None None +8 2042 0.3201046288013458 562.7001953125 556.9708862304688 None None None +8 2043 0.3200879991054535 562.6845703125 556.95556640625 None None None +8 2044 0.32004907727241516 562.665283203125 556.9368896484375 None None None +8 2045 0.32008635997772217 562.73291015625 557.00390625 None None None +8 2046 0.32004913687705994 562.7014770507812 556.97314453125 None None None +8 2047 0.3200211524963379 562.7116088867188 556.9837646484375 None None None +8 2048 0.3199835419654846 562.6710815429688 556.9439697265625 None None None +8 2049 0.3200022280216217 562.6382446289062 556.9108276367188 None None None +8 2050 0.3200150728225708 562.6197509765625 556.8920288085938 None None None +8 2051 0.3199754059314728 562.6443481445312 556.9174194335938 None None None +8 2052 0.319934219121933 562.6585083007812 556.9323120117188 None None None +8 2053 0.31994736194610596 562.6546630859375 556.9281616210938 None None None +8 2054 0.31994470953941345 562.65380859375 556.9273681640625 None None None +8 2055 0.3199353814125061 562.6714477539062 556.9451293945312 None None None +8 2056 0.31997400522232056 562.6822509765625 556.9552612304688 None None None +8 2057 0.3202018439769745 562.7235717773438 556.9926147460938 None None None +8 2058 0.3201526999473572 562.7205810546875 556.9905395507812 None None None +8 2059 0.32013288140296936 562.7401123046875 557.0103759765625 None None None +8 2060 0.3201066851615906 562.7329711914062 557.0037231445312 None None None +8 2061 0.3200903534889221 562.7284545898438 556.99951171875 None None None +8 2062 0.32008427381515503 562.7177124023438 556.9888305664062 None None None +8 2063 0.3200855255126953 562.6829223632812 556.9541015625 None None None +8 2064 0.3201158940792084 562.67822265625 556.9489135742188 None None None +8 2065 0.3201031982898712 562.6951293945312 556.9659423828125 None None None +8 2066 0.32009926438331604 562.713623046875 556.9844970703125 None None None +8 2067 0.3201150894165039 562.7062377929688 556.976806640625 None None None +8 2068 0.320074200630188 562.7169799804688 556.9883422851562 None None None +8 2069 0.320071816444397 562.75830078125 557.0297241210938 None None None +8 2070 0.3200433552265167 562.7496948242188 557.0216064453125 None None None +8 2071 0.3200809359550476 562.7391357421875 557.0103759765625 None None None +8 2072 0.32004430890083313 562.7107543945312 556.9826049804688 None None None +8 2073 0.32008597254753113 562.7467651367188 557.0179443359375 None None None +8 2074 0.3200855255126953 562.7532348632812 557.0244140625 None None None +8 2075 0.3200891613960266 562.748291015625 557.0194091796875 None None None +8 2076 0.320126473903656 562.7698364257812 557.0403442382812 None None None +8 2077 0.3201257586479187 562.7979125976562 557.0684814453125 None None None +8 2078 0.32013407349586487 562.801025390625 557.0714111328125 None None None +8 2079 0.3200870156288147 562.7890014648438 557.0602416992188 None None None +8 2080 0.32011500000953674 562.773681640625 557.0443115234375 None None None +8 2081 0.3200926184654236 562.7412719726562 557.0123901367188 None None None +8 2082 0.32004499435424805 562.7359008789062 557.0078125 None None None +8 2083 0.3200148642063141 562.73046875 557.0029296875 None None None +8 2084 0.31997233629226685 562.6903076171875 556.9635620117188 None None None +8 2085 0.3199821710586548 562.699462890625 556.9724731445312 None None None +8 2086 0.3199852705001831 562.7232666015625 556.9962158203125 None None None +8 2087 0.32000264525413513 562.6947631835938 556.9674072265625 None None None +8 2088 0.3200458884239197 562.68896484375 556.9608154296875 None None None +8 2089 0.32004329562187195 562.6942138671875 556.9661254882812 None None None +8 2090 0.32000046968460083 562.7045288085938 556.9772338867188 None None None +8 2091 0.3199842572212219 562.70068359375 556.9736328125 None None None +8 2092 0.31997358798980713 562.6914672851562 556.964599609375 None None None +8 2093 0.3199559152126312 562.6934814453125 556.9668579101562 None None None +8 2094 0.3199288547039032 562.7031860351562 556.9771118164062 None None None +8 2095 0.3199458420276642 562.6952514648438 556.9688110351562 None 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None +9 1922 0.3084385395050049 560.8123168945312 555.2914428710938 None None None +9 1923 0.3084448277950287 560.7781982421875 555.2572021484375 None None None +9 1924 0.30844876170158386 560.7499389648438 555.2288208007812 None None None +9 1925 0.3084893226623535 560.7362670898438 555.21435546875 None None None +9 1926 0.3085109293460846 560.7488403320312 555.2265625 None None None +9 1927 0.3085331320762634 560.7420043945312 555.2193603515625 None None None +9 1928 0.3085556924343109 560.7373046875 555.2141723632812 None None None +9 1929 0.3085431456565857 560.7276000976562 555.2046508789062 None None None +9 1930 0.3085343837738037 560.7315063476562 555.2086791992188 None None None +9 1931 0.3085484206676483 560.741455078125 555.2184448242188 None None None +9 1932 0.30853375792503357 560.7549438476562 555.2321166992188 None None None +9 1933 0.308586448431015 560.72802734375 555.2042236328125 None None None +9 1934 0.3085625469684601 560.7245483398438 555.2012329101562 None None None +9 1935 0.308622807264328 560.728271484375 555.203857421875 None None None +9 1936 0.30858319997787476 560.750732421875 555.22705078125 None None None +9 1937 0.30854225158691406 560.716064453125 555.193115234375 None None None +9 1938 0.3085470199584961 560.6866455078125 555.16357421875 None None None +9 1939 0.3085487186908722 560.6746826171875 555.151611328125 None None None +9 1940 0.3085569143295288 560.6578979492188 555.1347045898438 None None None +9 1941 0.3085547983646393 560.6492919921875 555.1260986328125 None None None +9 1942 0.30850356817245483 560.6337280273438 555.111572265625 None None None +9 1943 0.3084706664085388 560.6179809570312 555.0963745117188 None None None +9 1944 0.3085232377052307 560.5982666015625 555.07568359375 None None None +9 1945 0.30854034423828125 560.6080932617188 555.0852661132812 None None None +9 1946 0.3085385262966156 560.6029052734375 555.0801391601562 None None None +9 1947 0.3085372745990753 560.5763549804688 555.0535888671875 None None None +9 1948 0.30856576561927795 560.5540771484375 555.03076171875 None None None +9 1949 0.3085937201976776 560.5614624023438 555.0377197265625 None None None +9 1950 0.30857086181640625 560.61865234375 555.0952758789062 None None None +9 1951 0.30855536460876465 560.64013671875 555.1170043945312 None None None +9 1952 0.3085739016532898 560.6307373046875 555.1073608398438 None None None +9 1953 0.3085804581642151 560.5980224609375 555.074462890625 None None None +9 1954 0.3085807263851166 560.5999145507812 555.076416015625 None None None +9 1955 0.30858927965164185 560.5821533203125 555.0584716796875 None None None +9 1956 0.30864208936691284 560.56689453125 555.042236328125 None None None +9 1957 0.3086419105529785 560.5768432617188 555.0521850585938 None None None +9 1958 0.3086530268192291 560.5792846679688 555.054443359375 None None None +9 1959 0.3086438477039337 560.5772094726562 555.052490234375 None None None +9 1960 0.3086259365081787 560.560546875 555.0360717773438 None None None +9 1961 0.3086501955986023 560.5524291992188 555.0275268554688 None None None +9 1962 0.308720201253891 560.5662231445312 555.0400390625 None None None +9 1963 0.30869412422180176 560.5799560546875 555.05419921875 None None None +9 1964 0.30869242548942566 560.6005859375 555.0748901367188 None None None +9 1965 0.30875125527381897 560.6530151367188 555.1262817382812 None None None +9 1966 0.30875205993652344 560.6680297851562 555.1412353515625 None None None +9 1967 0.3087846040725708 560.6595458984375 555.1322021484375 None None None +9 1968 0.3087669312953949 560.6083374023438 555.081298828125 None None None +9 1969 0.30880239605903625 560.6278686523438 555.1002197265625 None None None +9 1970 0.30881574749946594 560.6104736328125 555.0825805664062 None None None +9 1971 0.30883753299713135 560.6126098632812 555.0842895507812 None None None +9 1972 0.30882903933525085 560.5957641601562 555.067626953125 None None None +9 1973 0.3088212013244629 560.61865234375 555.0906372070312 None None None +9 1974 0.3088362514972687 560.6495361328125 555.1212768554688 None None None +9 1975 0.30888989567756653 560.6795043945312 555.1503295898438 None None None +9 1976 0.3088342249393463 560.7289428710938 555.2007446289062 None None None +9 1977 0.30885374546051025 560.7589111328125 555.2303466796875 None None None +9 1978 0.30888402462005615 560.7604370117188 555.2313232421875 None None None +9 1979 0.3088392913341522 560.7626953125 555.2343139648438 None None None +9 1980 0.3088989853858948 560.7608642578125 555.2314453125 None None None +9 1981 0.30893588066101074 560.7600708007812 555.22998046875 None None None +9 1982 0.3089260160923004 560.7571411132812 555.2272338867188 None None None +9 1983 0.3089219629764557 560.7493286132812 555.219482421875 None None None +9 1984 0.3089391589164734 560.7383422851562 555.208251953125 None None None +9 1985 0.3089423179626465 560.7515869140625 555.221435546875 None None None +9 1986 0.30897074937820435 560.7328491210938 555.2022094726562 None None None +9 1987 0.30899229645729065 560.7120361328125 555.1809692382812 None None None +9 1988 0.3089793622493744 560.7039794921875 555.1732177734375 None None None +9 1989 0.3090274930000305 560.7014770507812 555.1698608398438 None None None +9 1990 0.3090115487575531 560.6887817382812 555.157470703125 None None None +9 1991 0.30900487303733826 560.681884765625 555.1507568359375 None None None +9 1992 0.3089902997016907 560.671142578125 555.1402587890625 None None None +9 1993 0.3090053200721741 560.658203125 555.1270141601562 None None None +9 1994 0.30901506543159485 560.6472778320312 555.1159057617188 None None None +9 1995 0.30901727080345154 560.6734619140625 555.1420288085938 None None None +9 1996 0.3090125620365143 560.6881713867188 555.1567993164062 None None None +9 1997 0.30898237228393555 560.6879272460938 555.1571044921875 None None None +9 1998 0.30903416872024536 560.6961669921875 555.1643676757812 None None None +9 1999 0.30903807282447815 560.7014770507812 555.1696166992188 None None None +9 2000 0.3090212047100067 560.6671142578125 555.1355590820312 None None None +9 2001 0.309021532535553 560.6483764648438 555.1168212890625 None None None +9 2002 0.3090013563632965 560.7025756835938 555.1714477539062 None None None +9 2003 0.3090004622936249 560.6577758789062 555.1266479492188 None None None +9 2004 0.3089672029018402 560.6742553710938 555.1436767578125 None None None +9 2005 0.30897241830825806 560.7283325195312 555.1976318359375 None None None +9 2006 0.30892637372016907 560.745361328125 555.215576171875 None None None +9 2007 0.3089032769203186 560.718994140625 555.1895751953125 None None None +9 2008 0.3088773787021637 560.6912231445312 555.1622314453125 None None None +9 2009 0.308908075094223 560.6864624023438 555.1569213867188 None None None +9 2010 0.30891337990760803 560.6867065429688 555.1570434570312 None None None +9 2011 0.30892184376716614 560.6880493164062 555.1582641601562 None None None +9 2012 0.3089238703250885 560.6635131835938 555.1336059570312 None None None +9 2013 0.30890384316444397 560.6634521484375 555.1339111328125 None None None +9 2014 0.3088979423046112 560.7201538085938 555.1907348632812 None None None +9 2015 0.3089035153388977 560.7432250976562 555.2138061523438 None None None +9 2016 0.3089005947113037 560.7266845703125 555.197265625 None None None +9 2017 0.3088739812374115 560.7483520507812 555.2193603515625 None None None +9 2018 0.3088640868663788 560.7261352539062 555.1973266601562 None None None +9 2019 0.3088389039039612 560.7244873046875 555.1961059570312 None None None +9 2020 0.30881407856941223 560.7105102539062 555.1825561523438 None None None +9 2021 0.3087896406650543 560.7233276367188 555.1958618164062 None None None +9 2022 0.30874815583229065 560.6998291015625 555.1730346679688 None None None +9 2023 0.30880963802337646 560.7251586914062 555.1972045898438 None None None +9 2024 0.3088492453098297 560.7465209960938 555.2178955078125 None None None +9 2025 0.3088306188583374 560.7730102539062 555.2446899414062 None None None +9 2026 0.30886349081993103 560.7562866210938 555.2273559570312 None None None +9 2027 0.3089311718940735 560.7409057617188 555.2107543945312 None None None +9 2028 0.3089273273944855 560.7302856445312 555.2001953125 None None None +9 2029 0.3089437782764435 560.7196044921875 555.189208984375 None None None +9 2030 0.3090701401233673 560.7850341796875 555.2523803710938 None None None +9 2031 0.3090912699699402 560.7954711914062 555.262451171875 None None None +9 2032 0.3090585768222809 560.7952880859375 555.2628784179688 None None None +9 2033 0.30905547738075256 560.8319702148438 555.299560546875 None None None +9 2034 0.30903124809265137 560.8644409179688 555.3324584960938 None None None +9 2035 0.30903053283691406 560.8184814453125 555.2864990234375 None None None +9 2036 0.30902594327926636 560.81396484375 555.2820434570312 None None None +9 2037 0.3090474307537079 560.8306274414062 555.29833984375 None None None +9 2038 0.3090682625770569 560.8212890625 555.2886352539062 None None None +9 2039 0.30907073616981506 560.7842407226562 555.2515258789062 None None None +9 2040 0.30911117792129517 560.8057861328125 555.2723388671875 None None None +9 2041 0.30914461612701416 560.8159790039062 555.281982421875 None None None +9 2042 0.3091822564601898 560.8428955078125 555.3081665039062 None None None +9 2043 0.3091907203197479 560.8215942382812 555.2867431640625 None None None +9 2044 0.30919408798217773 560.829345703125 555.29443359375 None None None +9 2045 0.3092266023159027 560.8281860351562 555.2927856445312 None None None +9 2046 0.3091943860054016 560.8495483398438 555.314697265625 None None None +9 2047 0.30918100476264954 560.85546875 555.32080078125 None None None +9 2048 0.3091934323310852 560.8589477539062 555.3240356445312 None None None +9 2049 0.3092145323753357 560.8634033203125 555.328125 None None None +9 2050 0.3092096745967865 560.8799438476562 555.3447265625 None None None +9 2051 0.30921342968940735 560.9164428710938 555.3811645507812 None None None +9 2052 0.3092942237854004 560.867431640625 555.3307495117188 None None None +9 2053 0.3092459738254547 560.886962890625 555.3511352539062 None None None +9 2054 0.3092811405658722 560.8765258789062 555.3400268554688 None None None +9 2055 0.30931562185287476 560.8726196289062 555.3355712890625 None None None +9 2056 0.30933043360710144 560.8923950195312 555.35498046875 None None None +9 2057 0.30929848551750183 560.88232421875 555.3455200195312 None None None +9 2058 0.30932188034057617 560.8910522460938 555.3538208007812 None None None +9 2059 0.30930715799331665 560.8794555664062 555.3424682617188 None None None +9 2060 0.30932581424713135 560.8977661132812 555.3605346679688 None None None +9 2061 0.3092655539512634 560.902587890625 555.3663940429688 None None None +9 2062 0.30923205614089966 560.8973388671875 555.36181640625 None None None +9 2063 0.30921992659568787 560.8986206054688 555.36328125 None None None +9 2064 0.30920132994651794 560.9072875976562 555.372314453125 None None None +9 2065 0.3091975748538971 560.8753662109375 555.3405151367188 None None None +9 2066 0.3092113733291626 560.8458251953125 555.310791015625 None None None +9 2067 0.3092300295829773 560.8646850585938 555.3292236328125 None None None +9 2068 0.3091890811920166 560.8348999023438 555.3002319335938 None None None +9 2069 0.3091874122619629 560.8571166992188 555.322509765625 None None None +9 2070 0.30917394161224365 560.8706665039062 555.3363037109375 None None None +9 2071 0.3091881573200226 560.843505859375 555.3089599609375 None None None +9 2072 0.3091790974140167 560.862060546875 555.3275756835938 None None None +9 2073 0.30934619903564453 560.8604125976562 555.322998046875 None None None +9 2074 0.30938008427619934 560.855712890625 555.3176879882812 None None None +9 2075 0.3093825876712799 560.8449096679688 555.3068237304688 None None None 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None +9 2089 0.30926480889320374 560.862060546875 555.3261108398438 None None None +9 2090 0.3092788755893707 560.8666381835938 555.3304443359375 None None None +9 2091 0.3092612624168396 560.8472290039062 555.3113403320312 None None None +9 2092 0.3092842400074005 560.861328125 555.3250732421875 None None None +9 2093 0.3092696964740753 560.8583984375 555.3223876953125 None None None +9 2094 0.30927571654319763 560.8591918945312 555.3231201171875 None None None +9 2095 0.30927595496177673 560.8572387695312 555.3211669921875 None None None +9 2096 0.30931806564331055 560.8630981445312 555.3262329101562 None None None +9 2097 0.3093687891960144 560.8253173828125 555.28759765625 None None None +9 2098 0.3093660771846771 560.810546875 555.2728881835938 None None None +9 2099 0.3094092011451721 560.7979125976562 555.2594604492188 None None None +9 2100 0.30938801169395447 560.808349609375 555.270263671875 None None None +9 2101 0.3093830347061157 560.8186645507812 555.2807006835938 None 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0.28321748971939087 554.6105346679688 549.5404663085938 None None None +10 1916 0.2832488715648651 554.6222534179688 549.5516357421875 None None None +10 1917 0.28323057293891907 554.6082763671875 549.5380249023438 None None None +10 1918 0.28322240710258484 554.5780639648438 549.5079345703125 None None None +10 1919 0.2832232415676117 554.596923828125 549.5267944335938 None None None +10 1920 0.28320300579071045 554.5927124023438 549.52294921875 None None None +10 1921 0.2831648588180542 554.5897216796875 549.5206909179688 None None None +10 1922 0.2831273376941681 554.6134033203125 549.5450439453125 None None None +10 1923 0.2831633687019348 554.592529296875 549.5234375 None None None +10 1924 0.283140629529953 554.5911254882812 549.5224609375 None None None +10 1925 0.2831220030784607 554.578125 549.5098876953125 None None None +10 1926 0.28315937519073486 554.568359375 549.4993896484375 None None None +10 1927 0.2831726372241974 554.5592041015625 549.489990234375 None None None +10 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0.28298646211624146 554.2954711914062 549.2294311523438 None None None +10 2005 0.2829795181751251 554.2843627929688 549.218505859375 None None None +10 2006 0.28293469548225403 554.3134155273438 549.2483520507812 None None None +10 2007 0.28299248218536377 554.3175048828125 549.2513427734375 None None None +10 2008 0.28298047184944153 554.3306274414062 549.2647094726562 None None None +10 2009 0.28304266929626465 554.3026123046875 549.235595703125 None None None +10 2010 0.28312039375305176 554.32470703125 549.2562866210938 None None None +10 2011 0.2831170856952667 554.3014526367188 549.2330932617188 None None None +10 2012 0.28310975432395935 554.3282470703125 549.260009765625 None None None +10 2013 0.28311392664909363 554.3478393554688 549.2794799804688 None None None +10 2014 0.28309836983680725 554.3377685546875 549.2696533203125 None None None +10 2015 0.28313204646110535 554.3423461914062 549.273681640625 None None None +10 2016 0.2831447422504425 554.3460693359375 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0.2607937753200531 547.9428100585938 543.2742309570312 None None None +12 1878 0.2608076333999634 547.925048828125 543.2562255859375 None None None +12 1879 0.2607869803905487 547.92333984375 543.2548828125 None None None +12 1880 0.26077863574028015 547.9380493164062 543.269775390625 None None None +12 1881 0.26085251569747925 547.9314575195312 543.2619018554688 None None None +12 1882 0.2609090805053711 547.9263305664062 543.2557373046875 None None None +12 1883 0.2609596252441406 547.925048828125 543.2534790039062 None None None +12 1884 0.26090672612190247 547.9014282226562 543.2308959960938 None None None +12 1885 0.2609049677848816 547.9201049804688 543.2495727539062 None None None +12 1886 0.26095321774482727 547.9345092773438 543.2630615234375 None None None +12 1887 0.26097044348716736 547.9066162109375 543.2349243164062 None None None +12 1888 0.26094192266464233 547.9153442382812 543.244140625 None None None +12 1889 0.2609283924102783 547.9197387695312 543.248779296875 None 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0.26088687777519226 547.7185668945312 543.0484008789062 None None None +12 1929 0.2608513832092285 547.7430419921875 543.073486328125 None None None +12 1930 0.26088616251945496 547.7499389648438 543.0797729492188 None None None +12 1931 0.260870099067688 547.7539672851562 543.0841064453125 None None None +12 1932 0.2609209418296814 547.7516479492188 543.080810546875 None None None +12 1933 0.2609112858772278 547.7105102539062 543.0398559570312 None None None +12 1934 0.2609386742115021 547.6830444335938 543.011962890625 None None None +12 1935 0.26096802949905396 547.6708984375 542.9992065429688 None None None +12 1936 0.26095643639564514 547.6595458984375 542.988037109375 None None None +12 1937 0.2609579563140869 547.669189453125 542.9976196289062 None None None +12 1938 0.2609061896800995 547.6859741210938 543.0153198242188 None None None +12 1939 0.26094621419906616 547.69970703125 543.0284423828125 None None None +12 1940 0.26101329922676086 547.7019653320312 543.0294189453125 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0.2396005541086197 541.2296752929688 536.9407348632812 None None None +14 1923 0.23962940275669098 541.2837524414062 536.9942626953125 None None None +14 1924 0.23964017629623413 541.2774047851562 536.98779296875 None None None +14 1925 0.23965482413768768 541.2969360351562 537.007080078125 None None None +14 1926 0.23966416716575623 541.2940673828125 537.0040283203125 None None None +14 1927 0.23971569538116455 541.2825317382812 536.9915771484375 None None None +14 1928 0.23974627256393433 541.2882080078125 536.9967041015625 None None None +14 1929 0.2397584319114685 541.2964477539062 537.0046997070312 None None None +14 1930 0.23975062370300293 541.3089599609375 537.0173950195312 None None None +14 1931 0.23972252011299133 541.2815551757812 536.990478515625 None None None +14 1932 0.239710733294487 541.2854614257812 536.99462890625 None None None +14 1933 0.23971791565418243 541.2930908203125 537.0021362304688 None None None +14 1934 0.2396981418132782 541.2852172851562 536.99462890625 None None None +14 1935 0.2396891862154007 541.3118896484375 537.0214233398438 None None None +14 1936 0.23968662321567535 541.2940063476562 537.0036010742188 None None None +14 1937 0.2396959364414215 541.2904052734375 536.9998168945312 None None None +14 1938 0.23971258103847504 541.28955078125 536.9987182617188 None None None +14 1939 0.23970195651054382 541.2777709960938 536.9871215820312 None None None +14 1940 0.23972749710083008 541.3106079101562 537.0194702148438 None None None +14 1941 0.2397526651620865 541.341552734375 537.0499877929688 None None None +14 1942 0.2397274672985077 541.3591918945312 537.0680541992188 None None None +14 1943 0.23971353471279144 541.3987426757812 537.1078491210938 None None None +14 1944 0.23973587155342102 541.3623046875 537.0709838867188 None None None +14 1945 0.2397506684064865 541.3630981445312 537.0714111328125 None None None +14 1946 0.23977428674697876 541.3809204101562 537.0888671875 None None None +14 1947 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None +14 1998 0.2397102564573288 541.4827270507812 537.1920776367188 None None None +14 1999 0.23966871201992035 541.4529418945312 537.1631469726562 None None None +14 2000 0.23969997465610504 541.4365234375 537.1461181640625 None None None +14 2001 0.2396954596042633 541.4036254882812 537.1133422851562 None None None +14 2002 0.23967185616493225 541.38720703125 537.0973510742188 None None None +14 2003 0.23965799808502197 541.3591918945312 537.069580078125 None None None +14 2004 0.2396482527256012 541.3755493164062 537.0861206054688 None None None +14 2005 0.23961906135082245 541.3738403320312 537.0849609375 None None None +14 2006 0.2396060973405838 541.3627319335938 537.0740966796875 None None None +14 2007 0.23959925770759583 541.3493041992188 537.060791015625 None None None +14 2008 0.2396441549062729 541.307861328125 537.0185546875 None None None +14 2009 0.23965796828269958 541.2869873046875 536.9973754882812 None None None +14 2010 0.239643856883049 541.2772827148438 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535.2623291015625 None None None +15 1935 0.23177257180213928 539.3776245117188 535.2293701171875 None None None +15 1936 0.23174206912517548 539.4322509765625 535.2846069335938 None None None +15 1937 0.23172910511493683 539.4332275390625 535.2858276367188 None None None +15 1938 0.23173050582408905 539.42626953125 535.27880859375 None None None +15 1939 0.23174776136875153 539.4606323242188 535.3128662109375 None None None +15 1940 0.23172970116138458 539.4486083984375 535.3012084960938 None None None +15 1941 0.23173965513706207 539.4193115234375 535.271728515625 None None None +15 1942 0.23170924186706543 539.43212890625 535.2850341796875 None None None +15 1943 0.23173747956752777 539.3949584960938 535.2473754882812 None None None +15 1944 0.23171347379684448 539.399169921875 535.2520751953125 None None None +15 1945 0.23167604207992554 539.405517578125 535.2590942382812 None None None +15 1946 0.2316732406616211 539.4161376953125 535.2697143554688 None None None +15 1947 0.23167265951633453 539.4266357421875 535.2802124023438 None None None +15 1948 0.23164929449558258 539.4210815429688 535.2750854492188 None None None +15 1949 0.23162433505058289 539.4083862304688 535.2628173828125 None None None +15 1950 0.2316102385520935 539.4072265625 535.261962890625 None None None +15 1951 0.23159988224506378 539.4188232421875 535.273681640625 None None None +15 1952 0.231601744890213 539.4384155273438 535.2932739257812 None None None +15 1953 0.23159582912921906 539.431396484375 535.286376953125 None None None +15 1954 0.23160822689533234 539.4407958984375 535.2955932617188 None None None +15 1955 0.2315737009048462 539.443359375 535.2987670898438 None None None +15 1956 0.2315472811460495 539.46923828125 535.3251342773438 None None None +15 1957 0.23157961666584015 539.4628295898438 535.318115234375 None None None +15 1958 0.23158033192157745 539.4735717773438 535.328857421875 None None None +15 1959 0.2315378338098526 539.4718017578125 535.327880859375 None 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535.3660888671875 None None None +15 1973 0.23153090476989746 539.5088500976562 535.3650512695312 None None None +15 1974 0.23157426714897156 539.4976806640625 535.3532104492188 None None None +15 1975 0.23156504333019257 539.4953002929688 535.3510131835938 None None None +15 1976 0.23155677318572998 539.5503540039062 535.4061889648438 None None None +15 1977 0.2315584421157837 539.5505981445312 535.4063720703125 None None None +15 1978 0.23152703046798706 539.5523681640625 535.4087524414062 None None None +15 1979 0.23154520988464355 539.5302124023438 535.3862915039062 None None None +15 1980 0.23156414926052094 539.537353515625 535.3930053710938 None None None +15 1981 0.23157590627670288 539.5602416992188 535.415771484375 None None None +15 1982 0.2315790355205536 539.60205078125 535.4574584960938 None None None +15 1983 0.23161299526691437 539.5911865234375 535.446044921875 None None None +15 1984 0.23158442974090576 539.5928955078125 535.4482421875 None None None +15 1985 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535.5289306640625 None None None +15 2011 0.23171301186084747 539.67431640625 535.5274047851562 None None None +15 2012 0.23170976340770721 539.6817626953125 535.534912109375 None None None +15 2013 0.23176272213459015 539.6586303710938 535.5108032226562 None None None +15 2014 0.23177270591259003 539.6780395507812 535.530029296875 None None None +15 2015 0.23175019025802612 539.681396484375 535.5338134765625 None None None +15 2016 0.23175053298473358 539.685302734375 535.5377197265625 None None None +15 2017 0.23173317313194275 539.672119140625 535.5248413085938 None None None +15 2018 0.23171696066856384 539.666748046875 535.5198364257812 None None None +15 2019 0.23172669112682343 539.6834716796875 535.536376953125 None None None +15 2020 0.23169240355491638 539.6701049804688 535.523681640625 None None None +15 2021 0.23169633746147156 539.7059936523438 535.5594482421875 None None None +15 2022 0.23169134557247162 539.7061767578125 535.5597534179688 None None None +15 2023 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539.6569213867188 535.5090942382812 None None None +15 2364 0.23174546658992767 539.6417846679688 535.4944458007812 None None None +15 2365 0.23175205290317535 539.62451171875 535.47705078125 None None None +15 2366 0.2317362129688263 539.6429443359375 535.4957275390625 None None None +15 2367 0.2317197322845459 539.6441650390625 535.4972534179688 None None None +15 2368 0.23170816898345947 539.6248168945312 535.4781494140625 None None None +15 2369 0.2317051738500595 539.611572265625 535.4649047851562 None None None +15 2370 0.23176681995391846 539.6057739257812 535.4580078125 None None None +15 2371 0.23175521194934845 539.5912475585938 535.4436645507812 None None None +15 2372 0.23176318407058716 539.6073608398438 535.459716796875 None None None +15 2373 0.23176945745944977 539.610107421875 535.4623413085938 None None None +15 2374 0.23175643384456635 539.604736328125 535.4571533203125 None None None +15 2375 0.23172275722026825 539.5950927734375 535.4481811523438 None None None +15 2376 0.23173068463802338 539.606689453125 535.4595947265625 None None None +15 2377 0.2317265272140503 539.6031494140625 535.4561157226562 None None None +15 2378 0.23174332082271576 539.6039428710938 535.4566040039062 None None None +15 2379 0.23176173865795135 539.6133422851562 535.4656372070312 None None None +15 2380 0.231759712100029 539.5818481445312 535.4342041015625 None None None +15 2381 0.23175765573978424 539.5789794921875 535.4312744140625 None None None +15 2382 0.2317468225955963 539.5663452148438 535.4188842773438 None None None +15 2383 0.2317935675382614 539.5718383789062 535.4235229492188 None None None +15 2384 0.2318112850189209 539.5570678710938 535.408447265625 None None None diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.bias_formatting.stderr.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb562206e1e23aad91469c9799c1ff815a18c1d9 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.bias_formatting.stderr.txt @@ -0,0 +1,38 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 02:23:11.887781: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:14.168411: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:14.171988: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 02:23:14.845395: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8a:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-15 02:23:14.845476: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:14.867768: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:14.867825: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:14.877104: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:14.881607: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:14.897086: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:14.901296: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:14.902207: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:14.913780: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:14.914166: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 02:23:14.915376: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:14.924734: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8a:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-15 02:23:14.924780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:14.924812: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:14.924837: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:14.924859: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:14.924880: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:14.924900: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:14.924920: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:14.924940: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:14.967060: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:14.969455: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:18.072880: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 02:23:18.072939: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 02:23:18.072952: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 02:23:18.137601: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75650 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:8a:00.0, compute capability: 8.0) +2023-07-15 02:23:19.293870: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.bias_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..3709051f5f9b9555a03bfbe35a8ff8361f1ad27f --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/new_model_formats/bias_model_scaled diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet.params.json b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..faed05c61bb14cf6afecfb180f7636bef2b945be --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "17.9", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/bias_model_scaled.h5", + "inputlen": "2114", + "outputlen": "1000", + "max_jitter": "500", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json", + "negative_sampling_ratio": "0.1" +} \ No newline at end of file diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_data_params.tsv b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..1d04d2b9f3483143dfdff8c5be49fe745c3e52f1 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 19.0 +counts_sum_max_thresh 2358.72 +trainings_pts_post_thresh 171074 diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_formatting.stderr.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..fbaee28f4a2a53e844f9bc428e09c4f340a292ee --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_formatting.stderr.txt @@ -0,0 +1,40 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 01:19:30.802167: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.846927: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.851396: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 01:19:33.892252: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:82:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.892386: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.921147: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.921270: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.936903: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.943373: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.968543: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.974405: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.975648: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.985056: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.985428: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 01:19:33.986319: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.986662: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:82:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.986699: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.986733: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.986764: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.986794: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.986824: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.986854: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.986883: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.986913: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.988415: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.989807: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:35.774067: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 01:19:35.774189: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 01:19:35.774210: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 01:19:35.777374: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:82:00.0, compute capability: 6.0) +2023-07-15 01:19:38.258795: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..88d553582063e48ffa372a64e7875d9a04c5f685 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/new_model_formats/chrombpnet diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_model_params.tsv b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..e1b8928f29910323abfa488e2dc5dea5cdaa8325 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 17.9 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..e18f0b5dd449215b4f9e10c0244ad6ae249f2ecd --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/new_model_formats/chrombpnet_wo_bias diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..e18f0b5dd449215b4f9e10c0244ad6ae249f2ecd --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1/new_model_formats/chrombpnet_wo_bias diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.epoch_loss.csv b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..cd227af184aa8b5f253a534e2d570e245b13848b --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.epoch_loss.csv @@ -0,0 +1,17 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,0.8490366339683533,604.2081909179688,619.4058227539062,0.5019031167030334,666.7008666992188,675.6846923828125 +1,0.4321649670600891,577.0258178710938,584.7623291015625,0.3946145474910736,661.0097045898438,668.0731811523438 +2,0.39686015248298645,570.9749755859375,578.0789184570312,0.3851057291030884,658.6902465820312,665.5836791992188 +3,0.37111490964889526,566.2988891601562,572.9425659179688,0.36369991302490234,655.8915405273438,662.4019165039062 +4,0.3588341474533081,563.791748046875,570.2144165039062,0.3746083378791809,652.632568359375,659.3378295898438 +5,0.34485986828804016,561.6707153320312,567.8442993164062,0.34686264395713806,651.884765625,658.0936279296875 +6,0.334553986787796,559.4332275390625,565.422607421875,0.37940436601638794,650.67138671875,657.4624633789062 +7,0.32683613896369934,558.2949829101562,564.1448364257812,0.3604302406311035,656.04931640625,662.5009765625 +8,0.31998008489608765,556.7009887695312,562.4283447265625,0.33836817741394043,655.231689453125,661.2886352539062 +9,0.3105056583881378,555.5450439453125,561.1036987304688,0.3570713698863983,655.3087768554688,661.7000732421875 +10,0.282245397567749,548.9189453125,553.9721069335938,0.32445356249809265,648.2679443359375,654.0755615234375 +11,0.27055975794792175,545.7904052734375,550.6329956054688,0.3502254784107208,650.9715576171875,657.2408447265625 +12,0.2611567974090576,543.0100708007812,547.685302734375,0.3299657702445984,654.0361938476562,659.9423217773438 +13,0.25443994998931885,541.4747314453125,546.029541015625,0.3281491696834564,655.8395385742188,661.713134765625 +14,0.23957541584968567,537.145263671875,541.433349609375,0.33526840806007385,654.2508544921875,660.252197265625 +15,0.2318112850189209,535.408447265625,539.5570678710938,0.3341778814792633,654.5642700195312,660.546142578125 diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stderr.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8f4ba24c5fac928aebdc297ce39736de185fdad --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stderr.txt @@ -0,0 +1,332 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2022-10-17 00:00:13.079755: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:05:58.060545: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:05:58.064540: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 00:05:58.388635: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:05:58.388720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:05:58.409341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:05:58.409411: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:05:58.420020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:05:58.424965: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:05:58.442337: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:05:58.446748: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:05:58.447801: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:05:58.451427: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:05:58.451768: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 00:05:58.452531: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:05:58.453761: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:05:58.453793: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:05:58.453811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:05:58.453825: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:05:58.453839: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:05:58.453859: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:05:58.453873: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:05:58.453885: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:05:58.453898: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:05:58.456211: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:05:58.457503: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:05:59.972422: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 00:05:59.972620: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 00:05:59.972636: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 00:05:59.978326: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +2022-10-17 00:06:01.730880: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 00:06:01.743958: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 00:06:01.924319: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:03.305787: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:03.313600: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:32.588409: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:34.274712: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:06:34.275771: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 00:06:34.461809: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:06:34.461894: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:34.464339: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:34.464387: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:34.465640: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:06:34.465965: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:06:34.468478: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:06:34.469086: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:06:34.469374: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:34.471079: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:06:34.471419: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 00:06:34.471487: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:06:34.472341: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:06:34.472365: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:34.472385: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:34.472400: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:34.472414: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:06:34.472427: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:06:34.472440: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:06:34.472453: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:06:34.472466: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:34.474034: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:06:34.474069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:35.020341: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 00:06:35.020428: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 00:06:35.020442: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 00:06:35.023024: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +2022-10-17 00:11:37.750656: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 00:11:37.751159: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 00:11:39.107696: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:11:39.592574: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:11:39.608787: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:11:43.005548: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-17 01:49:09.945830: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:12.484191: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:49:12.485681: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:49:12.689135: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:49:12.689232: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:12.691828: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:49:12.691907: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:49:12.693021: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:49:12.693331: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:49:12.695701: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:49:12.696291: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:49:12.696629: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:49:12.698288: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:49:12.698629: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:49:12.698701: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:49:12.699544: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:49:12.699569: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:12.699588: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:49:12.699603: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:49:12.699617: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:49:12.699631: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:49:12.699644: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:49:12.699657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:49:12.699670: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:49:12.701244: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:49:12.701278: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:13.201845: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:49:13.201945: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:49:13.201960: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:49:13.204635: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +2022-10-17 01:51:09.355494: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:51:09.358681: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 01:51:09.433036: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:51:09.908269: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:51:09.910357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 01:53:21.577781: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:23.901997: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:53:23.903192: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:53:24.108889: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:53:24.108975: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:24.111445: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:53:24.111496: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:53:24.112567: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:53:24.112848: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:53:24.115164: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:53:24.115730: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:53:24.116063: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:53:24.117727: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:53:24.118041: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:53:24.118111: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:53:24.118924: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:53:24.118946: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:24.118964: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:53:24.118979: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:53:24.118992: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:53:24.119006: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:53:24.119019: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:53:24.119031: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:53:24.119044: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:53:24.120581: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:53:24.120611: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:24.613406: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:53:24.613521: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:53:24.613536: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:53:24.616368: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 01:54:47.018124: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:54:47.020321: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 01:54:47.069614: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:54:47.557777: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:54:47.559314: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 01:56:51.112880: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:53.574490: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:56:53.575858: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:56:53.778910: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:56:53.778990: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:53.781430: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:56:53.781478: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:56:53.782524: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:56:53.782802: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:56:53.785115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:56:53.785667: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:56:53.785984: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:56:53.787611: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:56:53.787923: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:56:53.787988: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:56:53.788797: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:56:53.788818: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:53.788859: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:56:53.788877: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:56:53.788891: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:56:53.788905: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:56:53.788918: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:56:53.788931: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:56:53.788944: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:56:53.790459: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:56:53.790494: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:54.285260: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:56:54.285357: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:56:54.285370: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:56:54.288004: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +2022-10-17 01:58:17.462757: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:58:17.464311: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 01:58:17.496980: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:58:17.974785: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:58:17.976264: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 01:59:23.364350: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:59:24.540550: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:59:24.542088: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:59:24.750036: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:59:24.750130: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:59:24.752469: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:59:24.752519: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:59:24.753539: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:59:24.753816: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:59:24.756016: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:59:24.756559: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:59:24.756896: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:59:24.758501: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:59:24.758797: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:59:24.758870: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:59:24.759671: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 01:59:24.759699: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:59:24.759718: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:59:24.759732: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:59:24.759746: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:59:24.759760: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:59:24.759773: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:59:24.759786: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:59:24.759799: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:59:24.761336: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:59:24.761372: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:59:25.253319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:59:25.253415: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:59:25.253429: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:59:25.256033: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 01:59:45.084414: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:59:45.084949: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 01:59:45.268062: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:59:45.782766: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:59:45.784438: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +mkdir: cannot create directory ‘/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_1//footprints’: File exists +2022-10-17 02:01:26.345675: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:01:27.539376: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:01:27.541250: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:01:27.754491: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:01:27.754574: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:01:27.756976: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:01:27.757029: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:01:27.758069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:01:27.758349: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:01:27.760588: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:01:27.761138: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:01:27.761451: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:01:27.763014: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:01:27.763340: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:01:27.763424: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:01:27.764217: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:81:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.21GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:01:27.764247: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:01:27.764264: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:01:27.764278: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:01:27.764292: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:01:27.764305: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:01:27.764319: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:01:27.764332: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:01:27.764345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:01:27.765827: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:01:27.765867: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:01:28.264527: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:01:28.264664: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:01:28.264677: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:01:28.267604: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75712 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:81:00.0, compute capability: 8.0) +2022-10-17 02:01:47.967598: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:01:47.968134: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794600000 Hz +2022-10-17 02:01:48.095286: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:01:48.613917: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:01:48.616139: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 diff --git a/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stdout.txt b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..30758e9f82a63d3e4aea9c44af32aa47d62bfd05 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR484UAU/logfile.modelling.fold_1.ENCSR484UAU.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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"/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.batch_loss.tsv b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..0469da2d1503d46122a685d51ce04ca9e0e0f4a1 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.batch_loss.tsv @@ -0,0 +1,35701 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.2468395233154297 705.6609497070312 665.667236328125 None None None +0 1 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None +0 1905 3.3477258682250977 700.2893676757812 640.6995239257812 None None None +0 1906 3.3463287353515625 700.2534790039062 640.6885375976562 None None None +0 1907 3.3448307514190674 700.1968994140625 640.6586303710938 None None None +0 1908 3.3434197902679443 700.1476440429688 640.6344604492188 None None None +0 1909 3.341986894607544 700.0924682617188 640.6047973632812 None None None +0 1910 3.3405840396881104 700.0565185546875 640.5938110351562 None None None +0 1911 3.339148998260498 700.0172729492188 640.5801391601562 None None None +0 1912 3.3377280235290527 699.9421997070312 640.5302734375 None None None +0 1913 3.3362350463867188 699.9306030273438 640.5452270507812 None None None +0 1914 3.3348095417022705 699.8563232421875 640.496337890625 None None None +0 1915 3.3333966732025146 699.7979125976562 640.4630737304688 None None None +0 1916 3.331935167312622 699.7635498046875 640.4547729492188 None None None +0 1917 3.3304879665374756 699.7320556640625 640.4490356445312 None None None +0 1918 3.329028606414795 699.7377319335938 640.480712890625 None None None +0 1919 3.3276262283325195 699.6757202148438 640.4436645507812 None None None +0 1920 3.3261778354644775 699.6107177734375 640.4044799804688 None None None +0 1921 3.3249106407165527 699.5791015625 640.3953857421875 None None None +0 1922 3.323422431945801 699.5107421875 640.353515625 None None None +0 1923 3.3219242095947266 699.4790649414062 640.3485107421875 None None None +0 1924 3.3204917907714844 699.4541625976562 640.3490600585938 None None None +0 1925 3.319063425064087 699.3837280273438 640.3040771484375 None None None +0 1926 3.31760835647583 699.335693359375 640.2819213867188 None None None +0 1927 3.3161537647247314 699.3120727539062 640.2841186523438 None None None +0 1928 3.3147575855255127 699.2841796875 640.2811889648438 None None None +0 1929 3.31329345703125 699.24658203125 640.2695922851562 None None None +0 1930 3.3118581771850586 699.2174682617188 640.2660522460938 None None None +0 1931 3.3103978633880615 699.1627197265625 640.2373046875 None None None +0 1932 3.308997392654419 699.1327514648438 640.2322387695312 None None None +0 1933 3.3075644969940186 699.1052856445312 640.2302856445312 None None None +0 1934 3.3062214851379395 699.0831298828125 640.2319946289062 None None None +0 1935 3.304788112640381 699.0665283203125 640.2409057617188 None None None +0 1936 3.3033668994903564 699.0508422851562 640.2505493164062 None None None +0 1937 3.301924467086792 698.9620971679688 640.1874389648438 None None None +0 1938 3.3004472255706787 698.9075317382812 640.1591186523438 None None None +0 1939 3.2990477085113525 698.8734130859375 640.1498413085938 None None None +0 1940 3.2977089881896973 698.8399047851562 640.1401977539062 None None None +0 1941 3.29626727104187 698.7476196289062 640.0736083984375 None None None +0 1942 3.294989824295044 698.762451171875 640.1111450195312 None None None +0 1943 3.2935829162597656 698.7614135742188 640.1351318359375 None None None +0 1944 3.2922329902648926 698.7374877929688 640.13525390625 None None None +0 1945 3.290832757949829 698.6897583007812 640.1124877929688 None None None +0 1946 3.289423942565918 698.6475830078125 640.0953369140625 None None None +0 1947 3.288015365600586 698.5927734375 640.065673828125 None None None +0 1948 3.286607503890991 698.5477294921875 640.045654296875 None None None +0 1949 3.2851641178131104 698.521240234375 640.0448608398438 None None None +0 1950 3.2838854789733887 698.486328125 640.03271484375 None None None +0 1951 3.2824208736419678 698.383544921875 639.9559936523438 None None None +0 1952 3.280919075012207 698.3200073242188 639.9191284179688 None None None +0 1953 3.2796475887298584 698.3059692382812 639.9277954101562 None None None +0 1954 3.2782905101776123 698.2796020507812 639.925537109375 None None None +0 1955 3.276879072189331 698.2178344726562 639.8888549804688 None None None +0 1956 3.275531768798828 698.1560668945312 639.8511352539062 None None None +0 1957 3.274158477783203 698.0982055664062 639.8176879882812 None None None +0 1958 3.27268648147583 698.0517578125 639.7974853515625 None None None +0 1959 3.271244764328003 698.0009765625 639.7723388671875 None None None +0 1960 3.2698023319244385 697.9393310546875 639.7363891601562 None None None +0 1961 3.268406629562378 697.9216918945312 639.74365234375 None None None +0 1962 3.267002582550049 697.92041015625 639.767333984375 None None None +0 1963 3.2656569480895996 697.89306640625 639.7639770507812 None None None +0 1964 3.264265298843384 697.8692016601562 639.7648315429688 None None None +0 1965 3.262794017791748 697.7942504882812 639.7161254882812 None None None +0 1966 3.261425018310547 697.7529907226562 639.6991577148438 None None None +0 1967 3.2600619792938232 697.7086791992188 639.67919921875 None None None +0 1968 3.258775472640991 697.6907348632812 639.68408203125 None None None +0 1969 3.257514238357544 697.673583984375 639.689453125 None None None +0 1970 3.2562527656555176 697.68212890625 639.720458984375 None None None +0 1971 3.2548632621765137 697.646240234375 639.709228515625 None None None +0 1972 3.253399133682251 697.5645141601562 639.653564453125 None None None +0 1973 3.2520875930786133 697.5626220703125 639.6749877929688 None None None +0 1974 3.2507827281951904 697.5090942382812 639.6446533203125 None None None +0 1975 3.2493903636932373 697.4742431640625 639.6345825195312 None None None +0 1976 3.248108148574829 697.4177856445312 639.6009521484375 None None None +0 1977 3.2468535900115967 697.379638671875 639.5851440429688 None None None +0 1978 3.245582103729248 697.3876342773438 639.6157836914062 None None None +0 1979 3.244155168533325 697.3176879882812 639.5712280273438 None None None +0 1980 3.242734670639038 697.2211303710938 639.5 None None None +0 1981 3.241366147994995 697.1657104492188 639.4689331054688 None None None +0 1982 3.2399611473083496 697.1165161132812 639.4447631835938 None None None +0 1983 3.238588809967041 697.03857421875 639.3912353515625 None None None +0 1984 3.2372488975524902 696.9887084960938 639.365234375 None None None +0 1985 3.23596453666687 696.9492797851562 639.3486938476562 None None None +0 1986 3.234731674194336 696.93408203125 639.3554077148438 None None None +0 1987 3.233405828475952 696.8953247070312 639.3402709960938 None None None +0 1988 3.231995105743408 696.848876953125 639.3189697265625 None None None +0 1989 3.2305939197540283 696.8158569335938 639.3108520507812 None None None +0 1990 3.229309320449829 696.7254638671875 639.2432861328125 None None None +0 1991 3.227947473526001 696.6826782226562 639.2247924804688 None None None +0 1992 3.2265865802764893 696.6337280273438 639.2000732421875 None None None +0 1993 3.225289821624756 696.60400390625 639.193359375 None None None +0 1994 3.2239904403686523 696.5818481445312 639.1943359375 None None None +0 1995 3.222670555114746 696.5338745117188 639.1698608398438 None None None +0 1996 3.221302032470703 696.4559326171875 639.1163330078125 None None None +0 1997 3.2200183868408203 696.4646606445312 639.1478271484375 None None None +0 1998 3.2187459468841553 696.487548828125 639.193359375 None None None +0 1999 3.2174596786499023 696.4234619140625 639.1522216796875 None None None +0 2000 3.2161526679992676 696.3823852539062 639.1343994140625 None None None +0 2001 3.214853286743164 696.3427124023438 639.1178588867188 None None None +0 2002 3.213526964187622 696.3053588867188 639.1040649414062 None None None +0 2003 3.21222186088562 696.26416015625 639.0860595703125 None None None +0 2004 3.2108347415924072 696.2007446289062 639.0474243164062 None None None +0 2005 3.2094781398773193 696.1464233398438 639.0172119140625 None None None +0 2006 3.208235263824463 696.1338500976562 639.0267333984375 None None None +0 2007 3.206817626953125 696.0474243164062 638.9656372070312 None None None +0 2008 3.2054975032806396 696.0540771484375 638.9957885742188 None None None +0 2009 3.2041571140289307 695.9895629882812 638.955078125 None None None +0 2010 3.20295786857605 695.9854736328125 638.9723510742188 None None None +0 2011 3.2016654014587402 695.946044921875 638.9559326171875 None None None +0 2012 3.200355291366577 695.9065551757812 638.9397583007812 None None None +0 2013 3.1991217136383057 695.864501953125 638.919677734375 None None None +0 2014 3.1978611946105957 695.830078125 638.9076538085938 None None None +0 2015 3.196511745452881 695.780517578125 638.8821411132812 None None None +0 2016 3.1952438354492188 695.7678833007812 638.89208984375 None None None +0 2017 3.193897247314453 695.7103881835938 638.8584594726562 None None None +0 2018 3.1926796436309814 695.670654296875 638.8404541015625 None None None +0 2019 3.191441535949707 695.6531982421875 638.8450927734375 None None None +0 2020 3.1901276111602783 695.6383056640625 638.8536376953125 None None None +0 2021 3.188789129257202 695.5821533203125 638.8212890625 None None None +0 2022 3.187445640563965 695.4940185546875 638.7570190429688 None None None +0 2023 3.1861531734466553 695.4575805664062 638.7435302734375 None None None +0 2024 3.1848344802856445 695.4142456054688 638.7236938476562 None None None +0 2025 3.1835525035858154 695.37841796875 638.710693359375 None None None +0 2026 3.182244062423706 695.276123046875 638.631591796875 None None None +0 2027 3.180884838104248 695.19775390625 638.5775146484375 None None None +0 2028 3.1796603202819824 695.1642456054688 638.5658569335938 None None None +0 2029 3.17838716506958 695.1256103515625 638.5498657226562 None None None +0 2030 3.1771366596221924 695.0933227539062 638.539794921875 None None None +0 2031 3.1758527755737305 695.0674438476562 638.5367431640625 None None None +0 2032 3.174583673477173 695.0215454101562 638.513427734375 None None None +0 2033 3.1733202934265137 695.04638671875 638.5607299804688 None None None +0 2034 3.1720175743103027 695.0390014648438 638.5765991210938 None None None +0 2035 3.1707770824432373 694.9864501953125 638.546142578125 None None None +0 2036 3.169473171234131 694.9320678710938 638.514892578125 None None None +0 2037 3.1681723594665527 694.8623046875 638.4683227539062 None None None +0 2038 3.166856527328491 694.8447875976562 638.4741821289062 None None None +0 2039 3.1655726432800293 694.8319702148438 638.4841918945312 None None None +0 2040 3.164299249649048 694.8026123046875 638.4775390625 None None None +0 2041 3.162977695465088 694.7708129882812 638.4691772460938 None None None +0 2042 3.161712884902954 694.7332763671875 638.4542236328125 None None None +0 2043 3.160365581512451 694.6650390625 638.4100341796875 None None None +0 2044 3.1590566635131836 694.6102294921875 638.3784790039062 None None None +0 2045 3.1577799320220947 694.5398559570312 638.330810546875 None None None +0 2046 3.156475067138672 694.5227661132812 638.3369750976562 None None None +0 2047 3.1551895141601562 694.5065307617188 638.3435668945312 None None None +0 2048 3.153891086578369 694.4483032226562 638.3084106445312 None None None +0 2049 3.1526312828063965 694.4111938476562 638.293701171875 None None None +0 2050 3.1514017581939697 694.3717041015625 638.276123046875 None None None +0 2051 3.1501455307006836 694.3728637695312 638.2996826171875 None None None +0 2052 3.1488890647888184 694.3444213867188 638.2936401367188 None None None +0 2053 3.147679090499878 694.2796020507812 638.2503051757812 None None None +0 2054 3.1463825702667236 694.2581787109375 638.251953125 None None None +0 2055 3.1451056003570557 694.2303466796875 638.246826171875 None None None +0 2056 3.143878698348999 694.1869506835938 638.2252807617188 None None None +0 2057 3.1426267623901367 694.1490478515625 638.2096557617188 None None None +0 2058 3.141329765319824 694.1085205078125 638.1922607421875 None None None +0 2059 3.139986991882324 694.0398559570312 638.1475219726562 None None None +0 2060 3.138737916946411 694.0064697265625 638.1362915039062 None None None +0 2061 3.137498140335083 693.9780883789062 638.1299438476562 None None None +0 2062 3.1362509727478027 693.9542236328125 638.1282958984375 None None None +0 2063 3.134977102279663 693.8965454101562 638.0933227539062 None None None +0 2064 3.1338462829589844 693.88525390625 638.1021728515625 None None None +0 2065 3.132622003555298 693.85888671875 638.0975341796875 None None None +0 2066 3.1313717365264893 693.7759399414062 638.0368041992188 None None None +0 2067 3.1301681995391846 693.7500610351562 638.0323486328125 None None None +0 2068 3.1290206909179688 693.7099609375 638.0126953125 None None None +0 2069 3.12789249420166 693.684814453125 638.0076293945312 None None None +0 2070 3.126685380935669 693.6647338867188 638.009033203125 None None None +0 2071 3.12552809715271 693.6199951171875 637.9849243164062 None None None +0 2072 3.124282121658325 693.5792846679688 637.9663696289062 None None None +0 2073 3.122967004776001 693.5284423828125 637.9389038085938 None None None +0 2074 3.1216623783111572 693.5056762695312 637.9393920898438 None None None +0 2075 3.1204633712768555 693.4852905273438 637.9403076171875 None None None +0 2076 3.1192188262939453 693.4382934570312 637.91552734375 None None None +0 2077 3.117997407913208 693.3607788085938 637.8596801757812 None None None +0 2078 3.116713047027588 693.3164672851562 637.8382568359375 None None None +0 2079 3.1154162883758545 693.256591796875 637.8014526367188 None None None +0 2080 3.1141788959503174 693.227294921875 637.794189453125 None None None +0 2081 3.11293363571167 693.1878662109375 637.7769775390625 None None None +0 2082 3.111616373062134 693.133056640625 637.74560546875 None None None +0 2083 3.1103851795196533 693.1566162109375 637.7911376953125 None None None +0 2084 3.109128475189209 693.0782470703125 637.735107421875 None None None +0 2085 3.107937812805176 693.0792236328125 637.7572631835938 None None None +0 2086 3.1067254543304443 693.0487670898438 637.7484741210938 None None None +0 2087 3.105512857437134 693.0087280273438 637.72998046875 None None None +0 2088 3.1043128967285156 692.986572265625 637.7291870117188 None None None +0 2089 3.103099822998047 692.9569091796875 637.7211303710938 None None None +0 2090 3.101853847503662 692.8689575195312 637.6553344726562 None None None +0 2091 3.1005961894989014 692.8372802734375 637.6460571289062 None None None +0 2092 3.0994632244110107 692.8206787109375 637.649658203125 None None None +0 2093 3.0982420444488525 692.7755126953125 637.6261596679688 None None None +0 2094 3.0970072746276855 692.7459716796875 637.6185913085938 None None None +0 2095 3.095715284347534 692.7108764648438 637.6065063476562 None None None +0 2096 3.0944602489471436 692.6290893554688 637.5470581054688 None None None +0 2097 3.0932042598724365 692.5728759765625 637.51318359375 None None None +0 2098 3.092043876647949 692.5189819335938 637.4799194335938 None None None +0 2099 3.090837240219116 692.4909057617188 637.4732666015625 None None None +0 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0.4452839195728302 592.1951904296875 584.2691650390625 None None None +2 1850 0.445272833108902 592.1505737304688 584.2247314453125 None None None +2 1851 0.4451882839202881 592.1260375976562 584.20166015625 None None None +2 1852 0.44517719745635986 592.123291015625 584.19921875 None None None +2 1853 0.4450884163379669 592.142333984375 584.2197875976562 None None None +2 1854 0.44505050778388977 592.1691284179688 584.2472534179688 None None None +2 1855 0.4450167417526245 592.157470703125 584.2362060546875 None None None +2 1856 0.444984495639801 592.1603393554688 584.2396240234375 None None None +2 1857 0.44497233629226685 592.1859741210938 584.2655029296875 None None None +2 1858 0.4449532628059387 592.12451171875 584.204345703125 None None None +2 1859 0.4449242055416107 592.0977783203125 584.1781005859375 None None None +2 1860 0.44490838050842285 592.1174926757812 584.1980590820312 None None None +2 1861 0.44487565755844116 592.106201171875 584.1873779296875 None None None +2 1862 0.4447973072528839 592.0852661132812 584.1678466796875 None None None +2 1863 0.4447839856147766 592.0591430664062 584.1419677734375 None None None +2 1864 0.4448288083076477 592.0269165039062 584.1090087890625 None None None +2 1865 0.4447760283946991 591.9747314453125 584.0577392578125 None None None +2 1866 0.4447757303714752 592.0064086914062 584.08935546875 None None None +2 1867 0.44475919008255005 592.0283203125 584.111572265625 None None None +2 1868 0.44477465748786926 592.0283203125 584.1112060546875 None None None +2 1869 0.44481027126312256 592.0531005859375 584.1353759765625 None None None +2 1870 0.4447725713253021 592.0227661132812 584.105712890625 None None None +2 1871 0.44473692774772644 592.0304565429688 584.1139526367188 None None None +2 1872 0.4446805417537689 591.9788208007812 584.0634155273438 None None None +2 1873 0.4446510076522827 591.97314453125 584.0581665039062 None None None +2 1874 0.44475966691970825 592.0186767578125 584.1017456054688 None None None +2 1875 0.4448632299900055 592.025390625 584.1066284179688 None None None +2 1876 0.44485247135162354 592.0140991210938 584.0955200195312 None None None +2 1877 0.4449077546596527 591.9804077148438 584.0608520507812 None None None +2 1878 0.4449034333229065 591.9795532226562 584.06005859375 None None None +2 1879 0.44498762488365173 591.99658203125 584.0756225585938 None None None +2 1880 0.4450092315673828 591.9838256835938 584.0624389648438 None None None +2 1881 0.44499245285987854 591.9655151367188 584.04443359375 None None None +2 1882 0.4449462890625 591.9500122070312 584.0297241210938 None None None +2 1883 0.4449404776096344 591.9442749023438 584.0241088867188 None None None +2 1884 0.44487425684928894 591.9054565429688 583.9864501953125 None None None +2 1885 0.4447987377643585 591.8687133789062 583.9511108398438 None None None +2 1886 0.4447811543941498 591.8600463867188 583.9426879882812 None None None +2 1887 0.4447541832923889 591.8195190429688 583.9026489257812 None None None +2 1888 0.44471657276153564 591.8009643554688 583.884765625 None None None +2 1889 0.4447762966156006 591.7825317382812 583.8652954101562 None None None +2 1890 0.4447646737098694 591.7529296875 583.8358764648438 None None None +2 1891 0.4447457492351532 591.7440795898438 583.8272705078125 None None None +2 1892 0.4446922242641449 591.7345581054688 583.8187255859375 None None None +2 1893 0.44463348388671875 591.7503051757812 583.8355712890625 None None None +2 1894 0.4446491003036499 591.777099609375 583.862060546875 None None None +2 1895 0.4446719288825989 591.80078125 583.8853759765625 None None None +2 1896 0.44463860988616943 591.8063354492188 583.8915405273438 None None None +2 1897 0.44461050629615784 591.8280639648438 583.913818359375 None None None +2 1898 0.44453707337379456 591.8317260742188 583.9187622070312 None None None +2 1899 0.44455721974372864 591.8130493164062 583.899658203125 None None None +2 1900 0.4445342719554901 591.8132934570312 583.900390625 None None None +2 1901 0.44454917311668396 591.8272094726562 583.9140625 None None None +2 1902 0.44452324509620667 591.8408203125 583.9281616210938 None None None +2 1903 0.44453132152557373 591.8612670898438 583.948486328125 None None None +2 1904 0.44451186060905457 591.8642578125 583.9517822265625 None None None +2 1905 0.44443637132644653 591.826416015625 583.9153442382812 None None None +2 1906 0.4444087743759155 591.7932739257812 583.8826904296875 None None None +2 1907 0.4443759620189667 591.7749633789062 583.864990234375 None None None +2 1908 0.44434618949890137 591.7843017578125 583.8748779296875 None None None +2 1909 0.44429001212120056 591.7407836914062 583.8323364257812 None None None +2 1910 0.4442932903766632 591.7642211914062 583.855712890625 None None None +2 1911 0.44426652789115906 591.7493286132812 583.84130859375 None None None +2 1912 0.44425347447395325 591.7483520507812 583.840576171875 None None None +2 1913 0.44420307874679565 591.7449340820312 583.8380126953125 None None None +2 1914 0.4442041516304016 591.7669067382812 583.8600463867188 None None None +2 1915 0.44414961338043213 591.7186279296875 583.812744140625 None None None +2 1916 0.4441224932670593 591.7288818359375 583.823486328125 None None None +2 1917 0.4441128969192505 591.6925659179688 583.787353515625 None None None +2 1918 0.44411763548851013 591.741943359375 583.8366088867188 None None None +2 1919 0.4441151022911072 591.7484130859375 583.8432006835938 None None None +2 1920 0.4440649747848511 591.7386474609375 583.8344116210938 None None None +2 1921 0.44406139850616455 591.7149047851562 583.8106079101562 None None None +2 1922 0.4440467059612274 591.7073364257812 583.8033447265625 None None None +2 1923 0.4440193772315979 591.7085571289062 583.8050537109375 None None None +2 1924 0.44396036863327026 591.662353515625 583.7598876953125 None None None +2 1925 0.44390156865119934 591.6875610351562 583.7861328125 None None None +2 1926 0.44386622309684753 591.6788330078125 583.778076171875 None None None +2 1927 0.44387438893318176 591.6945190429688 583.7936401367188 None None None +2 1928 0.4438588619232178 591.6632690429688 583.7626953125 None None None +2 1929 0.4439040720462799 591.6884765625 583.7870483398438 None None None +2 1930 0.443880558013916 591.726318359375 583.8253784179688 None None None +2 1931 0.44384777545928955 591.7140502929688 583.8136596679688 None None None +2 1932 0.44382718205451965 591.76416015625 583.8641357421875 None None None +2 1933 0.4437241852283478 591.7438354492188 583.8456420898438 None None None +2 1934 0.44369080662727356 591.7315063476562 583.8339233398438 None None None +2 1935 0.4436280131340027 591.7295532226562 583.8330078125 None None None +2 1936 0.44359347224235535 591.7152099609375 583.8193969726562 None None None +2 1937 0.4436420500278473 591.7116088867188 583.8148803710938 None None None +2 1938 0.4436419904232025 591.7130737304688 583.8163452148438 None None None +2 1939 0.44357818365097046 591.6573486328125 583.7617797851562 None None None +2 1940 0.4436172842979431 591.6783447265625 583.7820434570312 None None None +2 1941 0.44358187913894653 591.6710815429688 583.7755126953125 None None None +2 1942 0.44353458285331726 591.67041015625 583.7756958007812 None None None +2 1943 0.44353505969047546 591.6300659179688 583.7353515625 None None None +2 1944 0.44352471828460693 591.6679077148438 583.7733154296875 None None None +2 1945 0.44345638155937195 591.6331787109375 583.73974609375 None None None +2 1946 0.44346415996551514 591.6589965820312 583.7655029296875 None None None +2 1947 0.4434603452682495 591.6017456054688 583.7083129882812 None None None +2 1948 0.4434070587158203 591.603271484375 583.7107543945312 None None None +2 1949 0.44338753819465637 591.5780029296875 583.6858520507812 None None None +2 1950 0.44339123368263245 591.5640258789062 583.6717529296875 None None None +2 1951 0.4433656632900238 591.5562133789062 583.6644287109375 None None None +2 1952 0.44338542222976685 591.5476684570312 583.6555786132812 None None None +2 1953 0.4433404505252838 591.5463256835938 583.655029296875 None None None +2 1954 0.4432797133922577 591.5392456054688 583.6490478515625 None None None +2 1955 0.4432278871536255 591.5478515625 583.6585693359375 None None None +2 1956 0.4431678354740143 591.5518798828125 583.66357421875 None None None +2 1957 0.44319239258766174 591.553955078125 583.6652221679688 None None None +2 1958 0.4432215094566345 591.5469970703125 583.6577758789062 None None None +2 1959 0.4432845711708069 591.5767822265625 583.6864013671875 None None None +2 1960 0.443297803401947 591.5751953125 583.6845703125 None None None +2 1961 0.44330522418022156 591.5778198242188 583.68701171875 None None None +2 1962 0.4432842433452606 591.57861328125 583.688232421875 None None None +2 1963 0.4432426989078522 591.5603637695312 583.6707153320312 None None None +2 1964 0.44322237372398376 591.5677490234375 583.6785278320312 None None None +2 1965 0.443176805973053 591.6061401367188 583.7177124023438 None None None +2 1966 0.4431816041469574 591.595703125 583.7071533203125 None None None +2 1967 0.44317081570625305 591.6112670898438 583.7229614257812 None None None +2 1968 0.4431556165218353 591.6339721679688 583.745849609375 None None None +2 1969 0.4431624710559845 591.6224365234375 583.7342529296875 None None None +2 1970 0.443119078874588 591.6727294921875 583.785400390625 None None None +2 1971 0.44312167167663574 591.6558227539062 583.7683715820312 None None None +2 1972 0.4431380331516266 591.650146484375 583.762451171875 None None None +2 1973 0.44322556257247925 591.6755981445312 583.7864379882812 None None None +2 1974 0.4431777894496918 591.681884765625 583.7935180664062 None None None +2 1975 0.44326251745224 591.687255859375 583.79736328125 None None None +2 1976 0.443360835313797 591.68798828125 583.7963256835938 None None None +2 1977 0.4432964622974396 591.6742553710938 583.7837524414062 None None None +2 1978 0.44330087304115295 591.66064453125 583.7700805664062 None None None +2 1979 0.4432433247566223 591.6857299804688 583.7962036132812 None None None +2 1980 0.44328102469444275 591.6723022460938 583.7821655273438 None None None +2 1981 0.44326290488243103 591.6864624023438 583.7966918945312 None None None +2 1982 0.44326385855674744 591.65234375 583.762451171875 None None None +2 1983 0.4432937800884247 591.706787109375 583.8163452148438 None None None +2 1984 0.4432399570941925 591.683837890625 583.7943115234375 None None None +2 1985 0.4432336390018463 591.6746826171875 583.7852172851562 None None None +2 1986 0.44325530529022217 591.6854858398438 583.795654296875 None None None +2 1987 0.44325873255729675 591.6898193359375 583.7999267578125 None None None +2 1988 0.44323399662971497 591.7034912109375 583.8140258789062 None None None +2 1989 0.4432239234447479 591.7169799804688 583.8276977539062 None None None +2 1990 0.44327282905578613 591.68115234375 583.791015625 None None None +2 1991 0.44327810406684875 591.7091674804688 583.8189086914062 None None None +2 1992 0.4432997703552246 591.7047729492188 583.8141479492188 None None None +2 1993 0.4432799816131592 591.730712890625 583.8404541015625 None None None +2 1994 0.4432944655418396 591.7552490234375 583.8648071289062 None None None +2 1995 0.44334807991981506 591.7673950195312 583.8759765625 None None None +2 1996 0.44334641098976135 591.790771484375 583.8993530273438 None None None +2 1997 0.44332951307296753 591.77880859375 583.8876953125 None None None +2 1998 0.44331395626068115 591.7835693359375 583.8927612304688 None None None +2 1999 0.44328078627586365 591.7627563476562 583.8724975585938 None None None +2 2000 0.4432705044746399 591.7507934570312 583.8607788085938 None None None +2 2001 0.44328999519348145 591.7400512695312 583.8497314453125 None None None +2 2002 0.4432494044303894 591.8089599609375 583.9193115234375 None None None +2 2003 0.4432506561279297 591.8181762695312 583.9285278320312 None 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582.5545654296875 575.511962890625 None None None +4 2010 0.3956870436668396 582.5608520507812 575.5182495117188 None None None +4 2011 0.3957226574420929 582.5667114257812 575.5234985351562 None None None +4 2012 0.3957288861274719 582.6093139648438 575.5660400390625 None None None +4 2013 0.39577722549438477 582.6668090820312 575.62255859375 None None None +4 2014 0.395802766084671 582.6751098632812 575.6304321289062 None None None +4 2015 0.39575067162513733 582.6539306640625 575.6101684570312 None None None +4 2016 0.3957335650920868 582.6737670898438 575.6302490234375 None None None +4 2017 0.39568307995796204 582.6654052734375 575.6227416992188 None None None +4 2018 0.3956260085105896 582.6376342773438 575.5960083007812 None None None +4 2019 0.3955800533294678 582.6114501953125 575.5706176757812 None None None +4 2020 0.3955610692501068 582.6475830078125 575.6071166992188 None None None +4 2021 0.39553317427635193 582.6513671875 575.6113891601562 None None None +4 2022 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571.0609130859375 None None None +5 1970 0.3755868673324585 577.7815551757812 571.0958862304688 None None None +5 1971 0.37558701634407043 577.7769165039062 571.0911865234375 None None None +5 1972 0.3755744397640228 577.7439575195312 571.0584106445312 None None None +5 1973 0.3755304217338562 577.7322387695312 571.0474853515625 None None None +5 1974 0.3755272328853607 577.7559204101562 571.0712280273438 None None None +5 1975 0.3755136728286743 577.7536010742188 571.0691528320312 None None None +5 1976 0.375585675239563 577.7410278320312 571.0553588867188 None None None +5 1977 0.3755437135696411 577.7069091796875 571.02197265625 None None None +5 1978 0.37554726004600525 577.7362670898438 571.0513305664062 None None None +5 1979 0.3757399916648865 577.7772827148438 571.0889282226562 None None None +5 1980 0.37576818466186523 577.7985229492188 571.109619140625 None None None +5 1981 0.37583160400390625 577.8177490234375 571.1277465820312 None None None +5 1982 0.37588024139404297 577.8285522460938 571.1376953125 None None None +5 1983 0.37584662437438965 577.8147583007812 571.12451171875 None None None +5 1984 0.37584346532821655 577.8201904296875 571.1300659179688 None None None +5 1985 0.37577030062675476 577.7891845703125 571.100341796875 None None None +5 1986 0.375790536403656 577.782958984375 571.0936889648438 None None None +5 1987 0.37574928998947144 577.7461547851562 571.0576171875 None None None +5 1988 0.3757912516593933 577.7675170898438 571.0782470703125 None None None +5 1989 0.3757641911506653 577.7372436523438 571.0484619140625 None None None +5 1990 0.37580209970474243 577.7293090820312 571.0398559570312 None None None +5 1991 0.37578052282333374 577.71142578125 571.0223999023438 None None None +5 1992 0.3758063316345215 577.6969604492188 571.0074462890625 None None None +5 1993 0.37579458951950073 577.698974609375 571.0097045898438 None None None +5 1994 0.3757966160774231 577.7117309570312 571.0224609375 None None None +5 1995 0.3757206201553345 577.7045288085938 571.0166015625 None None None +5 1996 0.37571561336517334 577.7189331054688 571.0310668945312 None None None +5 1997 0.37568607926368713 577.7352905273438 571.0479125976562 None None None +5 1998 0.3756779432296753 577.70166015625 571.0145263671875 None None None +5 1999 0.37567049264907837 577.6709594726562 570.9839477539062 None None None +5 2000 0.37562960386276245 577.6976928710938 571.0114135742188 None None None +5 2001 0.3755803406238556 577.661865234375 570.9765014648438 None None None +5 2002 0.3755778968334198 577.6912231445312 571.0059204101562 None None None +5 2003 0.37562909722328186 577.701904296875 571.015625 None None None +5 2004 0.37563949823379517 577.6884765625 571.0020141601562 None None None +5 2005 0.37566235661506653 577.6952514648438 571.0083618164062 None None None +5 2006 0.37566471099853516 577.6915893554688 571.004638671875 None None None +5 2007 0.37561795115470886 577.7579345703125 571.0718383789062 None None None +5 2008 0.3756181001663208 577.7777709960938 571.0917358398438 None None None +5 2009 0.37568166851997375 577.8263549804688 571.13916015625 None None None +5 2010 0.37569618225097656 577.8132934570312 571.1257934570312 None None None +5 2011 0.3757251799106598 577.811767578125 571.1237182617188 None None None +5 2012 0.3757311701774597 577.7973022460938 571.1091918945312 None None None +5 2013 0.37573081254959106 577.7919311523438 571.1038818359375 None None None +5 2014 0.3757319152355194 577.8002319335938 571.1121215820312 None None None +5 2015 0.375779390335083 577.8267211914062 571.1377563476562 None None None +5 2016 0.3757734000682831 577.8353881835938 571.1465454101562 None None None +5 2017 0.37576812505722046 577.812255859375 571.1234741210938 None None None +5 2018 0.37571683526039124 577.8143920898438 571.1265258789062 None None None +5 2019 0.37566661834716797 577.79345703125 571.1064453125 None None None +5 2020 0.3756274878978729 577.7874145507812 571.10107421875 None None None +5 2021 0.37572816014289856 577.8096313476562 571.1215209960938 None None None +5 2022 0.3756802976131439 577.8206787109375 571.1333618164062 None None None +5 2023 0.3756107687950134 577.8012084960938 571.1151733398438 None None None +5 2024 0.3756358027458191 577.764404296875 571.0779418945312 None None None +5 2025 0.3756355047225952 577.7488403320312 571.0623168945312 None None None +5 2026 0.37561506032943726 577.7268676757812 571.0406494140625 None None None +5 2027 0.37560132145881653 577.7891845703125 571.1032104492188 None None None +5 2028 0.3755669891834259 577.7694702148438 571.0841064453125 None None None +5 2029 0.37555328011512756 577.7510986328125 571.0659790039062 None None None +5 2030 0.37549394369125366 577.7392578125 571.0552368164062 None None None +5 2031 0.3755168616771698 577.7490234375 571.0646362304688 None None None +5 2032 0.37546321749687195 577.7321166992188 571.0486450195312 None None None +5 2033 0.3754396438598633 577.7265014648438 571.04345703125 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0.3753679692745209 577.7254028320312 571.0437622070312 None None None +5 2073 0.37549054622650146 577.7538452148438 571.0700073242188 None None None +5 2074 0.375454306602478 577.7463989257812 571.063232421875 None None None +5 2075 0.3754205107688904 577.7301025390625 571.0474853515625 None None None +5 2076 0.3753674626350403 577.7347412109375 571.0530395507812 None None None +5 2077 0.37531235814094543 577.698974609375 571.018310546875 None None None +5 2078 0.37534230947494507 577.6829223632812 571.0016479492188 None None None +5 2079 0.37531760334968567 577.6637573242188 570.98291015625 None None None +5 2080 0.3753063380718231 577.7080688476562 571.0274047851562 None None None +5 2081 0.37530624866485596 577.7330932617188 571.0524291992188 None None None +5 2082 0.3752955496311188 577.7734985351562 571.0929565429688 None None None +5 2083 0.3753089904785156 577.7734375 571.0927124023438 None None None +5 2084 0.3752715289592743 577.7294311523438 571.0493774414062 None None None 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None +5 2098 0.37541720271110535 577.8525390625 571.170166015625 None None None +5 2099 0.37540167570114136 577.8544921875 571.1723022460938 None None None +5 2100 0.3753661811351776 577.8716430664062 571.190185546875 None None None +5 2101 0.3753930926322937 577.8584594726562 571.1765747070312 None None None +5 2102 0.37541383504867554 577.8611450195312 571.1788330078125 None None None +5 2103 0.3754616677761078 577.8599243164062 571.1767578125 None None None +5 2104 0.3754916191101074 577.8549194335938 571.1712036132812 None None None +5 2105 0.37547537684440613 577.8609008789062 571.1774291992188 None None None +5 2106 0.375453382730484 577.8517456054688 571.1686401367188 None None None +5 2107 0.37546783685684204 577.8902587890625 571.2069091796875 None None None +5 2108 0.3754826784133911 577.8744506835938 571.1907958984375 None None None +5 2109 0.37545812129974365 577.8642578125 571.1810302734375 None None None +5 2110 0.37543344497680664 577.8527221679688 571.1699829101562 None 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None +7 1924 0.32889753580093384 568.2140502929688 562.359375 None None None +7 1925 0.32886749505996704 568.2301635742188 562.3760375976562 None None None +7 1926 0.3288416564464569 568.224853515625 562.3711547851562 None None None +7 1927 0.3288215696811676 568.207763671875 562.3544311523438 None None None +7 1928 0.32882773876190186 568.2178344726562 562.3644409179688 None None None +7 1929 0.3287923038005829 568.1871337890625 562.3343505859375 None None None +7 1930 0.32881709933280945 568.2247314453125 562.3714599609375 None None None +7 1931 0.328800231218338 568.217041015625 562.3641357421875 None None None +7 1932 0.3288262188434601 568.1675415039062 562.3141479492188 None None None +7 1933 0.32880789041519165 568.188232421875 562.335205078125 None None None +7 1934 0.32889699935913086 568.2094116210938 562.3547973632812 None None None +7 1935 0.32886525988578796 568.168701171875 562.314697265625 None None None +7 1936 0.3288053572177887 568.137451171875 562.2845458984375 None None None +7 1937 0.3287769556045532 568.1621704101562 562.3097534179688 None None None +7 1938 0.328754723072052 568.1881713867188 562.336181640625 None None None +7 1939 0.328739196062088 568.2058715820312 562.3541259765625 None None None +7 1940 0.3287384808063507 568.1815185546875 562.3297729492188 None None None +7 1941 0.328733891248703 568.188720703125 562.3370361328125 None None None +7 1942 0.3287458121776581 568.1883544921875 562.3364868164062 None None None +7 1943 0.3287460505962372 568.180908203125 562.3289794921875 None None None +7 1944 0.32877472043037415 568.2035522460938 562.3511352539062 None None None +7 1945 0.3287847638130188 568.2147216796875 562.362060546875 None None None +7 1946 0.32882869243621826 568.2024536132812 562.3490600585938 None None None +7 1947 0.3288218080997467 568.1729736328125 562.3196411132812 None None None +7 1948 0.32884299755096436 568.192138671875 562.3385009765625 None None None +7 1949 0.3288266658782959 568.208251953125 562.3548583984375 None None None +7 1950 0.3287814259529114 568.2220458984375 562.369384765625 None None None +7 1951 0.3287711441516876 568.1837158203125 562.331298828125 None None None +7 1952 0.3287685215473175 568.1839599609375 562.33154296875 None None None +7 1953 0.32876336574554443 568.2005615234375 562.3482666015625 None None None +7 1954 0.3288576602935791 568.216064453125 562.3621215820312 None None None +7 1955 0.3290500044822693 568.201171875 562.3438720703125 None None None +7 1956 0.32903334498405457 568.215576171875 562.3585815429688 None None None +7 1957 0.32906368374824524 568.2489624023438 562.391357421875 None None None +7 1958 0.3291264772415161 568.215087890625 562.3562622070312 None None None +7 1959 0.3291149139404297 568.2172241210938 562.358642578125 None None None +7 1960 0.32909461855888367 568.2181396484375 562.3599243164062 None None None +7 1961 0.32909291982650757 568.2363891601562 562.378173828125 None None None +7 1962 0.329102098941803 568.1927490234375 562.3344116210938 None None None +7 1963 0.3291108310222626 568.153564453125 562.2950439453125 None None None +7 1964 0.32909315824508667 568.1286010742188 562.2704467773438 None None None +7 1965 0.3290393650531769 568.1034545898438 562.2461547851562 None None None +7 1966 0.3290397524833679 568.1058349609375 562.2485961914062 None None None +7 1967 0.3290247619152069 568.0980834960938 562.2410888671875 None None None +7 1968 0.32903701066970825 568.07177734375 562.2145385742188 None None None +7 1969 0.32901063561439514 568.0614013671875 562.2046508789062 None None None +7 1970 0.32905787229537964 568.1117553710938 562.2542114257812 None None None +7 1971 0.3290379047393799 568.10546875 562.248291015625 None None None +7 1972 0.3291252553462982 568.0927124023438 562.2340087890625 None None None +7 1973 0.3290865123271942 568.0888671875 562.2308349609375 None None None +7 1974 0.32908719778060913 568.0579833984375 562.199951171875 None None None +7 1975 0.3290785551071167 568.064208984375 562.2063598632812 None None None +7 1976 0.32904672622680664 568.0221557617188 562.1648559570312 None None None +7 1977 0.3290552794933319 568.019775390625 562.1622924804688 None None None +7 1978 0.3290124535560608 568.061279296875 562.20458984375 None None None +7 1979 0.32900092005729675 568.0673217773438 562.2108154296875 None None None +7 1980 0.3290143609046936 568.0685424804688 562.2118530273438 None None None +7 1981 0.3290078341960907 568.08544921875 562.2288818359375 None None None +7 1982 0.3290061950683594 568.0830078125 562.2265014648438 None None None +7 1983 0.32899296283721924 568.0672607421875 562.2109985351562 None None None +7 1984 0.32896751165390015 568.0628662109375 562.2070922851562 None None None +7 1985 0.32898977398872375 568.0746459960938 562.2183837890625 None None None +7 1986 0.3289521634578705 568.0896606445312 562.2340698242188 None None None +7 1987 0.32890263199806213 568.0525512695312 562.19775390625 None None None 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None +7 2001 0.32864782214164734 568.08544921875 562.2352905273438 None None None +7 2002 0.3286319673061371 568.0862426757812 562.2363891601562 None None None +7 2003 0.3286789059638977 568.0826416015625 562.23193359375 None None None +7 2004 0.328675240278244 568.0801391601562 562.2295532226562 None None None +7 2005 0.32864269614219666 568.0634155273438 562.21337890625 None None None +7 2006 0.32862716913223267 568.0519409179688 562.2022705078125 None None None +7 2007 0.32860642671585083 568.0299072265625 562.1806030273438 None None None +7 2008 0.3285931944847107 568.0322265625 562.1832275390625 None None None +7 2009 0.32859116792678833 568.0448608398438 562.19580078125 None None None +7 2010 0.3285764157772064 568.0364990234375 562.187744140625 None None None +7 2011 0.3285543918609619 568.0385131835938 562.1901245117188 None None None +7 2012 0.32856860756874084 568.0584716796875 562.2097778320312 None None None +7 2013 0.32850125432014465 568.0758056640625 562.2283935546875 None None None +7 2014 0.32845306396484375 568.1054077148438 562.2587890625 None None None +7 2015 0.32840418815612793 568.0994262695312 562.2537231445312 None None None +7 2016 0.32838377356529236 568.0960083007812 562.2506713867188 None None None +7 2017 0.3283795118331909 568.1165161132812 562.2711791992188 None None None +7 2018 0.32841888070106506 568.095947265625 562.2499389648438 None None None +7 2019 0.32840317487716675 568.10888671875 562.26318359375 None None None +7 2020 0.3283984363079071 568.1036987304688 562.2581176757812 None None None +7 2021 0.3284021317958832 568.07080078125 562.2252197265625 None None None +7 2022 0.3284284174442291 568.0704956054688 562.2244262695312 None None None +7 2023 0.3284235894680023 568.066650390625 562.220703125 None None None +7 2024 0.32842519879341125 568.0855102539062 562.2395629882812 None None None +7 2025 0.3283925950527191 568.0686645507812 562.2232666015625 None None None +7 2026 0.3283889591693878 568.07666015625 562.2313842773438 None None None +7 2027 0.32840844988822937 568.0660400390625 562.2203979492188 None None None +7 2028 0.3284215033054352 568.0572509765625 562.2113647460938 None None None +7 2029 0.3283877968788147 568.06640625 562.2211303710938 None None None +7 2030 0.3283701539039612 568.130859375 562.2858276367188 None None None +7 2031 0.32830294966697693 568.115966796875 562.2720947265625 None None None +7 2032 0.32825231552124023 568.1110229492188 562.26806640625 None None None +7 2033 0.3282352387905121 568.12939453125 562.2867431640625 None None None +7 2034 0.32823896408081055 568.1640625 562.3213500976562 None None None +7 2035 0.32820865511894226 568.1319580078125 562.2897338867188 None None None +7 2036 0.32823753356933594 568.1256103515625 562.2828979492188 None None None +7 2037 0.3282817006111145 568.1826782226562 562.3392333984375 None None None +7 2038 0.3283465802669525 568.1792602539062 562.334716796875 None None None +7 2039 0.3283199965953827 568.1759643554688 562.3319091796875 None None None +7 2040 0.3283075988292694 568.1765747070312 562.3327026367188 None None None +7 2041 0.32832422852516174 568.163330078125 562.3191528320312 None None None +7 2042 0.32829394936561584 568.156982421875 562.3133544921875 None None None +7 2043 0.32833191752433777 568.1860961914062 562.341796875 None None None +7 2044 0.3283803164958954 568.2044677734375 562.3593139648438 None None None +7 2045 0.3283816874027252 568.183837890625 562.3386840820312 None None None +7 2046 0.3283977508544922 568.1444702148438 562.2990112304688 None None None +7 2047 0.3283756375312805 568.1514282226562 562.3063354492188 None None None +7 2048 0.3283882141113281 568.132568359375 562.2872314453125 None None None +7 2049 0.32838156819343567 568.1288452148438 562.28369140625 None None None +7 2050 0.3283974528312683 568.064697265625 562.2191772460938 None None None +7 2051 0.32839491963386536 568.0387573242188 562.1932983398438 None None None +7 2052 0.3283687233924866 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0.32839474081993103 567.9769897460938 562.131591796875 None None None +7 2066 0.3284527659416199 568.0293579101562 562.1829223632812 None None None +7 2067 0.3284870982170105 568.001953125 562.1548461914062 None None None +7 2068 0.32845157384872437 568.0042724609375 562.1578979492188 None None None +7 2069 0.3284379541873932 568.0006713867188 562.1544799804688 None None None +7 2070 0.32840368151664734 567.9984130859375 562.1528930664062 None None None +7 2071 0.3284224271774292 568.0145263671875 562.168701171875 None None None +7 2072 0.3284514248371124 567.9953002929688 562.14892578125 None None None +7 2073 0.3285181522369385 568.003662109375 562.1561279296875 None None None +7 2074 0.32852935791015625 568.0203857421875 562.172607421875 None None None +7 2075 0.32847121357917786 568.0154418945312 562.168701171875 None None None +7 2076 0.3284515142440796 567.9874267578125 562.1409912109375 None None None +7 2077 0.32841044664382935 567.9847412109375 562.1390380859375 None None None 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1919 0.31610602140426636 564.0042724609375 558.3778076171875 None None None +8 1920 0.3160756826400757 563.993896484375 558.3680419921875 None None None +8 1921 0.3160974085330963 563.9971313476562 558.370849609375 None None None +8 1922 0.31616827845573425 563.9866333007812 558.3590698242188 None None None +8 1923 0.3161564767360687 563.9639892578125 558.336669921875 None None None +8 1924 0.31623733043670654 563.94921875 558.3204956054688 None None None +8 1925 0.31622663140296936 563.9321899414062 558.3036499023438 None None None +8 1926 0.3162270486354828 563.9315185546875 558.302978515625 None None None +8 1927 0.3162194490432739 563.9354858398438 558.30712890625 None None None +8 1928 0.3162038028240204 563.9518432617188 558.32373046875 None None None +8 1929 0.31622278690338135 563.9786376953125 558.3501586914062 None None None +8 1930 0.3162068724632263 563.9555053710938 558.3272094726562 None None None +8 1931 0.3162122964859009 563.969970703125 558.3416748046875 None None None +8 1932 0.3161930441856384 563.9370727539062 558.30908203125 None None None +8 1933 0.31615471839904785 563.9195556640625 558.2921752929688 None None None +8 1934 0.31611114740371704 563.9171142578125 558.29052734375 None None None +8 1935 0.3160961866378784 563.927734375 558.3014526367188 None None None +8 1936 0.31611132621765137 563.9407958984375 558.314208984375 None None None +8 1937 0.31614378094673157 563.9385375976562 558.3114013671875 None None None +8 1938 0.3161779046058655 563.9735107421875 558.3458251953125 None None None +8 1939 0.3161666691303253 563.9427490234375 558.315185546875 None None None +8 1940 0.31617429852485657 563.927490234375 558.2998046875 None None None +8 1941 0.3162098228931427 563.9424438476562 558.3141479492188 None None None +8 1942 0.3161817193031311 563.9481811523438 558.3203735351562 None None None +8 1943 0.3161497116088867 563.94287109375 558.3156127929688 None None None +8 1944 0.3162197768688202 563.9598999023438 558.3314819335938 None None None +8 1945 0.31621599197387695 563.984130859375 558.3557739257812 None None None +8 1946 0.3162475526332855 563.9567260742188 558.3278198242188 None None None +8 1947 0.316265732049942 563.9385375976562 558.3092651367188 None None None +8 1948 0.3163238763809204 563.9591674804688 558.328857421875 None None None +8 1949 0.3163045346736908 563.9807739257812 558.350830078125 None None None +8 1950 0.31628674268722534 563.9857788085938 558.3561401367188 None None None +8 1951 0.31629350781440735 563.9721069335938 558.3423461914062 None None None +8 1952 0.31625208258628845 563.9669189453125 558.3379516601562 None None None +8 1953 0.31622928380966187 563.9784545898438 558.3499145507812 None None None +8 1954 0.31620219349861145 563.94580078125 558.3176879882812 None None None +8 1955 0.3161684572696686 563.9378662109375 558.3103637695312 None None None +8 1956 0.31615498661994934 563.9197998046875 558.29248046875 None None None +8 1957 0.316146582365036 563.8925170898438 558.2654418945312 None None None +8 1958 0.31620296835899353 563.9225463867188 558.2943725585938 None None None +8 1959 0.31620723009109497 563.9027099609375 558.2745361328125 None None None +8 1960 0.3162125051021576 563.9295043945312 558.3011474609375 None None None +8 1961 0.3161783218383789 563.9320678710938 558.3043823242188 None None None +8 1962 0.3161987066268921 563.907958984375 558.2799072265625 None None None +8 1963 0.31619077920913696 563.9402465820312 558.3123168945312 None None None +8 1964 0.3161897659301758 563.9220581054688 558.2941284179688 None None None +8 1965 0.31612303853034973 563.9529418945312 558.3262329101562 None None None +8 1966 0.3161524832248688 563.9158325195312 558.2886352539062 None None None +8 1967 0.3161289393901825 563.9144287109375 558.28759765625 None None None +8 1968 0.3161744773387909 563.9284057617188 558.3007202148438 None None None +8 1969 0.3161705434322357 563.917724609375 558.2901000976562 None None None +8 1970 0.3161332309246063 563.9237060546875 558.2966918945312 None None None +8 1971 0.3161577880382538 563.9622192382812 558.3348388671875 None None None +8 1972 0.31611618399620056 563.9520874023438 558.325439453125 None None None +8 1973 0.3160938322544098 563.9420776367188 558.3157958984375 None None None +8 1974 0.31611916422843933 563.9584350585938 558.3317260742188 None None None +8 1975 0.3161360025405884 563.9630737304688 558.3361206054688 None None None +8 1976 0.3161105811595917 563.927978515625 558.3014526367188 None None None +8 1977 0.3161269724369049 563.9501342773438 558.3233032226562 None None None +8 1978 0.31610676646232605 563.9224853515625 558.2960205078125 None None None +8 1979 0.31609299778938293 563.9046630859375 558.2784423828125 None None None +8 1980 0.3161332905292511 563.8926391601562 558.2656860351562 None None None +8 1981 0.3161040246486664 563.8763427734375 558.2498779296875 None None None +8 1982 0.3160665035247803 563.8640747070312 558.2382202148438 None None None +8 1983 0.316057950258255 563.8571166992188 558.2314453125 None None None +8 1984 0.31605440378189087 563.8576049804688 558.23193359375 None None None +8 1985 0.31602683663368225 563.8619384765625 558.23681640625 None None None +8 1986 0.3159998655319214 563.8120727539062 558.1873779296875 None None None +8 1987 0.31597015261650085 563.8067016601562 558.1826171875 None None None +8 1988 0.3159899413585663 563.7894287109375 558.1649780273438 None None None +8 1989 0.31595954298973083 563.7635498046875 558.1396484375 None None None +8 1990 0.3159727156162262 563.7733154296875 558.149169921875 None None None +8 1991 0.31601080298423767 563.7515258789062 558.1266479492188 None None None +8 1992 0.31605836749076843 563.7771606445312 558.1514892578125 None None None +8 1993 0.31609293818473816 563.7919921875 558.165771484375 None None None +8 1994 0.31614333391189575 563.809326171875 558.1821899414062 None None None +8 1995 0.3161596655845642 563.81103515625 558.1835327148438 None None None +8 1996 0.3161592483520508 563.8099975585938 558.1825561523438 None None None +8 1997 0.3161408603191376 563.8062133789062 558.17919921875 None None None +8 1998 0.31612056493759155 563.7850341796875 558.1583862304688 None None None +8 1999 0.3161161243915558 563.7965698242188 558.1699829101562 None None None +8 2000 0.31614184379577637 563.8082275390625 558.1812133789062 None None None +8 2001 0.31618350744247437 563.8455810546875 558.2178344726562 None None None +8 2002 0.31618040800094604 563.81787109375 558.190185546875 None None None +8 2003 0.3161543011665344 563.7847900390625 558.1576538085938 None None None +8 2004 0.3161657452583313 563.7545776367188 558.1272583007812 None None None +8 2005 0.3162476420402527 563.7492065429688 558.1204223632812 None None None +8 2006 0.31630533933639526 563.7446899414062 558.1149291992188 None None None +8 2007 0.31625649333000183 563.7164916992188 558.0875854492188 None None None +8 2008 0.3162582814693451 563.7467041015625 558.1177978515625 None None None +8 2009 0.3162657618522644 563.7451171875 558.1161499023438 None None None +8 2010 0.3162774443626404 563.7395629882812 558.1103515625 None None None +8 2011 0.3162767291069031 563.7202758789062 558.0911254882812 None None None +8 2012 0.31624990701675415 563.703857421875 558.0750732421875 None None None +8 2013 0.3162153363227844 563.7160034179688 558.087890625 None None None +8 2014 0.31620222330093384 563.7245483398438 558.0966796875 None None None +8 2015 0.31617188453674316 563.7178344726562 558.0905151367188 None None None +8 2016 0.31617265939712524 563.7373657226562 558.1099853515625 None None None +8 2017 0.3162280321121216 563.7348022460938 558.1064453125 None None None +8 2018 0.3161984086036682 563.73388671875 558.1060180664062 None None None +8 2019 0.31621718406677246 563.7334594726562 558.105224609375 None None None +8 2020 0.3161885440349579 563.7467651367188 558.1190795898438 None None None +8 2021 0.3161764442920685 563.744140625 558.1166381835938 None None None +8 2022 0.3162127137184143 563.787353515625 558.1592407226562 None None None +8 2023 0.3161952495574951 563.7628784179688 558.1351318359375 None None None +8 2024 0.3162243068218231 563.7415161132812 558.1132202148438 None None None +8 2025 0.31620854139328003 563.7462768554688 558.1182861328125 None None None +8 2026 0.31627267599105835 563.737060546875 558.10791015625 None None None +8 2027 0.3162986934185028 563.7493286132812 558.1196899414062 None None None +8 2028 0.3163169026374817 563.7595825195312 558.1295776367188 None None None +8 2029 0.316283255815506 563.7584838867188 558.1290893554688 None None None +8 2030 0.31625500321388245 563.753662109375 558.1248168945312 None None None +8 2031 0.3162594437599182 563.7214965820312 558.092529296875 None None None +8 2032 0.31621816754341125 563.7040405273438 558.0758056640625 None None None +8 2033 0.31618592143058777 563.7015991210938 558.0740356445312 None None None +8 2034 0.3162163496017456 563.6890869140625 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0.31644830107688904 563.6736450195312 558.0413818359375 None None None +8 2061 0.31637853384017944 563.6788330078125 558.0477905273438 None None None +8 2062 0.3163895606994629 563.6624145507812 558.0310668945312 None None None +8 2063 0.316423237323761 563.6959838867188 558.0640869140625 None None None +8 2064 0.31639817357063293 563.686279296875 558.0548706054688 None None None +8 2065 0.3163881301879883 563.689697265625 558.0584716796875 None None None +8 2066 0.31634196639060974 563.6987915039062 558.0684204101562 None None None +8 2067 0.31630009412765503 563.6792602539062 558.049560546875 None None None +8 2068 0.316259503364563 563.6588134765625 558.0298461914062 None None None +8 2069 0.31629884243011475 563.6673583984375 558.0376586914062 None None None +8 2070 0.31629160046577454 563.6973876953125 558.06787109375 None None None +8 2071 0.3163514733314514 563.67626953125 558.0455932617188 None None None +8 2072 0.31638696789741516 563.6775512695312 558.0462646484375 None None None +8 2073 0.3164065182209015 563.6486206054688 558.0169677734375 None None None +8 2074 0.316382497549057 563.6798095703125 558.048583984375 None None None +8 2075 0.31635671854019165 563.7138671875 558.0831298828125 None None None +8 2076 0.3163360059261322 563.7090454101562 558.0786743164062 None None None +8 2077 0.3163573741912842 563.6957397460938 558.0650024414062 None None None +8 2078 0.316313773393631 563.68017578125 558.0501708984375 None None None +8 2079 0.3163187503814697 563.651123046875 558.02099609375 None None None +8 2080 0.3162720203399658 563.6292724609375 558.0 None None None +8 2081 0.31628289818763733 563.6112060546875 557.9817504882812 None None None +8 2082 0.31629228591918945 563.5888671875 557.959228515625 None None None +8 2083 0.31630367040634155 563.5941772460938 557.9642944335938 None None None +8 2084 0.3163200914859772 563.5906982421875 557.9605102539062 None None None +8 2085 0.31633320450782776 563.5643310546875 557.9338989257812 None None None +8 2086 0.31631535291671753 563.5506591796875 557.9205322265625 None None None +8 2087 0.31633472442626953 563.5547485351562 557.92431640625 None None None +8 2088 0.3163076341152191 563.5278930664062 557.8980102539062 None None None +8 2089 0.31629884243011475 563.5183715820312 557.8886108398438 None None None +8 2090 0.31630846858024597 563.5313110351562 557.9013671875 None None None +8 2091 0.3163394629955292 563.5316162109375 557.901123046875 None None None +8 2092 0.316349595785141 563.5383911132812 557.9076538085938 None None None +8 2093 0.31636103987693787 563.5543212890625 557.92333984375 None None None +8 2094 0.3163802921772003 563.572265625 557.9409790039062 None None None +8 2095 0.3164474666118622 563.5870361328125 557.9545288085938 None None None +8 2096 0.316503643989563 563.5900268554688 557.9564819335938 None None None +8 2097 0.3164557218551636 563.6151123046875 557.9824829101562 None None None +8 2098 0.31648579239845276 563.5589599609375 557.92578125 None None None +8 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555.6484985351562 None None None +9 1903 0.30885130167007446 561.1425170898438 555.6454467773438 None None None +9 1904 0.3088483214378357 561.1128540039062 555.6157836914062 None None None +9 1905 0.30891188979148865 561.1447143554688 555.6466064453125 None None None +9 1906 0.3089044988155365 561.15087890625 555.65283203125 None None None +9 1907 0.30888211727142334 561.1561279296875 555.658447265625 None None None +9 1908 0.30884188413619995 561.131103515625 555.6341552734375 None None None +9 1909 0.3088696002960205 561.1731567382812 555.6757202148438 None None None +9 1910 0.30885598063468933 561.1595458984375 555.662353515625 None None None +9 1911 0.30886110663414 561.1664428710938 555.6691284179688 None None None +9 1912 0.3088546097278595 561.1705322265625 555.67333984375 None None None +9 1913 0.308846116065979 561.1627197265625 555.665771484375 None None None +9 1914 0.308798611164093 561.2006225585938 555.7045288085938 None None None +9 1915 0.30880242586135864 561.2164916992188 555.7202758789062 None None None +9 1916 0.3088257312774658 561.1571655273438 555.6605224609375 None None None +9 1917 0.3088599145412445 561.1695556640625 555.67236328125 None None None +9 1918 0.30884844064712524 561.1785278320312 555.6815185546875 None None None +9 1919 0.30885452032089233 561.1620483398438 555.6649169921875 None None None +9 1920 0.3088938295841217 561.1499633789062 555.6522216796875 None None None +9 1921 0.3088912069797516 561.14208984375 555.644287109375 None None None +9 1922 0.3089529275894165 561.1602783203125 555.661376953125 None None None +9 1923 0.30893298983573914 561.1484985351562 555.6499633789062 None None None +9 1924 0.30894970893859863 561.1521606445312 555.6533203125 None None None +9 1925 0.30894431471824646 561.149169921875 555.650390625 None None None +9 1926 0.3089692294597626 561.1936645507812 555.6944580078125 None None None +9 1927 0.3089991509914398 561.1647338867188 555.6649780273438 None None None +9 1928 0.30900144577026367 561.1709594726562 555.6712036132812 None None None +9 1929 0.3090415894985199 561.1376342773438 555.6371459960938 None None None +9 1930 0.3089992105960846 561.1431274414062 555.6434326171875 None None None +9 1931 0.3089756965637207 561.13623046875 555.6370239257812 None None None +9 1932 0.3089245557785034 561.1095581054688 555.6112060546875 None None None +9 1933 0.30891963839530945 561.1051025390625 555.6068725585938 None None None +9 1934 0.30895984172821045 561.1008911132812 555.6019897460938 None None None +9 1935 0.30897367000579834 561.1282958984375 555.629150390625 None None None +9 1936 0.3089681565761566 561.1630859375 555.6640625 None None None +9 1937 0.3090147376060486 561.1373901367188 555.6375122070312 None None None +9 1938 0.30900946259498596 561.0950317382812 555.59521484375 None None None +9 1939 0.3090425431728363 561.0826416015625 555.582275390625 None None None +9 1940 0.3090045154094696 561.051025390625 555.55126953125 None None None +9 1941 0.3089603781700134 561.028564453125 555.5296020507812 None None None +9 1942 0.3089885115623474 561.0401000976562 555.5406494140625 None None None +9 1943 0.30898621678352356 561.0285034179688 555.5291137695312 None None None +9 1944 0.30897101759910583 561.0137329101562 555.5146484375 None None None +9 1945 0.30901601910591125 561.0394897460938 555.53955078125 None None None +9 1946 0.3090388774871826 561.0678100585938 555.5673828125 None None None +9 1947 0.3090546429157257 561.0426025390625 555.5419921875 None None None +9 1948 0.3090444505214691 561.0703735351562 555.5698852539062 None None None +9 1949 0.3090541958808899 561.0750122070312 555.5743408203125 None None None +9 1950 0.30907756090164185 561.0587158203125 555.5576171875 None None None +9 1951 0.309100866317749 561.0095825195312 555.508056640625 None None None +9 1952 0.30907726287841797 561.0134887695312 555.5123901367188 None None None +9 1953 0.30911341309547424 560.9902954101562 555.488525390625 None None None +9 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None +9 1967 0.3093388080596924 561.0377807617188 555.531982421875 None None None +9 1968 0.3093113303184509 561.0368041992188 555.5315551757812 None None None +9 1969 0.30933713912963867 561.0753784179688 555.5696411132812 None None None +9 1970 0.30938196182250977 561.0530395507812 555.5465087890625 None None None +9 1971 0.3093505799770355 561.0450439453125 555.5391235351562 None None None +9 1972 0.3093182146549225 561.0733032226562 555.5679321289062 None None None +9 1973 0.3093022108078003 561.0623779296875 555.5572509765625 None None None +9 1974 0.3093007802963257 561.0497436523438 555.5446166992188 None None None +9 1975 0.30935174226760864 561.0562744140625 555.55029296875 None None None +9 1976 0.3093409538269043 561.0109252929688 555.505126953125 None None None +9 1977 0.3093414604663849 561.0350952148438 555.5291748046875 None None None +9 1978 0.3093436360359192 561.05322265625 555.5473022460938 None None None +9 1979 0.3093351721763611 561.0584106445312 555.5526123046875 None None None +9 1980 0.3093084990978241 561.0762939453125 555.5709228515625 None None None +9 1981 0.3093273341655731 561.0841674804688 555.5784301757812 None None None +9 1982 0.3094685673713684 561.036376953125 555.5281372070312 None None None +9 1983 0.30947306752204895 561.0022583007812 555.4939575195312 None None None +9 1984 0.30952388048171997 560.9945068359375 555.4852905273438 None None None +9 1985 0.30951401591300964 560.9867553710938 555.4777221679688 None None None +9 1986 0.3095596730709076 560.9783325195312 555.468505859375 None None None +9 1987 0.3095984160900116 560.9589233398438 555.4483642578125 None None None +9 1988 0.3096841275691986 560.9500122070312 555.4379272460938 None None None +9 1989 0.3097371459007263 560.9374389648438 555.42431640625 None None None +9 1990 0.30976974964141846 560.9367065429688 555.4229736328125 None None None +9 1991 0.309774249792099 560.9083251953125 555.39453125 None None None +9 1992 0.3097827434539795 560.9254150390625 555.4114990234375 None None None +9 1993 0.30987218022346497 560.9041137695312 555.3886108398438 None None None +9 1994 0.30992162227630615 560.9386596679688 555.4223022460938 None None None +9 1995 0.3100077509880066 560.9380493164062 555.420166015625 None None None +9 1996 0.31008580327033997 560.9287719726562 555.4094848632812 None None None +9 1997 0.31008854508399963 560.9727172851562 555.453369140625 None None None +9 1998 0.310055673122406 560.9490356445312 555.4302978515625 None None None +9 1999 0.3101426362991333 560.9172973632812 555.39697265625 None None None +9 2000 0.3102011978626251 560.93310546875 555.4117431640625 None None None +9 2001 0.31025558710098267 560.9600219726562 555.4376831054688 None None None +9 2002 0.310283362865448 560.9852294921875 555.4623413085938 None None None +9 2003 0.3102959990501404 560.9591674804688 555.43603515625 None None None +9 2004 0.3103239834308624 560.9722900390625 555.44873046875 None None None +9 2005 0.3103848993778229 560.9505004882812 555.4259033203125 None None None +9 2006 0.31040361523628235 560.93994140625 555.4150390625 None None None +9 2007 0.3104165196418762 560.9588623046875 555.4337158203125 None None None +9 2008 0.3104185461997986 560.9765014648438 555.4512939453125 None None None +9 2009 0.31039369106292725 560.9373168945312 555.4125366210938 None None None +9 2010 0.3104177713394165 560.9661865234375 555.4410400390625 None None None +9 2011 0.3103947341442108 560.9354248046875 555.41064453125 None None None +9 2012 0.31041419506073 560.9641723632812 555.4390258789062 None None None +9 2013 0.3104410171508789 560.9578857421875 555.4322509765625 None None None +9 2014 0.3104191720485687 560.9563598632812 555.43115234375 None None None +9 2015 0.31042835116386414 560.9517822265625 555.4263305664062 None None None +9 2016 0.3103947937488556 560.9679565429688 555.443115234375 None None None +9 2017 0.3103688955307007 560.9697875976562 555.4454345703125 None None None +9 2018 0.31038984656333923 560.9913330078125 555.4666137695312 None None None +9 2019 0.3103663921356201 560.9942016601562 555.4699096679688 None None None +9 2020 0.3103354871273041 560.9876098632812 555.4638671875 None None None +9 2021 0.3103393316268921 560.9994506835938 555.4756469726562 None None None +9 2022 0.31033360958099365 561.0042724609375 555.4805908203125 None None None +9 2023 0.31029245257377625 561.0332641601562 555.5103759765625 None None None +9 2024 0.3102147877216339 560.9736328125 555.4521484375 None None None +9 2025 0.31018713116645813 560.9415893554688 555.4205932617188 None None None +9 2026 0.3102051615715027 560.916015625 555.3947143554688 None None None +9 2027 0.3102090358734131 560.9522705078125 555.4309692382812 None None None +9 2028 0.31021443009376526 560.9522705078125 555.4307861328125 None None None +9 2029 0.31021347641944885 560.93115234375 555.4097290039062 None None None +9 2030 0.31020253896713257 560.9254150390625 555.4041748046875 None None None +9 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0.2987569570541382 560.103759765625 554.7857055664062 None None None +10 1937 0.2987401783466339 560.11572265625 554.7979736328125 None None None +10 1938 0.29872509837150574 560.09423828125 554.7767944335938 None None None +10 1939 0.29872041940689087 560.1104125976562 554.7930908203125 None None None +10 1940 0.298727810382843 560.0850830078125 554.767578125 None None None +10 1941 0.2986873984336853 560.0473022460938 554.7305297851562 None None None +10 1942 0.298733115196228 560.0462036132812 554.7285766601562 None None None +10 1943 0.29876068234443665 560.0297241210938 554.7116088867188 None None None +10 1944 0.2988015413284302 560.038818359375 554.719970703125 None None None +10 1945 0.2987852692604065 560.007080078125 554.6885375976562 None None None +10 1946 0.2988077998161316 560.0137939453125 554.69482421875 None None None +10 1947 0.29886528849601746 559.9953002929688 554.6753540039062 None None None +10 1948 0.29884377121925354 559.9742431640625 554.6547241210938 None 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552.1573486328125 547.3426513671875 None None None +12 1930 0.27050885558128357 552.2020263671875 547.3877563476562 None None None +12 1931 0.2705347239971161 552.2046508789062 547.389892578125 None None None +12 1932 0.2705439329147339 552.1929931640625 547.3780517578125 None None None +12 1933 0.27053582668304443 552.2271728515625 547.412353515625 None None None +12 1934 0.2705407440662384 552.193603515625 547.3787231445312 None None None +12 1935 0.27049270272254944 552.2100830078125 547.39599609375 None None None +12 1936 0.2705227732658386 552.219970703125 547.4053955078125 None None None +12 1937 0.2705395221710205 552.1860961914062 547.3712158203125 None None None +12 1938 0.27050355076789856 552.1776733398438 547.3634033203125 None None None +12 1939 0.2705453038215637 552.1963500976562 547.38134765625 None None None +12 1940 0.2705446183681488 552.202880859375 547.3878173828125 None None None +12 1941 0.2705414295196533 552.2129516601562 547.3980102539062 None None None +12 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0.2619401216506958 549.9653930664062 545.3021240234375 None None None +13 2502 0.261932373046875 549.99755859375 545.3344116210938 None None None +13 2503 0.2619452476501465 550.0044555664062 545.3411254882812 None None None +13 2504 0.261962890625 550.006591796875 545.3428955078125 None None None +13 2505 0.2619927227497101 549.99462890625 545.3304443359375 None None None +13 2506 0.26196718215942383 550.03515625 545.3713989257812 None None None +13 2507 0.2619619369506836 550.0521850585938 545.3885498046875 None None None +13 2508 0.2619495689868927 550.0200805664062 545.356689453125 None None None +13 2509 0.26190751791000366 549.9901123046875 545.3274536132812 None None None +13 2510 0.2619050443172455 549.9887084960938 545.326171875 None None None +13 2511 0.26190659403800964 549.9706420898438 545.3080444335938 None None None +13 2512 0.26188552379608154 549.9888305664062 545.3265991210938 None None None +13 2513 0.26189449429512024 549.9954833984375 545.3330078125 None None None +13 2514 0.2618875801563263 550.0181274414062 545.3558349609375 None None None +13 2515 0.2619185745716095 549.9876708984375 545.3248901367188 None None None +13 2516 0.2618931829929352 549.9995727539062 545.3372192382812 None None None +13 2517 0.26192760467529297 550.0003662109375 545.33740234375 None None None +13 2518 0.2619505524635315 549.9968872070312 545.33349609375 None None None +13 2519 0.2619464099407196 549.9918212890625 545.3284912109375 None None None +13 2520 0.2619284689426422 550.0122680664062 545.3492431640625 None None None +13 2521 0.26191940903663635 550.0185546875 545.355712890625 None None None +13 2522 0.2619286775588989 550.0072631835938 545.34423828125 None None None +13 2523 0.2619529664516449 550.0327758789062 545.3693237304688 None None None +13 2524 0.26194363832473755 550.0219116210938 545.358642578125 None None None +13 2525 0.26193535327911377 550.0222778320312 545.359130859375 None None None +13 2526 0.26192426681518555 550.0281372070312 545.3651733398438 None None None +13 2527 0.2619168162345886 550.033447265625 545.37060546875 None None None +13 2528 0.26191246509552 550.0473022460938 545.384521484375 None None None +13 2529 0.26193687319755554 550.0438842773438 545.3806762695312 None None None +13 2530 0.26193293929100037 550.0174560546875 545.3543090820312 None None None +13 2531 0.2618953585624695 550.0244140625 545.3619384765625 None None None +13 2532 0.2618739902973175 550.0287475585938 545.3666381835938 None None None +13 2533 0.26188740134239197 550.0234375 545.3611450195312 None None None +13 2534 0.2618575692176819 550.0166625976562 545.3549194335938 None None None +13 2535 0.2618354558944702 550.0310668945312 545.3697509765625 None None None +13 2536 0.2618926763534546 550.0621948242188 545.3998413085938 None None None +13 2537 0.26185479760169983 550.0513305664062 545.3896484375 None None None +13 2538 0.2618906497955322 550.0326538085938 545.3703002929688 None None None +13 2539 0.2618708908557892 550.0471801757812 545.38525390625 None None None +13 2540 0.26186174154281616 550.049072265625 545.3873291015625 None None None +13 2541 0.2618861794471741 550.0489501953125 545.3867797851562 None None None +13 2542 0.26188257336616516 550.037109375 545.375 None None None +13 2543 0.26189038157463074 550.0323486328125 545.3701171875 None None None +13 2544 0.26191824674606323 550.0199584960938 545.3572387695312 None None None +13 2545 0.2619205117225647 550.0033569335938 545.340576171875 None None None +13 2546 0.2619013488292694 549.9881591796875 545.3257446289062 None None None +13 2547 0.2618691027164459 549.9898071289062 545.3280029296875 None None None +13 2548 0.26186972856521606 549.9798583984375 545.318115234375 None None None +13 2549 0.26187312602996826 549.9907836914062 545.3289184570312 None None None diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.bias_formatting.stderr.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..08c126bbdf473ad2da27ec097513ae6425701cf5 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.bias_formatting.stderr.txt @@ -0,0 +1,38 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 02:23:30.644783: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.655663: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:33.660964: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 02:23:33.689720: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:03:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 02:23:33.780447: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.832642: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:33.832844: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:33.854990: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:33.864121: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:33.895754: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:33.903272: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:33.904800: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:33.907006: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:33.907412: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 02:23:33.908552: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:33.908849: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:03:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 02:23:33.908887: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.908917: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:33.908944: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:33.908971: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:33.908996: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:33.909023: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:33.909048: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:33.909074: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:33.909491: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:33.911294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:35.877452: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 02:23:35.877541: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 02:23:35.877560: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 02:23:35.880728: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:03:00.0, compute capability: 6.0) +2023-07-15 02:23:36.745633: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.bias_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad3072cb2b45c37f37fe1fc5577ba47fa3cb071c --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/new_model_formats/bias_model_scaled diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet.params.json b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..cae62703a21d63f6ccd481e5fd9e05913339bee0 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "17.8", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/bias_model_scaled.h5", + "inputlen": "2114", + "outputlen": "1000", + "max_jitter": "500", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json", + "negative_sampling_ratio": "0.1" +} \ No newline at end of file diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_data_params.tsv b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..7dbda67511349197b2ba391751af9a37d9c22a8f --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 19.0 +counts_sum_max_thresh 2334.0 +trainings_pts_post_thresh 176777 diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_formatting.stderr.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1e23e581a27b5d6365e070190b130cf49f4c219 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_formatting.stderr.txt @@ -0,0 +1,40 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 01:19:30.777588: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.939424: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.945352: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 01:19:34.006319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:04:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:34.006439: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:34.036519: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:34.036674: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:34.050852: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:34.057083: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:34.079650: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:34.085460: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:34.086672: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:34.088486: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:34.088826: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 01:19:34.089700: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:34.089953: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:04:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:34.089984: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:34.090009: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:34.090031: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:34.090052: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:34.090073: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:34.090094: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:34.090115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:34.090136: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:34.090537: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:34.092016: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:35.912631: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 01:19:35.912742: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 01:19:35.912760: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 01:19:35.915871: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:04:00.0, compute capability: 6.0) +2023-07-15 01:19:38.287149: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b4f8e706778a4a17f7d1991f1faa136454cc109 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/new_model_formats/chrombpnet diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_model_params.tsv b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..a8e2d7447f2b893ba167efa95a650a483ce2a08e --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 17.8 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..20edd065554756d2dc41404687f8d54d43ba798a --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/new_model_formats/chrombpnet_wo_bias diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..20edd065554756d2dc41404687f8d54d43ba798a --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2/new_model_formats/chrombpnet_wo_bias diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.epoch_loss.csv b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..5426c2f386ec69edf8869cd67925cdafe20fcf3a --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.epoch_loss.csv @@ -0,0 +1,15 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,2.643125057220459,631.939208984375,678.9881591796875,0.4954882562160492,620.7777709960938,629.59765625 +1,0.48829641938209534,592.3067626953125,600.9989013671875,0.45539817214012146,604.8568725585938,612.9627685546875 +2,0.43968403339385986,583.169921875,590.99560546875,0.3852071464061737,601.85986328125,608.716552734375 +3,0.4166145622730255,578.5194702148438,585.9351806640625,0.36801978945732117,591.3739013671875,597.9244384765625 +4,0.3925521969795227,574.7909545898438,581.77783203125,0.36399176716804504,594.9324951171875,601.411865234375 +5,0.374144971370697,571.8341674804688,578.4937744140625,0.34155839681625366,593.41162109375,599.4913940429688 +6,0.35982590913772583,569.2024536132812,575.6075439453125,0.34860941767692566,593.8156127929688,600.0205688476562 +7,0.32645004987716675,561.9884643554688,567.798828125,0.319827675819397,588.7368774414062,594.4297485351562 +8,0.3160543739795685,558.274658203125,563.9002075195312,0.3177878260612488,586.0647583007812,591.7212524414062 +9,0.31091466546058655,555.9279174804688,561.460693359375,0.3226785361766815,587.2678833007812,593.0116577148438 +10,0.2978569269180298,554.0220947265625,559.3252563476562,0.31411150097846985,587.37939453125,592.9707641601562 +11,0.2900519371032715,552.372802734375,557.5361328125,0.3116791248321533,590.5975952148438,596.145263671875 +12,0.2695099711418152,547.5460815429688,552.3431396484375,0.3143869936466217,587.107666015625,592.703369140625 +13,0.26187312602996826,545.3289184570312,549.9907836914062,0.3129745125770569,588.1627807617188,593.7338256835938 diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stderr.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6e86cbb087fcdcf2e38c1fd21f1b711d06695e1 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stderr.txt @@ -0,0 +1,332 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2022-10-16 23:54:06.841158: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:01:29.994103: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:01:29.998232: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 00:01:30.130815: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 00:01:30.405724: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:01:30.433361: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:01:30.433528: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:01:30.445649: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:01:30.451507: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:01:30.471379: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:01:30.476684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:01:30.477907: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:01:30.482643: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:01:30.483044: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 00:01:30.483919: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:01:30.485586: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 00:01:30.485629: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:01:30.485654: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:01:30.485669: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:01:30.485684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:01:30.485699: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:01:30.485714: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:01:30.485728: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:01:30.485743: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:01:30.488895: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:01:30.490200: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:01:32.195524: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 00:01:32.195616: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 00:01:32.195629: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 00:01:32.202844: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-10-17 00:01:33.653148: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 00:01:33.667963: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 00:01:33.876972: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:01:35.413481: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:01:35.422456: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:02:07.347201: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:02:09.259009: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:02:09.259937: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 00:02:09.344153: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 00:02:09.344249: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:02:09.346745: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:02:09.346813: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:02:09.347999: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:02:09.348308: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:02:09.350720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:02:09.351353: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:02:09.351642: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:02:09.353356: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:02:09.353677: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 00:02:09.353754: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:02:09.354629: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 00:02:09.354656: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:02:09.354677: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:02:09.354693: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:02:09.354709: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:02:09.354725: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:02:09.354740: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:02:09.354755: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:02:09.354770: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:02:09.356536: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:02:09.356567: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:02:09.868054: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 00:02:09.868151: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 00:02:09.868164: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 00:02:09.870935: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-10-17 00:08:01.295858: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 00:08:01.296841: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 00:08:02.946304: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:08:03.469774: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:08:03.488348: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:08:07.006633: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-17 01:49:01.191699: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:04.108868: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:49:04.109822: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:49:04.238069: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:49:04.238158: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:04.240696: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:49:04.240772: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:49:04.241975: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:49:04.242298: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:49:04.244752: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:49:04.245405: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:49:04.245752: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:49:04.249136: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:49:04.249481: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:49:04.249560: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:49:04.251183: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:49:04.251208: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:04.251229: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:49:04.251251: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:49:04.251268: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:49:04.251284: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:49:04.251300: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:49:04.251314: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:49:04.251329: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:49:04.254483: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:49:04.254517: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:49:04.827442: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:49:04.827541: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:49:04.827554: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:49:04.831427: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-10-17 01:50:48.846608: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:50:48.850496: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 01:50:48.948604: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:50:49.458153: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:50:49.460508: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 01:53:00.521533: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:03.204923: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:53:03.205882: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:53:03.329275: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:53:03.329367: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:03.331872: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:53:03.331947: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:53:03.333185: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:53:03.333495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:53:03.335985: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:53:03.336641: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:53:03.336989: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:53:03.340288: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:53:03.340639: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:53:03.340717: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:53:03.342385: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:53:03.342418: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:03.342448: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:53:03.342464: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:53:03.342479: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:53:03.342495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:53:03.342510: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:53:03.342525: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:53:03.342540: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:53:03.345677: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:53:03.345720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:53:03.913426: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:53:03.913522: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:53:03.913535: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:53:03.917445: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 01:54:19.091690: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:54:19.094331: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 01:54:19.156610: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:54:19.655973: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:54:19.657757: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 01:56:22.574835: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:25.747259: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:56:25.748215: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:56:25.876105: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:56:25.876196: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:25.878681: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:56:25.878756: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:56:25.879939: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:56:25.880237: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:56:25.882678: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:56:25.883338: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:56:25.883678: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:56:25.886953: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:56:25.887294: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:56:25.887371: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:56:25.888996: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:56:25.889020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:25.889060: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:56:25.889078: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:56:25.889093: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:56:25.889108: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:56:25.889123: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:56:25.889138: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:56:25.889152: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:56:25.892312: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:56:25.892347: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:56:26.474542: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:56:26.474637: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:56:26.474649: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:56:26.479080: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-10-17 01:57:42.246859: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:57:42.248769: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 01:57:42.290814: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:57:42.808782: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:57:42.810482: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 01:58:48.994812: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:58:50.355207: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:58:50.356159: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:58:50.443202: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:58:50.443309: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:58:50.445839: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:58:50.445966: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:58:50.447187: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:58:50.447505: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:58:50.449980: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:58:50.450636: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:58:50.450980: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:58:50.452725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:58:50.453049: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:58:50.453123: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:58:50.453961: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:58:50.453993: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:58:50.454014: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:58:50.454032: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:58:50.454049: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:58:50.454066: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:58:50.454082: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:58:50.454098: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:58:50.454115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:58:50.455704: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:58:50.455748: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:58:51.047671: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:58:51.047777: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:58:51.047790: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:58:51.052350: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 01:59:05.502555: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:59:05.503104: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 01:59:05.725684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:59:06.281538: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:59:06.283534: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +mkdir: cannot create directory ‘/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_2//footprints’: File exists +2022-10-17 02:00:56.724861: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:00:58.086490: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:00:58.087427: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:00:58.170656: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 02:00:58.170754: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:00:58.173256: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:00:58.173332: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:00:58.174556: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:00:58.174874: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:00:58.177326: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:00:58.177988: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:00:58.178335: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:00:58.180058: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:00:58.180392: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:00:58.180483: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:00:58.181350: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:c6:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 02:00:58.181380: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:00:58.181398: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:00:58.181415: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:00:58.181431: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:00:58.181446: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:00:58.181462: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:00:58.181477: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:00:58.181492: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:00:58.183101: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:00:58.183140: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:00:58.699465: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:00:58.699572: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:00:58.699587: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:00:58.703359: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:c6:00.0, compute capability: 8.0) +2022-10-17 02:01:12.974074: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:01:12.974638: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499855000 Hz +2022-10-17 02:01:13.129545: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:01:13.685022: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:01:13.686906: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 diff --git a/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stdout.txt b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..4031a437f826fb141df88e6efa87c4c3eca5c67e --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR484UAU/logfile.modelling.fold_2.ENCSR484UAU.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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a/fold_2/model.chrombpnet.fold_2.ENCSR484UAU.tar b/fold_2/model.chrombpnet.fold_2.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..51ba06926c363d8584709d090db33c2861cc7e54 --- /dev/null +++ b/fold_2/model.chrombpnet.fold_2.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5e032d0b3baa71238c99e1a2babb6f1c2bec9b5db9ab70a40d978d2aac49b5c2 +size 27607040 diff --git a/fold_2/model.chrombpnet_nobias.fold_2.ENCSR484UAU.h5 b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR484UAU.h5 new file mode 100644 index 0000000000000000000000000000000000000000..976489198e329307b1f4d69758335bd807c089a0 --- /dev/null +++ b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR484UAU.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:325ec50bc6137478dc49ae94ccc2791a2584d3302bc5aace32c518f4e5c31bfe +size 25583536 diff --git a/fold_2/model.chrombpnet_nobias.fold_2.ENCSR484UAU.tar b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..f186a6f6841fcc79d540f7390c18de3ae488ab00 --- /dev/null +++ b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26c354c4a34a61f2d69d1d216e62edc0163297dc792d03c04a6d5a6317e18edd +size 26081280 diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.args.json b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.args.json new file mode 100644 index 0000000000000000000000000000000000000000..79f0b17beefbe5c89373870cefe01529e452bc8b --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.args.json @@ -0,0 +1,23 @@ +{ + "genome": "/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa", + "bigwig": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.batch_loss.tsv b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..8ad94433ddbd5f076cdcc58603e703cbeefb8347 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.batch_loss.tsv @@ -0,0 +1,36406 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.7727389335632324 883.1146240234375 833.7598876953125 None None None +0 1 6.170619010925293 833.3450927734375 723.508056640625 None None None +0 2 4.923189163208008 802.5756225585938 714.94287109375 None None None +0 3 4.303995609283447 791.7322998046875 715.1212158203125 None None None +0 4 3.929527759552002 781.169921875 711.2243041992188 None None None +0 5 3.6545143127441406 777.246337890625 712.1959838867188 None None None +0 6 3.6082241535186768 802.4774169921875 738.2509765625 None None None +0 7 3.4410786628723145 793.9273071289062 732.676025390625 None None None +0 8 3.2842955589294434 778.6014404296875 720.140869140625 None None None +0 9 3.2701351642608643 791.6172485351562 733.4087524414062 None None None +0 10 3.203366279602051 791.302490234375 734.282470703125 None None None +0 11 3.115000009536743 779.6616821289062 724.214599609375 None None None +0 12 3.0273337364196777 768.8001708984375 714.9135131835938 None None None +0 13 3.0033295154571533 771.8440551757812 718.3847045898438 None None None +0 14 2.981269359588623 771.8307495117188 718.7640380859375 None None None +0 15 2.9435620307922363 768.7018432617188 716.3063354492188 None None None +0 16 2.878228187561035 759.1205444335938 707.8880004882812 None None None +0 17 2.877945899963379 764.96484375 713.7373657226562 None None None +0 18 2.8362014293670654 759.519775390625 709.0353393554688 None None None +0 19 2.8366246223449707 765.5722045898438 715.0802001953125 None None None +0 20 2.8248836994171143 768.7271118164062 718.444091796875 None None None +0 21 2.8022665977478027 768.3700561523438 718.4896240234375 None None None +0 22 2.803717613220215 771.4194946289062 721.5132446289062 None None None +0 23 2.785673141479492 770.41943359375 720.8344116210938 None None None +0 24 2.7504377365112305 765.7352294921875 716.7774047851562 None None None +0 25 2.734483003616333 764.6016235351562 715.9277954101562 None None None +0 26 2.715214252471924 761.9500732421875 713.6192626953125 None None None +0 27 2.7096176147460938 759.7119750976562 711.4808349609375 None None 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None +0 1910 1.1088701486587524 645.8218994140625 626.084228515625 None None None +0 1911 1.1085071563720703 645.8310546875 626.099853515625 None None None +0 1912 1.1081724166870117 645.8265991210938 626.101318359375 None None None +0 1913 1.107792854309082 645.7891845703125 626.0706176757812 None None None +0 1914 1.1074442863464355 645.7572631835938 626.0449829101562 None None None +0 1915 1.1071676015853882 645.7049560546875 625.99755859375 None None None +0 1916 1.1068700551986694 645.731689453125 626.0296020507812 None None None +0 1917 1.1065729856491089 645.7130737304688 626.0162963867188 None None None +0 1918 1.1061738729476929 645.7128295898438 626.023193359375 None None None +0 1919 1.105834722518921 645.7040405273438 626.0205078125 None None None +0 1920 1.105562686920166 645.681884765625 626.0032348632812 None None None +0 1921 1.1052929162979126 645.6576538085938 625.9837646484375 None None None +0 1922 1.1048887968063354 645.6168212890625 625.9500732421875 None None None +0 1923 1.1046233177185059 645.5984497070312 625.9365234375 None None None +0 1924 1.1043509244918823 645.5993041992188 625.9421997070312 None None None +0 1925 1.1040204763412476 645.5458984375 625.8947143554688 None None None +0 1926 1.1036227941513062 645.4923706054688 625.8482666015625 None None None +0 1927 1.1032999753952026 645.4877319335938 625.849365234375 None None None +0 1928 1.102967619895935 645.48193359375 625.8494262695312 None None None +0 1929 1.1026073694229126 645.4478149414062 625.8217163085938 None None None +0 1930 1.102228045463562 645.3882446289062 625.7689819335938 None None None +0 1931 1.1019500494003296 645.4375610351562 625.8232421875 None None None +0 1932 1.1016489267349243 645.43505859375 625.8261108398438 None None None +0 1933 1.1013253927230835 645.44384765625 625.8406372070312 None None None +0 1934 1.1010655164718628 645.45166015625 625.8530883789062 None None None +0 1935 1.1007394790649414 645.404541015625 625.811767578125 None None None +0 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1.0923380851745605 644.916748046875 625.4735717773438 None None None +0 1963 1.0920153856277466 644.8727416992188 625.435302734375 None None None +0 1964 1.0916929244995117 644.8526611328125 625.4208984375 None None None +0 1965 1.091452956199646 644.7728881835938 625.3453979492188 None None None +0 1966 1.0910565853118896 644.71435546875 625.2939453125 None None None +0 1967 1.090648889541626 644.6367797851562 625.2236328125 None None None +0 1968 1.0902855396270752 644.6056518554688 625.1990356445312 None None None +0 1969 1.089949369430542 644.65771484375 625.257080078125 None None None +0 1970 1.089733362197876 644.637939453125 625.2411499023438 None None None +0 1971 1.0893909931182861 644.5856323242188 625.1949462890625 None None None +0 1972 1.0891190767288208 644.6320190429688 625.2461547851562 None None None +0 1973 1.0888363122940063 644.6320190429688 625.251220703125 None None None +0 1974 1.0885344743728638 644.6041870117188 625.228759765625 None None None +0 1975 1.0882805585861206 644.6356811523438 625.2647094726562 None None None +0 1976 1.0879087448120117 644.5999755859375 625.2356567382812 None None None +0 1977 1.0876539945602417 644.67138671875 625.3115234375 None None None +0 1978 1.087310552597046 644.6422729492188 625.28857421875 None None None +0 1979 1.0870254039764404 644.6773071289062 625.3287353515625 None None None +0 1980 1.0866620540618896 644.6913452148438 625.3491821289062 None None None +0 1981 1.086327314376831 644.6735229492188 625.3372802734375 None None None +0 1982 1.0859706401824951 644.6243286132812 625.2944946289062 None None None +0 1983 1.0856455564498901 644.6102294921875 625.2861328125 None None None +0 1984 1.0853010416030884 644.5662841796875 625.2483520507812 None None None +0 1985 1.0850321054458618 644.5673217773438 625.2540893554688 None None None +0 1986 1.0848188400268555 644.5438842773438 625.2344360351562 None None None +0 1987 1.0845310688018799 644.5115966796875 625.207275390625 None None None +0 1988 1.0842241048812866 644.521728515625 625.222900390625 None None None +0 1989 1.084039330482483 644.4606323242188 625.1651000976562 None None None +0 1990 1.0837875604629517 644.4232788085938 625.1322021484375 None None None +0 1991 1.0835225582122803 644.429931640625 625.1436157226562 None None None +0 1992 1.0832481384277344 644.38134765625 625.0999145507812 None None None +0 1993 1.0829445123672485 644.336181640625 625.06005859375 None None None +0 1994 1.0826876163482666 644.331787109375 625.0601806640625 None None None +0 1995 1.0825283527374268 644.3341064453125 625.0654296875 None None None +0 1996 1.082319736480713 644.3477783203125 625.082763671875 None None None +0 1997 1.0821422338485718 644.3396606445312 625.077880859375 None None None +0 1998 1.0818381309509277 644.3365478515625 625.0801391601562 None None None +0 1999 1.0816224813461304 644.3199462890625 625.0673828125 None None None +0 2000 1.0813095569610596 644.34375 625.0967407226562 None None None +0 2001 1.0810315608978271 644.3552856445312 625.1132202148438 None None None +0 2002 1.080786943435669 644.3731079101562 625.1354370117188 None None None +0 2003 1.0804415941238403 644.34912109375 625.1175537109375 None None None +0 2004 1.0801652669906616 644.3165893554688 625.0899658203125 None None None +0 2005 1.0798672437667847 644.2760620117188 625.0546875 None None None +0 2006 1.0796043872833252 644.2713012695312 625.0546264648438 None None None +0 2007 1.0792783498764038 644.2776489257812 625.0668334960938 None None None +0 2008 1.0789849758148193 644.2478637695312 625.0422973632812 None None None +0 2009 1.078753113746643 644.2169189453125 625.015380859375 None None None +0 2010 1.078446626663208 644.1749877929688 624.9789428710938 None None None +0 2011 1.078116774559021 644.1494750976562 624.9592895507812 None None None +0 2012 1.0777721405029297 644.10693359375 624.9228515625 None None None +0 2013 1.077461838722229 644.0684814453125 624.8899536132812 None None None +0 2014 1.0771123170852661 644.0442504882812 624.8719482421875 None None None +0 2015 1.076776146888733 643.9892578125 624.8228759765625 None None None +0 2016 1.076439619064331 643.9802856445312 624.8199462890625 None None None +0 2017 1.0761126279830933 643.9667358398438 624.812255859375 None None None +0 2018 1.075857400894165 643.9530639648438 624.8031005859375 None None None +0 2019 1.0756230354309082 643.929931640625 624.7841796875 None None None +0 2020 1.0754249095916748 643.8840942382812 624.7417602539062 None None None +0 2021 1.075132131576538 643.8490600585938 624.7119750976562 None None None +0 2022 1.0749293565750122 643.8994750976562 624.7659912109375 None None None +0 2023 1.0745962858200073 643.8494262695312 624.7218627929688 None None None +0 2024 1.0743831396102905 643.846435546875 624.7227783203125 None None None +0 2025 1.0741280317306519 643.8012084960938 624.68212890625 None None None +0 2026 1.0737524032592773 643.7925415039062 624.6801147460938 None None None +0 2027 1.0735441446304321 643.8223266601562 624.713623046875 None None None +0 2028 1.0732433795928955 643.8741455078125 624.770751953125 None None None +0 2029 1.0730036497116089 643.8629760742188 624.7638549804688 None None None +0 2030 1.072708010673523 643.8807983398438 624.7869262695312 None None None +0 2031 1.072356104850769 643.8796997070312 624.7921142578125 None None None +0 2032 1.072067379951477 643.838623046875 624.7562255859375 None None None +0 2033 1.0717779397964478 643.8560791015625 624.7787475585938 None None None +0 2034 1.0715408325195312 643.8724365234375 624.79931640625 None None None +0 2035 1.0712201595306396 643.8485107421875 624.7811279296875 None None None +0 2036 1.0709025859832764 643.8203735351562 624.7586669921875 None None None +0 2037 1.0706294775009155 643.82275390625 624.765869140625 None None None +0 2038 1.070459246635437 643.837158203125 624.7832641601562 None None None +0 2039 1.0701268911361694 643.7780151367188 624.7300415039062 None None None +0 2040 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None +2 1921 0.4117315411567688 589.037109375 581.7088623046875 None None None +2 1922 0.41173797845840454 589.0281372070312 581.69970703125 None None None +2 1923 0.41172531247138977 588.9739990234375 581.6458129882812 None None None +2 1924 0.4117078185081482 588.9447631835938 581.6168823242188 None None None +2 1925 0.41169142723083496 588.9190063476562 581.5914306640625 None None None +2 1926 0.4116795063018799 588.9365234375 581.609130859375 None None None +2 1927 0.41166791319847107 588.9444580078125 581.6173095703125 None None None +2 1928 0.4116657078266144 588.977294921875 581.6502075195312 None None None +2 1929 0.41169273853302 588.994384765625 581.6668701171875 None None None +2 1930 0.4116680920124054 589.0286254882812 581.7014770507812 None None None +2 1931 0.41161221265792847 589.015869140625 581.689697265625 None None None +2 1932 0.4115816354751587 589.0377807617188 581.7120361328125 None None None +2 1933 0.41153645515441895 589.0309448242188 581.7060546875 None None None +2 1934 0.4115316569805145 589.0050659179688 581.6802368164062 None None None +2 1935 0.41150084137916565 588.9733276367188 581.64892578125 None None None +2 1936 0.411482036113739 588.9398803710938 581.6159057617188 None None None +2 1937 0.41149574518203735 588.9714965820312 581.6472778320312 None None None +2 1938 0.4114772379398346 588.9396362304688 581.6156616210938 None None None +2 1939 0.41154858469963074 588.955078125 581.6298217773438 None None None +2 1940 0.4115513563156128 588.9732666015625 581.64794921875 None None None +2 1941 0.4115638732910156 588.9554443359375 581.6298828125 None None None +2 1942 0.41158103942871094 588.94287109375 581.6170654296875 None None None +2 1943 0.41157302260398865 588.9657592773438 581.6400756835938 None None None +2 1944 0.41155511140823364 588.9632568359375 581.637939453125 None None None +2 1945 0.4114822447299957 588.964111328125 581.6400146484375 None None None +2 1946 0.4114725887775421 588.9861450195312 581.6622924804688 None 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581.6348876953125 None None None +2 1960 0.41154104471206665 588.96142578125 581.6363525390625 None None None +2 1961 0.41162097454071045 588.968505859375 581.6420288085938 None None None +2 1962 0.411664217710495 588.9689331054688 581.6417236328125 None None None +2 1963 0.4116281569004059 588.9841918945312 581.6575927734375 None None None +2 1964 0.41162967681884766 588.9932861328125 581.6666870117188 None None None +2 1965 0.4116346538066864 588.9705810546875 581.6438598632812 None None None +2 1966 0.4116190969944 588.9843139648438 581.6578369140625 None None None +2 1967 0.41162046790122986 588.9599609375 581.6334228515625 None None None +2 1968 0.4116278290748596 588.9566040039062 581.6299438476562 None None None +2 1969 0.4116784334182739 588.9315795898438 581.60400390625 None None None +2 1970 0.41166746616363525 588.9158325195312 581.5885009765625 None None None +2 1971 0.4116640090942383 588.8897094726562 581.5623779296875 None None None +2 1972 0.41167017817497253 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0.4118660092353821 588.9447021484375 581.6138305664062 None None None +2 1986 0.4118528962135315 588.9620971679688 581.6314697265625 None None None +2 1987 0.41198572516441345 588.9425048828125 581.6094970703125 None None None +2 1988 0.4119543731212616 588.9412841796875 581.6088256835938 None None None +2 1989 0.4119749665260315 588.922119140625 581.58935546875 None None None +2 1990 0.4120289981365204 588.9009399414062 581.5671997070312 None None None +2 1991 0.4120548665523529 588.9136962890625 581.5794677734375 None None None +2 1992 0.4120504558086395 588.9049072265625 581.57080078125 None None None +2 1993 0.41203731298446655 588.8905639648438 581.556640625 None None None +2 1994 0.412064790725708 588.8471069335938 581.5126953125 None None None +2 1995 0.4121446907520294 588.905029296875 581.5691528320312 None None None +2 1996 0.41210877895355225 588.8785400390625 581.5433349609375 None None None +2 1997 0.4120592772960663 588.84033203125 581.5059814453125 None None None +2 1998 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0.353518009185791 578.158447265625 571.867431640625 None None None +5 1945 0.3535425364971161 578.1605224609375 571.8690795898438 None None None +5 1946 0.3536165952682495 578.1851196289062 571.892333984375 None None None +5 1947 0.35364267230033875 578.1913452148438 571.898193359375 None None None +5 1948 0.3536325991153717 578.1675415039062 571.87451171875 None None None +5 1949 0.35365229845046997 578.1810913085938 571.8877563476562 None None None +5 1950 0.353628545999527 578.191162109375 571.898193359375 None None None +5 1951 0.35362592339515686 578.18017578125 571.88720703125 None None None +5 1952 0.3536038398742676 578.1735229492188 571.8809814453125 None None None +5 1953 0.35353612899780273 578.1710815429688 571.8796997070312 None None None +5 1954 0.35350537300109863 578.15673828125 571.8659057617188 None None None +5 1955 0.3534916341304779 578.1342163085938 571.8436889648438 None None None +5 1956 0.3534671366214752 578.1395874023438 571.8494262695312 None None None +5 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None None None +5 1983 0.3536451756954193 578.3012084960938 572.007568359375 None None None +5 1984 0.35362115502357483 578.3568725585938 572.063720703125 None None None +5 1985 0.3536244332790375 578.3425903320312 572.0493774414062 None None None +5 1986 0.3535955250263214 578.3904418945312 572.0977783203125 None None None +5 1987 0.35357704758644104 578.3973999023438 572.1050415039062 None None None +5 1988 0.3535595238208771 578.35693359375 572.0648803710938 None None None +5 1989 0.3535311222076416 578.3280029296875 572.0365600585938 None None None +5 1990 0.35356393456459045 578.3395385742188 572.0474853515625 None None None +5 1991 0.35354381799697876 578.37939453125 572.0877685546875 None None None +5 1992 0.3535376787185669 578.39306640625 572.1015625 None None None +5 1993 0.3535262644290924 578.3909301757812 572.099609375 None None None +5 1994 0.3535853624343872 578.4000244140625 572.107666015625 None None None +5 1995 0.3535875380039215 578.3871459960938 572.0947265625 None None None +5 1996 0.35363298654556274 578.3843383789062 572.091064453125 None None None +5 1997 0.35363689064979553 578.3656616210938 572.0723266601562 None None None +5 1998 0.35361799597740173 578.4088745117188 572.1157836914062 None None None +5 1999 0.3535928428173065 578.4091186523438 572.1165771484375 None None None +5 2000 0.3535868227481842 578.3765258789062 572.0841064453125 None None None +5 2001 0.3535660207271576 578.4215698242188 572.1294555664062 None None None +5 2002 0.35355496406555176 578.40087890625 572.1089477539062 None None None +5 2003 0.35355815291404724 578.400634765625 572.1087036132812 None None None +5 2004 0.3535562753677368 578.364013671875 572.0721435546875 None None None +5 2005 0.3535558581352234 578.3746948242188 572.0828247070312 None None None +5 2006 0.3535240888595581 578.3561401367188 572.0647583007812 None None None +5 2007 0.3535698354244232 578.3842163085938 572.092041015625 None None None +5 2008 0.3535293638706207 578.388916015625 572.097412109375 None None None +5 2009 0.3535720407962799 578.3992309570312 572.1070556640625 None None None +5 2010 0.3535204231739044 578.3823852539062 572.0911254882812 None None None +5 2011 0.35346147418022156 578.3509521484375 572.0607299804688 None None None +5 2012 0.3534822165966034 578.3599243164062 572.0693359375 None None None +5 2013 0.3535144031047821 578.3480834960938 572.0569458007812 None None None +5 2014 0.3534786105155945 578.3441772460938 572.0537109375 None None None +5 2015 0.3534768521785736 578.315185546875 572.0247802734375 None None None +5 2016 0.35340607166290283 578.3031616210938 572.0140380859375 None None None +5 2017 0.35339534282684326 578.3212280273438 572.0322875976562 None None None +5 2018 0.3533346951007843 578.3577880859375 572.0699462890625 None None None +5 2019 0.353278249502182 578.3568115234375 572.0700073242188 None None None +5 2020 0.353278249502182 578.357666015625 572.07080078125 None None None +5 2021 0.35327282547950745 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573.21484375 567.1874389648438 None None None +7 1936 0.33853790163993835 573.2097778320312 567.18310546875 None None None +7 1937 0.3385554552078247 573.2030029296875 567.1760864257812 None None None +7 1938 0.3385502099990845 573.2080078125 567.18115234375 None None None +7 1939 0.33857810497283936 573.2293090820312 567.201904296875 None None None +7 1940 0.33851075172424316 573.2738647460938 567.2477416992188 None None None +7 1941 0.3385779559612274 573.3024291992188 567.2750854492188 None None None +7 1942 0.3385992646217346 573.2720336914062 567.2442626953125 None None None +7 1943 0.3385718762874603 573.253173828125 567.2259521484375 None None None +7 1944 0.3385792672634125 573.263427734375 567.2361450195312 None None None +7 1945 0.3386289179325104 573.2717895507812 567.2435913085938 None None None +7 1946 0.33866769075393677 573.2415771484375 567.2127075195312 None None None +7 1947 0.33871641755104065 573.278564453125 567.248779296875 None None None +7 1948 0.3386480510234833 573.2811279296875 567.2525024414062 None None None +7 1949 0.3386208117008209 573.2655639648438 567.2374267578125 None None None +7 1950 0.33862775564193726 573.23486328125 567.2066040039062 None None None +7 1951 0.33865731954574585 573.2772827148438 567.24853515625 None None None +7 1952 0.33867278695106506 573.252685546875 567.2236328125 None None None +7 1953 0.33870363235473633 573.2777709960938 567.2482299804688 None None None +7 1954 0.33871251344680786 573.2599487304688 567.230224609375 None None None +7 1955 0.3386736214160919 573.2478637695312 567.2188720703125 None None None +7 1956 0.3386213481426239 573.2841186523438 567.256103515625 None None None +7 1957 0.33866944909095764 573.2946166992188 567.2658081054688 None None None +7 1958 0.33869051933288574 573.3396606445312 567.3104858398438 None None None +7 1959 0.33877360820770264 573.3237915039062 567.2931518554688 None None None +7 1960 0.3387458026409149 573.32568359375 567.2954711914062 None None None +7 1961 0.3387058675289154 573.2887573242188 567.25927734375 None None None +7 1962 0.3386639952659607 573.3250122070312 567.2962646484375 None None None +7 1963 0.3386685252189636 573.3165283203125 567.2877197265625 None None None +7 1964 0.3386940062046051 573.2869873046875 567.2576904296875 None None None +7 1965 0.33869674801826477 573.3118896484375 567.2825927734375 None None None +7 1966 0.33878293633461 573.2962036132812 567.265380859375 None None None +7 1967 0.33879566192626953 573.3035278320312 567.2725219726562 None None None +7 1968 0.338741272687912 573.346923828125 567.3168334960938 None None None +7 1969 0.3387591540813446 573.4048461914062 567.3744506835938 None None None +7 1970 0.3387301564216614 573.3773193359375 567.3474731445312 None None None +7 1971 0.3387179374694824 573.3587036132812 567.3290405273438 None None None +7 1972 0.33871451020240784 573.32177734375 567.292236328125 None None None +7 1973 0.3387664258480072 573.3115234375 567.281005859375 None None None +7 1974 0.33877241611480713 573.3016357421875 567.2710571289062 None None None +7 1975 0.33874666690826416 573.3055419921875 567.275390625 None None None +7 1976 0.338754266500473 573.3080444335938 567.2777709960938 None None None +7 1977 0.3387293517589569 573.28173828125 567.2518920898438 None None None +7 1978 0.3387296497821808 573.25 567.22021484375 None None None +7 1979 0.33869248628616333 573.2098999023438 567.1807250976562 None None None +7 1980 0.33870673179626465 573.212646484375 567.1831665039062 None None None +7 1981 0.33867335319519043 573.2272338867188 567.1983642578125 None None None +7 1982 0.33869341015815735 573.24609375 567.2169189453125 None None None +7 1983 0.33868205547332764 573.2359008789062 567.2069091796875 None None None +7 1984 0.33865734934806824 573.258056640625 567.2295532226562 None None None +7 1985 0.3386749029159546 573.2510986328125 567.2222900390625 None None None +7 1986 0.3386944532394409 573.2482299804688 567.2190551757812 None None None +7 1987 0.33876243233680725 573.2628784179688 567.2324829101562 None None None +7 1988 0.3387274444103241 573.2206420898438 567.1907958984375 None None None +7 1989 0.33874672651290894 573.2711181640625 567.2409057617188 None None None +7 1990 0.3387185335159302 573.2476196289062 567.2178344726562 None None None +7 1991 0.3387848138809204 573.239990234375 567.2091064453125 None None None +7 1992 0.3387446999549866 573.2505493164062 567.2203369140625 None None None +7 1993 0.3386797606945038 573.2315063476562 567.202392578125 None None None +7 1994 0.33864542841911316 573.220947265625 567.1924438476562 None None None +7 1995 0.3386291563510895 573.2149658203125 567.186767578125 None None None +7 1996 0.33861440420150757 573.2428588867188 567.2149047851562 None None None +7 1997 0.33854255080223083 573.19482421875 567.1680908203125 None None None +7 1998 0.3386179208755493 573.264404296875 567.236328125 None None None +7 1999 0.3386361598968506 573.2427978515625 567.2144165039062 None None None +7 2000 0.33867505192756653 573.2734985351562 567.2444458007812 None None None +7 2001 0.3386593461036682 573.2860717773438 567.25732421875 None None None +7 2002 0.33867448568344116 573.2748413085938 567.245849609375 None None None +7 2003 0.3386754095554352 573.2888793945312 567.2598266601562 None None None +7 2004 0.3386555314064026 573.2955322265625 567.266845703125 None None None +7 2005 0.33871200680732727 573.2728881835938 567.2432250976562 None None None +7 2006 0.3386957049369812 573.277587890625 567.2482299804688 None None None +7 2007 0.3386591374874115 573.2814331054688 567.252685546875 None None None +7 2008 0.33868172764778137 573.2845458984375 567.2554321289062 None None None +7 2009 0.3387634754180908 573.2570190429688 567.2264404296875 None None None +7 2010 0.3387811481952667 573.2516479492188 567.2207641601562 None None None +7 2011 0.33875536918640137 573.2429809570312 567.2125244140625 None None None +7 2012 0.3387383818626404 573.1958618164062 567.1657104492188 None None None +7 2013 0.33872804045677185 573.1854858398438 567.155517578125 None None None +7 2014 0.33869290351867676 573.2018432617188 567.1724853515625 None None None +7 2015 0.33867546916007996 573.2184448242188 567.1893920898438 None None None +7 2016 0.3386346995830536 573.2350463867188 567.206787109375 None None None +7 2017 0.3386584222316742 573.2869873046875 567.25830078125 None None None +7 2018 0.3386979401111603 573.248046875 567.21875 None None None +7 2019 0.3387044668197632 573.2070922851562 567.1776733398438 None None None +7 2020 0.3386934697628021 573.2047729492188 567.175537109375 None None None +7 2021 0.3386560380458832 573.2122192382812 567.1836547851562 None None None +7 2022 0.3387027680873871 573.2092895507812 567.179931640625 None None None +7 2023 0.33862847089767456 573.2218017578125 567.1937866210938 None None None +7 2024 0.3385950028896332 573.1853637695312 567.1578979492188 None None None +7 2025 0.3386942148208618 573.1526489257812 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0.33907485008239746 573.3554077148438 567.3194580078125 None None None +7 2065 0.33907991647720337 573.3670654296875 567.3309936523438 None None None +7 2066 0.3390967547893524 573.419189453125 567.3828735351562 None None None +7 2067 0.33911997079849243 573.4177856445312 567.3810424804688 None None None +7 2068 0.33908990025520325 573.4114990234375 567.3753051757812 None None None +7 2069 0.3391250967979431 573.4122314453125 567.3754272460938 None None None +7 2070 0.3390965163707733 573.4158325195312 567.3795166015625 None None None +7 2071 0.33904868364334106 573.3853759765625 567.349853515625 None None None +7 2072 0.3390320837497711 573.397705078125 567.3624877929688 None None None +7 2073 0.33901771903038025 573.3988647460938 567.3638916015625 None None None +7 2074 0.33902230858802795 573.4210815429688 567.385986328125 None None None +7 2075 0.3390321731567383 573.453369140625 567.4181518554688 None None None +7 2076 0.33900952339172363 573.4640502929688 567.42919921875 None 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None None +8 1784 0.32859450578689575 571.4918212890625 565.6425170898438 None None None +8 1785 0.32855069637298584 571.4719848632812 565.6234741210938 None None None +8 1786 0.32857465744018555 571.4502563476562 565.6012573242188 None None None +8 1787 0.32854604721069336 571.4188842773438 565.5704345703125 None None None +8 1788 0.3285081684589386 571.4173583984375 565.569580078125 None None None +8 1789 0.3285045027732849 571.4337768554688 565.5860595703125 None None None +8 1790 0.328446626663208 571.4153442382812 565.5686645507812 None None None +8 1791 0.3284303545951843 571.4034423828125 565.5570068359375 None None None +8 1792 0.3283795714378357 571.4020385742188 565.5565185546875 None None None +8 1793 0.3284715712070465 571.4185180664062 565.5714721679688 None None None +8 1794 0.3284629285335541 571.4628295898438 565.6159057617188 None None None +8 1795 0.32843685150146484 571.453857421875 565.607421875 None None None +8 1796 0.3284231126308441 571.4925537109375 565.6463012695312 None None None +8 1797 0.3283627927303314 571.4810791015625 565.6359252929688 None None None +8 1798 0.32839956879615784 571.4681396484375 565.622314453125 None None None +8 1799 0.3283480703830719 571.427001953125 565.5820922851562 None None None +8 1800 0.3283293843269348 571.4417114257812 565.5971069335938 None None None +8 1801 0.32830289006233215 571.4452514648438 565.6011352539062 None None None +8 1802 0.32825353741645813 571.445068359375 565.6018676757812 None None None +8 1803 0.32821816205978394 571.4874877929688 565.6448364257812 None None None +8 1804 0.3281843364238739 571.4738159179688 565.6317138671875 None None None +8 1805 0.3281683027744293 571.4797973632812 565.6380004882812 None None None +8 1806 0.3281084895133972 571.5196533203125 565.6788940429688 None None None +8 1807 0.3281422555446625 571.482421875 565.6410522460938 None None None +8 1808 0.32809364795684814 571.4961547851562 565.6557006835938 None None None +8 1809 0.3281469941139221 571.4869384765625 565.6455688476562 None None None +8 1810 0.32810673117637634 571.4452514648438 565.6045532226562 None None None +8 1811 0.3281264901161194 571.4529418945312 565.6118774414062 None None None +8 1812 0.32813507318496704 571.4571533203125 565.615966796875 None None None +8 1813 0.3280962109565735 571.4893798828125 565.6488647460938 None None None +8 1814 0.32821205258369446 571.4693603515625 565.6268310546875 None None None +8 1815 0.3282206654548645 571.4290771484375 565.58642578125 None None None +8 1816 0.3282412886619568 571.4564819335938 565.6134033203125 None None None +8 1817 0.3282039761543274 571.4827270507812 565.640380859375 None None None +8 1818 0.32818782329559326 571.50341796875 565.6613159179688 None None None +8 1819 0.32824403047561646 571.5499267578125 565.7068481445312 None None None +8 1820 0.32816722989082336 571.5374145507812 565.6956787109375 None None None +8 1821 0.32815390825271606 571.5606689453125 565.7191772460938 None None None +8 1822 0.3282068967819214 571.5382690429688 565.69580078125 None None None +8 1823 0.32819780707359314 571.5126953125 565.67041015625 None None None +8 1824 0.3281896114349365 571.4652709960938 565.6231689453125 None None None +8 1825 0.32817429304122925 571.4584350585938 565.6165771484375 None None None +8 1826 0.32818537950515747 571.4473266601562 565.6052856445312 None None None +8 1827 0.32819104194641113 571.41064453125 565.5685424804688 None None None +8 1828 0.328255832195282 571.414794921875 565.5714721679688 None None None +8 1829 0.32831135392189026 571.3937377929688 565.5494384765625 None None None +8 1830 0.32832685112953186 571.351806640625 565.5072631835938 None None None +8 1831 0.32835161685943604 571.31103515625 565.466064453125 None None None +8 1832 0.32830992341041565 571.3031616210938 565.4589233398438 None None None +8 1833 0.32832151651382446 571.3682861328125 565.5238647460938 None None None +8 1834 0.3283049166202545 571.3909301757812 565.5468139648438 None None None 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None +8 1848 0.3283258080482483 571.4459228515625 565.6014404296875 None None None +8 1849 0.328281968832016 571.4139404296875 565.5702514648438 None None None +8 1850 0.3282654881477356 571.4263916015625 565.5830078125 None None None +8 1851 0.3283517360687256 571.4121704101562 565.5673217773438 None None None +8 1852 0.32838061451911926 571.3817749023438 565.536376953125 None None None +8 1853 0.3283223509788513 571.3832397460938 565.5389404296875 None None None +8 1854 0.32834282517433167 571.39208984375 565.5474243164062 None None None +8 1855 0.32829245924949646 571.3828735351562 565.5391235351562 None None None +8 1856 0.3282862901687622 571.3803100585938 565.5366821289062 None None None +8 1857 0.32831913232803345 571.3460693359375 565.5018920898438 None None None +8 1858 0.3282829523086548 571.393310546875 565.5497436523438 None None None +8 1859 0.32830876111984253 571.3674926757812 565.5234375 None None None +8 1860 0.3282822072505951 571.3717651367188 565.5281982421875 None None None +8 1861 0.32823577523231506 571.307861328125 565.4651489257812 None None None +8 1862 0.3282110393047333 571.2777709960938 565.435546875 None None None +8 1863 0.3282230794429779 571.25048828125 565.4080200195312 None None None +8 1864 0.3282283544540405 571.2452392578125 565.402587890625 None None None +8 1865 0.32824942469596863 571.2818603515625 565.4389038085938 None None None +8 1866 0.32821518182754517 571.2670288085938 565.4246215820312 None None None +8 1867 0.3282495141029358 571.2684936523438 565.4254760742188 None None None +8 1868 0.32821375131607056 571.252685546875 565.4103393554688 None None None +8 1869 0.3282633125782013 571.300048828125 565.4568481445312 None None None +8 1870 0.32825031876564026 571.2926635742188 565.44970703125 None None None +8 1871 0.32825565338134766 571.2996826171875 565.45654296875 None None None +8 1872 0.32822662591934204 571.3009643554688 565.4583740234375 None None None +8 1873 0.32823458313941956 571.30615234375 565.46337890625 None None None +8 1874 0.3282741904258728 571.3018798828125 565.4583129882812 None None None +8 1875 0.32825493812561035 571.2738037109375 565.4305419921875 None None None +8 1876 0.32821953296661377 571.2809448242188 565.4383544921875 None None None +8 1877 0.3282197415828705 571.337646484375 565.4949951171875 None None None +8 1878 0.3282225728034973 571.3385620117188 565.495849609375 None None None +8 1879 0.3281749188899994 571.3310546875 565.4892578125 None None None +8 1880 0.32817399501800537 571.3167724609375 565.4750366210938 None None None +8 1881 0.3281547427177429 571.2901000976562 565.44873046875 None None None +8 1882 0.32812318205833435 571.290283203125 565.4494018554688 None None None +8 1883 0.3280901610851288 571.2813110351562 565.4410400390625 None None None +8 1884 0.3280979096889496 571.270751953125 565.4303588867188 None None None +8 1885 0.32809382677078247 571.2427978515625 565.4024658203125 None None None +8 1886 0.32813698053359985 571.2588500976562 565.4177856445312 None None None +8 1887 0.3281245529651642 571.2923583984375 565.4514770507812 None None None +8 1888 0.32806745171546936 571.2860717773438 565.4461059570312 None None None +8 1889 0.32800760865211487 571.2962036132812 565.4573364257812 None None None +8 1890 0.3279908001422882 571.3195190429688 565.4808959960938 None None None +8 1891 0.32796257734298706 571.3005981445312 565.4624633789062 None None None +8 1892 0.3279587924480438 571.2925415039062 565.4545288085938 None None None +8 1893 0.3279753029346466 571.3170776367188 565.478759765625 None None None +8 1894 0.3279457092285156 571.3297119140625 565.491943359375 None None None +8 1895 0.32793885469436646 571.3624267578125 565.5247802734375 None None None +8 1896 0.32794198393821716 571.3662109375 565.5285034179688 None None None +8 1897 0.3279215395450592 571.3380126953125 565.5006103515625 None None None +8 1898 0.3279288411140442 571.3440551757812 565.5065307617188 None None None +8 1899 0.32790806889533997 571.3364868164062 565.4993286132812 None None None +8 1900 0.3278338313102722 571.3308715820312 565.4949951171875 None None None +8 1901 0.3278239369392395 571.28076171875 565.445068359375 None None None +8 1902 0.3278830945491791 571.2691040039062 565.432373046875 None None None +8 1903 0.3278576135635376 571.2474975585938 565.4112548828125 None None None +8 1904 0.32781392335891724 571.2097778320312 565.374267578125 None None None +8 1905 0.3277817666530609 571.2559204101562 565.4209594726562 None None None +8 1906 0.32775387167930603 571.2777099609375 565.4432983398438 None None None +8 1907 0.3277572989463806 571.2958984375 565.4614868164062 None None None +8 1908 0.32774728536605835 571.27978515625 565.445556640625 None None None +8 1909 0.3277503550052643 571.2640991210938 565.4297485351562 None None None +8 1910 0.3276865482330322 571.29931640625 565.4661865234375 None None None +8 1911 0.3276512324810028 571.3250732421875 565.4924926757812 None None None +8 1912 0.32763442397117615 571.3135375976562 565.4812622070312 None None None +8 1913 0.32767096161842346 571.3776245117188 565.5447387695312 None None None +8 1914 0.3277563452720642 571.3505859375 565.5161743164062 None None None +8 1915 0.32773736119270325 571.3392944335938 565.5053100585938 None None None +8 1916 0.3278188705444336 571.2942504882812 565.4588012695312 None None None +8 1917 0.3278310000896454 571.2906494140625 565.4549560546875 None None None +8 1918 0.3277735412120819 571.2501220703125 565.4154663085938 None None None +8 1919 0.3277614414691925 571.264892578125 565.4304809570312 None None None +8 1920 0.32777246832847595 571.2443237304688 565.4097290039062 None None None +8 1921 0.32776013016700745 571.2611694335938 565.4268188476562 None None None +8 1922 0.3277452886104584 571.2587280273438 565.4246215820312 None None None +8 1923 0.32771432399749756 571.2998046875 565.46630859375 None None None +8 1924 0.3277886211872101 571.287353515625 565.4524536132812 None None None +8 1925 0.3278060257434845 571.2664794921875 565.4313354492188 None None None +8 1926 0.32776737213134766 571.2247314453125 565.3902587890625 None None None +8 1927 0.3278592824935913 571.2651977539062 565.4290771484375 None None None +8 1928 0.32786884903907776 571.2762451171875 565.43994140625 None None None +8 1929 0.32790902256965637 571.2655029296875 565.4284057617188 None None None +8 1930 0.327856183052063 571.2485961914062 565.4124145507812 None None None +8 1931 0.3278079628944397 571.220703125 565.3854370117188 None None None +8 1932 0.32773256301879883 571.1979370117188 565.364013671875 None None None +8 1933 0.32774490118026733 571.2152099609375 565.381103515625 None None None +8 1934 0.3277702033519745 571.1983642578125 565.36376953125 None None None +8 1935 0.3277546763420105 571.239501953125 565.4051513671875 None None None +8 1936 0.3277231454849243 571.2306518554688 565.3968505859375 None None None +8 1937 0.3277091085910797 571.2344360351562 565.4009399414062 None None None +8 1938 0.32771632075309753 571.1781005859375 565.3444213867188 None None None +8 1939 0.3277696967124939 571.1784057617188 565.3438110351562 None None None +8 1940 0.32772618532180786 571.195068359375 565.3612060546875 None None None +8 1941 0.32772794365882874 571.1862182617188 565.3523559570312 None None None +8 1942 0.3277127146720886 571.1661376953125 565.33251953125 None None None +8 1943 0.3276982009410858 571.1729736328125 565.3396606445312 None None None +8 1944 0.3276802897453308 571.2465209960938 565.4135131835938 None None None +8 1945 0.3276669979095459 571.2522583007812 565.41943359375 None None None +8 1946 0.3277074694633484 571.28466796875 565.451171875 None None None +8 1947 0.32778358459472656 571.3047485351562 565.4698486328125 None None None +8 1948 0.3277598023414612 571.2899780273438 565.4555053710938 None None None +8 1949 0.3277915120124817 571.2683715820312 565.433349609375 None None None +8 1950 0.32780763506889343 571.2881469726562 565.4527587890625 None None None +8 1951 0.32777324318885803 571.289306640625 565.45458984375 None None None +8 1952 0.3277314603328705 571.3169555664062 565.4829711914062 None None None +8 1953 0.3277914822101593 571.3245239257812 565.489501953125 None None None +8 1954 0.3277866244316101 571.32666015625 565.49169921875 None None None +8 1955 0.3277800679206848 571.3453369140625 565.510498046875 None None None +8 1956 0.32778406143188477 571.3433227539062 565.5084228515625 None None None +8 1957 0.3278031051158905 571.3390502929688 565.5038452148438 None None None +8 1958 0.3277720808982849 571.3198852539062 565.4851684570312 None None None +8 1959 0.3278023600578308 571.3473510742188 565.5121459960938 None None None +8 1960 0.32775354385375977 571.3500366210938 565.5156860351562 None None None +8 1961 0.32780757546424866 571.349609375 565.5143432617188 None None None +8 1962 0.3277912735939026 571.3447875976562 565.5098266601562 None None None +8 1963 0.3278196454048157 571.3388671875 565.5033569335938 None None None +8 1964 0.32781851291656494 571.3663330078125 565.5309448242188 None None None +8 1965 0.32779693603515625 571.3822631835938 565.5471801757812 None None None +8 1966 0.32779768109321594 571.3735961914062 565.5385131835938 None None None +8 1967 0.327784925699234 571.3950805664062 565.5602416992188 None None None +8 1968 0.32779642939567566 571.4032592773438 565.5681762695312 None None None +8 1969 0.32783541083335876 571.4180297851562 565.582275390625 None None None +8 1970 0.32788246870040894 571.4024047851562 565.5658569335938 None None None +8 1971 0.3278685510158539 571.4306030273438 565.59423828125 None None None +8 1972 0.32785171270370483 571.42919921875 565.5931396484375 None None None +8 1973 0.3278353214263916 571.44775390625 565.6119995117188 None None None +8 1974 0.3277852535247803 571.4618530273438 565.626953125 None None None +8 1975 0.3277299702167511 571.4486694335938 565.6148071289062 None None None +8 1976 0.3277490437030792 571.4725952148438 565.638427734375 None None None +8 1977 0.32770779728889465 571.4716796875 565.63818359375 None None None +8 1978 0.3277185261249542 571.4961547851562 565.6624755859375 None None None +8 1979 0.3277563750743866 571.5401611328125 565.7057495117188 None None None +8 1980 0.3277137279510498 571.5546264648438 565.720947265625 None None None +8 1981 0.3276514410972595 571.5308837890625 565.6983642578125 None None None +8 1982 0.3276410698890686 571.5536499023438 565.7213134765625 None None None +8 1983 0.32764530181884766 571.5630493164062 565.7306518554688 None None None +8 1984 0.32768237590789795 571.5637817382812 565.730712890625 None None None +8 1985 0.32770147919654846 571.61572265625 565.7823486328125 None None None +8 1986 0.32771191000938416 571.6509399414062 565.8173217773438 None None None +8 1987 0.32774487137794495 571.63720703125 565.802978515625 None None None +8 1988 0.3277161121368408 571.6288452148438 565.795166015625 None None None +8 1989 0.32771700620651245 571.6626586914062 565.8290405273438 None None None +8 1990 0.3276838958263397 571.6668090820312 565.833740234375 None None None +8 1991 0.3276601731777191 571.6613159179688 565.8286743164062 None None None +8 1992 0.32768887281417847 571.6747436523438 565.841552734375 None None None +8 1993 0.3276650905609131 571.707275390625 565.87451171875 None None None +8 1994 0.32764163613319397 571.7069091796875 565.8745727539062 None None None +8 1995 0.3276388943195343 571.7056274414062 565.873291015625 None None None +8 1996 0.3275983929634094 571.6835327148438 565.8519897460938 None None None +8 1997 0.32762619853019714 571.698486328125 565.8665161132812 None None None +8 1998 0.32765528559684753 571.7044067382812 565.8718872070312 None None None +8 1999 0.3276759088039398 571.7257690429688 565.8928833007812 None None None +8 2000 0.32775869965553284 571.6961669921875 565.86181640625 None None None +8 2001 0.3277423083782196 571.6885986328125 565.8545532226562 None None None +8 2002 0.3278282582759857 571.6753540039062 565.8397216796875 None None None +8 2003 0.32796692848205566 571.6879272460938 565.849853515625 None None None +8 2004 0.3280138075351715 571.7009887695312 565.8621215820312 None None None +8 2005 0.3280303478240967 571.6726684570312 565.8334350585938 None None None +8 2006 0.32805901765823364 571.6378173828125 565.798095703125 None None None +8 2007 0.32804328203201294 571.6608276367188 565.8214111328125 None None None +8 2008 0.3280125856399536 571.634033203125 565.7951049804688 None None None +8 2009 0.328036904335022 571.6666259765625 565.8272094726562 None None None +8 2010 0.3280334174633026 571.6317749023438 565.79248046875 None None None +8 2011 0.32798635959625244 571.6497802734375 565.811279296875 None None None +8 2012 0.32795950770378113 571.6654663085938 565.8274536132812 None None None +8 2013 0.3279484808444977 571.667724609375 565.8298950195312 None None None +8 2014 0.3279459774494171 571.6554565429688 565.8176879882812 None None None +8 2015 0.328000545501709 571.6593627929688 565.8206176757812 None None None +8 2016 0.32797396183013916 571.7194213867188 565.8812255859375 None None None +8 2017 0.32794398069381714 571.6963500976562 565.858642578125 None None None +8 2018 0.3279896676540375 571.7251586914062 565.8866577148438 None None None +8 2019 0.3280368149280548 571.6989135742188 565.8594970703125 None None None +8 2020 0.32804325222969055 571.7134399414062 565.8739013671875 None None None +8 2021 0.328017920255661 571.7033081054688 565.8642578125 None None None +8 2022 0.3280123174190521 571.6837768554688 565.8447875976562 None None None +8 2023 0.3279659152030945 571.6505126953125 565.8123779296875 None None None +8 2024 0.3280107080936432 571.678955078125 565.8400268554688 None None None +8 2025 0.32803213596343994 571.6598510742188 565.8204956054688 None None None +8 2026 0.3280109465122223 571.655517578125 565.8165893554688 None None None +8 2027 0.32801708579063416 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2053 0.3279978036880493 571.5275268554688 565.6889038085938 None None None +8 2054 0.3280097544193268 571.531982421875 565.6931762695312 None None None +8 2055 0.32801756262779236 571.4961547851562 565.6572265625 None None None +8 2056 0.3279838562011719 571.5023193359375 565.6639404296875 None None None +8 2057 0.3279290497303009 571.5305786132812 565.6931762695312 None None None +8 2058 0.3279244005680084 571.5135498046875 565.6761474609375 None None None +8 2059 0.3278994560241699 571.5192260742188 565.6823120117188 None None None +8 2060 0.32789209485054016 571.5546264648438 565.7177734375 None None None +8 2061 0.3279027044773102 571.5620727539062 565.7250366210938 None None None +8 2062 0.3278982639312744 571.5791625976562 565.7422485351562 None None None +8 2063 0.32790252566337585 571.5607299804688 565.7236938476562 None None None +8 2064 0.3278350830078125 571.5215454101562 565.6857299804688 None None None +8 2065 0.32786825299263 571.4841918945312 565.6477661132812 None None None +8 2066 0.3278527557849884 571.4823608398438 565.6461791992188 None None None +8 2067 0.32786139845848083 571.5171508789062 565.6807861328125 None None None +8 2068 0.3278350532054901 571.501220703125 565.665283203125 None None None +8 2069 0.32779109477996826 571.4883422851562 565.6531982421875 None None None +8 2070 0.3278301954269409 571.4969482421875 565.6610717773438 None None None +8 2071 0.3278326392173767 571.5326538085938 565.69677734375 None None None +8 2072 0.32783380150794983 571.5067749023438 565.6708984375 None None None +8 2073 0.3278577923774719 571.5282592773438 565.6919555664062 None None None +8 2074 0.32782095670700073 571.529296875 565.693603515625 None None None +8 2075 0.32779452204704285 571.5176391601562 565.6824951171875 None None None +8 2076 0.32778605818748474 571.528076171875 565.693115234375 None None None +8 2077 0.32781893014907837 571.4923706054688 565.65673828125 None None None +8 2078 0.32781392335891724 571.5297241210938 565.6941528320312 None 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0.29691556096076965 564.63232421875 559.3465576171875 None None None +9 1890 0.2969161868095398 564.6326904296875 559.3468627929688 None None None +9 1891 0.2968846261501312 564.5919799804688 559.3067016601562 None None None +9 1892 0.296866774559021 564.5956420898438 559.3106689453125 None None None +9 1893 0.2968640923500061 564.6043701171875 559.3193969726562 None None None +9 1894 0.2969057559967041 564.5934448242188 559.3077392578125 None None None +9 1895 0.2969062924385071 564.5585327148438 559.2728271484375 None None None +9 1896 0.29685282707214355 564.5835571289062 559.298828125 None None None +9 1897 0.29681476950645447 564.5459594726562 559.261962890625 None None None +9 1898 0.2968452274799347 564.5836181640625 559.299072265625 None None None +9 1899 0.29683294892311096 564.591796875 559.3074340820312 None None None +9 1900 0.2968316674232483 564.6337890625 559.3494873046875 None None None +9 1901 0.29682180285453796 564.5989379882812 559.3147583007812 None None None +9 1902 0.2967739701271057 564.6004028320312 559.3170776367188 None None None +9 1903 0.2967277765274048 564.561279296875 559.2787475585938 None None None +9 1904 0.2966952621936798 564.5581665039062 559.2762451171875 None None None +9 1905 0.29665252566337585 564.5594482421875 559.2783813476562 None None None +9 1906 0.296595960855484 564.5701904296875 559.2901000976562 None None None +9 1907 0.29661574959754944 564.5888671875 559.3084106445312 None None None +9 1908 0.2965957224369049 564.6273803710938 559.3473510742188 None None None +9 1909 0.2965424358844757 564.6181640625 559.3390502929688 None None None +9 1910 0.2965289354324341 564.65380859375 559.3749389648438 None None None +9 1911 0.29655468463897705 564.6539916992188 559.3746337890625 None None None +9 1912 0.29655879735946655 564.6344604492188 559.35498046875 None None None +9 1913 0.29653653502464294 564.6500854492188 559.3709716796875 None None None +9 1914 0.2965105473995209 564.6806640625 559.402099609375 None None None 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None None +9 1928 0.2966507077217102 564.8074951171875 559.5264282226562 None None None +9 1929 0.296617716550827 564.815673828125 559.53515625 None None None +9 1930 0.2965995967388153 564.7998657226562 559.5197143554688 None None None +9 1931 0.29667001962661743 564.8007202148438 559.519287109375 None None None +9 1932 0.296730101108551 564.8024291992188 559.5199584960938 None None None +9 1933 0.2966947555541992 564.8037109375 559.5217895507812 None None None +9 1934 0.2967093288898468 564.82177734375 559.53955078125 None None None +9 1935 0.29677531123161316 564.8164672851562 559.5331420898438 None None None +9 1936 0.2968732416629791 564.78759765625 559.5025024414062 None None None +9 1937 0.29688596725463867 564.7766723632812 559.4913940429688 None None None +9 1938 0.2969302237033844 564.7855834960938 559.4994506835938 None None None +9 1939 0.2969336211681366 564.7321166992188 559.4459228515625 None None None +9 1940 0.29690924286842346 564.7399291992188 559.4541625976562 None None None +9 1941 0.2968895137310028 564.71630859375 559.4309692382812 None None None +9 1942 0.2969016432762146 564.7136840820312 559.4281616210938 None None None +9 1943 0.2968873083591461 564.7396240234375 559.4542846679688 None None None +9 1944 0.2968967854976654 564.7249755859375 559.439453125 None None None +9 1945 0.29690250754356384 564.7542114257812 559.4686279296875 None None None +9 1946 0.29685553908348083 564.7306518554688 559.4458618164062 None None None +9 1947 0.296808123588562 564.756103515625 559.4722290039062 None None None +9 1948 0.29682013392448425 564.7390747070312 559.4549560546875 None None None +9 1949 0.29681044816970825 564.7835693359375 559.4995727539062 None None None +9 1950 0.2968692481517792 564.812744140625 559.5277099609375 None None None +9 1951 0.29688405990600586 564.800537109375 559.5152587890625 None None None +9 1952 0.29690513014793396 564.8131103515625 559.5274047851562 None None None +9 1953 0.2968844473361969 564.8657836914062 559.5804443359375 None None None +9 1954 0.2968493402004242 564.8336181640625 559.5489501953125 None None None +9 1955 0.29686179757118225 564.8203125 559.5355224609375 None None None +9 1956 0.29687103629112244 564.8018188476562 559.516845703125 None None None +9 1957 0.2969169318675995 564.8280029296875 559.5421752929688 None None None +9 1958 0.2969362139701843 564.8770751953125 559.5910034179688 None None None +9 1959 0.2969244718551636 564.9082641601562 559.622314453125 None None None +9 1960 0.2969532608985901 564.9400024414062 559.653564453125 None None None +9 1961 0.29696348309516907 564.9317016601562 559.6451416015625 None None None +9 1962 0.2969309687614441 564.9452514648438 559.6593017578125 None None None +9 1963 0.29693153500556946 564.9264526367188 559.6405029296875 None None None +9 1964 0.296954870223999 564.9118041992188 559.6253662109375 None None None +9 1965 0.29697224497795105 564.910888671875 559.6240844726562 None None None +9 1966 0.2969810962677002 564.892822265625 559.6058959960938 None None None +9 1967 0.2970150113105774 564.9257202148438 559.63818359375 None None None +9 1968 0.2970225512981415 564.9198608398438 559.6322021484375 None None None +9 1969 0.2969900369644165 564.939697265625 559.652587890625 None None None +9 1970 0.29695141315460205 564.9410400390625 559.6547241210938 None None None +9 1971 0.2969592809677124 564.9395751953125 559.6530151367188 None None None +9 1972 0.2969614267349243 564.9722900390625 559.6857299804688 None None None +9 1973 0.2969682812690735 564.9595336914062 559.6729125976562 None None None +9 1974 0.29698508977890015 564.9503173828125 559.6633911132812 None None None +9 1975 0.2969813048839569 564.9618530273438 559.6749877929688 None None None +9 1976 0.2969440519809723 564.9566040039062 559.6703491210938 None None None +9 1977 0.2969481348991394 564.9780883789062 559.6918334960938 None None None +9 1978 0.29691410064697266 564.9652099609375 559.6795043945312 None None None +9 1979 0.2968713343143463 564.941650390625 559.6566162109375 None None None +9 1980 0.2968394458293915 564.9119262695312 559.62744140625 None None None +9 1981 0.2968111038208008 564.8917236328125 559.6077880859375 None None None +9 1982 0.29688945412635803 564.9197387695312 559.6344604492188 None None None +9 1983 0.2969187796115875 564.900146484375 559.6143188476562 None None None +9 1984 0.2969519793987274 564.8922729492188 559.6058349609375 None None None +9 1985 0.2969643175601959 564.9427490234375 559.6561279296875 None None None +9 1986 0.2969370484352112 564.96142578125 559.67529296875 None None None +9 1987 0.2969572842121124 564.9473266601562 559.6608276367188 None None None +9 1988 0.2969787120819092 564.9461059570312 559.6592407226562 None None None +9 1989 0.2969849705696106 564.9625244140625 559.6755981445312 None None None +9 1990 0.2969738841056824 564.9637451171875 559.677001953125 None None None +9 1991 0.296918660402298 564.965087890625 559.6793823242188 None None None +9 1992 0.2969321012496948 564.9436645507812 559.65771484375 None None None +9 1993 0.29688575863838196 564.9478149414062 559.6627197265625 None None None +9 1994 0.2968659996986389 564.9472045898438 559.6624145507812 None None None +9 1995 0.2968314290046692 564.9791870117188 559.6950073242188 None None None +9 1996 0.29679739475250244 564.958740234375 559.6751098632812 None None None +9 1997 0.29684627056121826 564.942626953125 559.658203125 None None None +9 1998 0.2968258261680603 564.9808349609375 559.69677734375 None None None +9 1999 0.2968493103981018 564.9486083984375 559.6640625 None None None +9 2000 0.2967948019504547 564.94482421875 559.6612548828125 None None None +9 2001 0.2967783510684967 564.9187622070312 559.635498046875 None None None +9 2002 0.296805739402771 564.9461669921875 559.6624145507812 None None None +9 2003 0.29678261280059814 564.9205322265625 559.6371459960938 None None None +9 2004 0.29678818583488464 564.9255981445312 559.64208984375 None None None +9 2005 0.2968221604824066 564.8951416015625 559.6110229492188 None None None +9 2006 0.2968398928642273 564.9214477539062 559.6370849609375 None None None +9 2007 0.29680052399635315 564.9419555664062 559.6582641601562 None None None +9 2008 0.296791136264801 564.9489135742188 559.6654663085938 None None None +9 2009 0.2967657148838043 564.91845703125 559.6354370117188 None None None +9 2010 0.2967818081378937 564.919677734375 559.6364135742188 None None None +9 2011 0.29676300287246704 564.932373046875 559.6493530273438 None None None +9 2012 0.2967912554740906 564.958251953125 559.6747436523438 None None None +9 2013 0.29679107666015625 564.9395751953125 559.6561279296875 None None None +9 2014 0.29672855138778687 564.9235229492188 559.6411743164062 None None None +9 2015 0.2967815399169922 564.8960571289062 559.6128540039062 None None None +9 2016 0.2967846691608429 564.872802734375 559.5895385742188 None None None +9 2017 0.296762079000473 564.888916015625 559.6060791015625 None None None +9 2018 0.2967319190502167 564.8896484375 559.607421875 None None None +9 2019 0.2967011034488678 564.863037109375 559.5813598632812 None None None +9 2020 0.2966748774051666 564.8699951171875 559.5887451171875 None None None +9 2021 0.29666614532470703 564.895263671875 559.6141967773438 None None None +9 2022 0.29662296175956726 564.8698120117188 559.5894775390625 None None None +9 2023 0.29665428400039673 564.872802734375 559.5919189453125 None None None +9 2024 0.29658883810043335 564.8609008789062 559.5811767578125 None None None +9 2025 0.2965521812438965 564.8642578125 559.585205078125 None None None +9 2026 0.2965872287750244 564.8519287109375 559.572265625 None None None +9 2027 0.29653382301330566 564.8599853515625 559.581298828125 None None None +9 2028 0.29653388261795044 564.8828125 559.6041259765625 None None None +9 2029 0.2965896427631378 564.8701171875 559.5903930664062 None None None +9 2030 0.2965881824493408 564.864013671875 559.5842895507812 None None None +9 2031 0.29656705260276794 564.840087890625 559.5607299804688 None None None +9 2032 0.29659467935562134 564.8485107421875 559.568603515625 None None None +9 2033 0.29657039046287537 564.8309936523438 559.551513671875 None None None +9 2034 0.2965553402900696 564.8219604492188 559.5427856445312 None None None +9 2035 0.29654446244239807 564.8406372070312 559.5616455078125 None None None +9 2036 0.29657456278800964 564.8777465820312 559.5982666015625 None None None +9 2037 0.2965892553329468 564.8924560546875 559.6126708984375 None None None +9 2038 0.29660743474960327 564.9109497070312 559.6307983398438 None None None +9 2039 0.29662206768989563 564.9107666015625 559.6303100585938 None None None +9 2040 0.29659736156463623 564.9110717773438 559.6310424804688 None None None +9 2041 0.2966304421424866 564.9423217773438 559.6617431640625 None None None +9 2042 0.29661840200424194 564.9384765625 559.658203125 None None None +9 2043 0.29662859439849854 564.9537353515625 559.6732788085938 None None None +9 2044 0.2966531217098236 564.9830322265625 559.7021484375 None None None +9 2045 0.29663047194480896 565.0015869140625 559.7210693359375 None None None +9 2046 0.29662537574768066 565.0093994140625 559.7289428710938 None None None +9 2047 0.2966762185096741 565.0231323242188 559.7418212890625 None None None +9 2048 0.2967013120651245 565.0087890625 559.7269897460938 None None None +9 2049 0.29673394560813904 565.0101318359375 559.7277221679688 None None None +9 2050 0.2967451512813568 565.016845703125 559.7343139648438 None None None +9 2051 0.29673266410827637 565.0224609375 559.7401123046875 None None None +9 2052 0.2967642843723297 565.0143432617188 559.7314453125 None None None +9 2053 0.2967390716075897 565.0071411132812 559.7247314453125 None None None +9 2054 0.2967437505722046 564.9873046875 559.7047729492188 None None None +9 2055 0.29680007696151733 564.9950561523438 559.7115478515625 None None None +9 2056 0.29680371284484863 565.0038452148438 559.7203369140625 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564.8990478515625 559.6145629882812 None None None +9 2083 0.29682448506355286 564.8888549804688 559.6049194335938 None None None +9 2084 0.2968497574329376 564.9189453125 559.6345825195312 None None None +9 2085 0.29683560132980347 564.9052734375 559.6211547851562 None None None +9 2086 0.29684069752693176 564.8896484375 559.60546875 None None None +9 2087 0.2968670129776001 564.8753051757812 559.5906372070312 None None None +9 2088 0.29683563113212585 564.8709106445312 559.5867919921875 None None None +9 2089 0.29687240719795227 564.8788452148438 559.5940551757812 None None None +9 2090 0.2968634366989136 564.8826293945312 559.5980224609375 None None None +9 2091 0.2968572676181793 564.8378295898438 559.5533447265625 None None None +9 2092 0.2968579828739166 564.830078125 559.5455322265625 None None None +9 2093 0.2968491017818451 564.8218994140625 559.5375366210938 None None None +9 2094 0.29684269428253174 564.8255004882812 559.5411987304688 None None None +9 2095 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554.0454711914062 None None None +11 1930 0.27609503269195557 558.9100952148438 553.9948120117188 None None None +11 1931 0.27611032128334045 558.9140625 553.99853515625 None None None +11 1932 0.2760605216026306 558.9404907226562 554.0258178710938 None None None +11 1933 0.276078462600708 558.9666137695312 554.0516967773438 None None None +11 1934 0.27612778544425964 558.9763793945312 554.060546875 None None None +11 1935 0.27613162994384766 558.9859619140625 554.070068359375 None None None +11 1936 0.27612146735191345 559.0199584960938 554.1041870117188 None None None +11 1937 0.27609768509864807 559.0601196289062 554.144775390625 None None None +11 1938 0.2760776877403259 559.0643920898438 554.1494750976562 None None None +11 1939 0.27606073021888733 559.1016845703125 554.1870727539062 None None None +11 1940 0.27603811025619507 559.076171875 554.1619873046875 None None None +11 1941 0.27605244517326355 559.0563354492188 554.141845703125 None None None +11 1942 0.2760271430015564 559.03369140625 554.11962890625 None None None +11 1943 0.27601009607315063 559.0704345703125 554.1566162109375 None None None +11 1944 0.2760140597820282 559.086181640625 554.1723022460938 None None None +11 1945 0.27600401639938354 559.08642578125 554.1726684570312 None None None +11 1946 0.2760089635848999 559.071044921875 554.1572265625 None None None +11 1947 0.27601537108421326 559.0364379882812 554.1224975585938 None None None +11 1948 0.27602529525756836 559.0570068359375 554.1428833007812 None None None +11 1949 0.2760639190673828 559.0532836914062 554.1384887695312 None None None +11 1950 0.27605369687080383 559.0421752929688 554.1275634765625 None None None +11 1951 0.27602335810661316 559.0220336914062 554.1079711914062 None None None +11 1952 0.27601465582847595 559.02392578125 554.1099853515625 None None None +11 1953 0.2760142385959625 559.0184326171875 554.1044921875 None None None +11 1954 0.27600595355033875 558.9999389648438 554.086181640625 None None None +11 1955 0.2760407626628876 558.9974975585938 554.0831298828125 None None None +11 1956 0.27605104446411133 559.0321044921875 554.1175537109375 None None None +11 1957 0.2760790288448334 559.0266723632812 554.1116333007812 None None None +11 1958 0.2760795056819916 559.04541015625 554.13037109375 None None None +11 1959 0.2761998474597931 559.0585327148438 554.1412963867188 None None None +11 1960 0.2761487364768982 559.0692749023438 554.1530151367188 None None None +11 1961 0.27611085772514343 559.1093139648438 554.193603515625 None None None +11 1962 0.2761172354221344 559.1375732421875 554.2218017578125 None None None +11 1963 0.27609148621559143 559.1268310546875 554.2114868164062 None None None +11 1964 0.2760649621486664 559.1995849609375 554.2847900390625 None None None +11 1965 0.2761286795139313 559.2136840820312 554.2976684570312 None None None +11 1966 0.27614185214042664 559.2349853515625 554.3187255859375 None None None +11 1967 0.2761461138725281 559.1939086914062 554.277587890625 None None None +11 1968 0.2761400043964386 559.1896362304688 554.2733764648438 None None None +11 1969 0.2761460840702057 559.1620483398438 554.2457275390625 None None None +11 1970 0.2761216461658478 559.139892578125 554.2239990234375 None None None +11 1971 0.2761172354221344 559.166748046875 554.2509765625 None None None +11 1972 0.2760852873325348 559.1573486328125 554.2421875 None None None +11 1973 0.2760985195636749 559.1771850585938 554.2617797851562 None None None +11 1974 0.2761479914188385 559.174072265625 554.2578125 None None None +11 1975 0.2761699855327606 559.1461791992188 554.2294921875 None None None +11 1976 0.2761615514755249 559.1168823242188 554.2003173828125 None None None +11 1977 0.2761073708534241 559.0890502929688 554.1734619140625 None None None +11 1978 0.27610084414482117 559.076416015625 554.1609497070312 None None None +11 1979 0.276105135679245 559.0928955078125 554.1773071289062 None None None +11 1980 0.2760757803916931 559.0463256835938 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556.6124877929688 551.8824462890625 None None None +12 1802 0.265754759311676 556.6192016601562 551.888427734375 None None None +12 1803 0.2657763659954071 556.57080078125 551.839599609375 None None None +12 1804 0.2657821774482727 556.5751342773438 551.8438110351562 None None None +12 1805 0.2657848000526428 556.535400390625 551.8040771484375 None None None +12 1806 0.2657783031463623 556.5542602539062 551.822998046875 None None None +12 1807 0.265712708234787 556.52978515625 551.7996826171875 None None None +12 1808 0.26568442583084106 556.5089111328125 551.7793579101562 None None None +12 1809 0.26569345593452454 556.559814453125 551.8301391601562 None None None +12 1810 0.2656652629375458 556.5221557617188 551.7929077148438 None None None +12 1811 0.26566314697265625 556.5280151367188 551.7988891601562 None None None +12 1812 0.26566439867019653 556.5153198242188 551.7861328125 None None None +12 1813 0.2656651437282562 556.4988403320312 551.7696533203125 None None None +12 1814 0.2656201720237732 556.476806640625 551.7484130859375 None None None +12 1815 0.2656342089176178 556.4967041015625 551.7680053710938 None None None +12 1816 0.2656294107437134 556.4988403320312 551.770263671875 None None None +12 1817 0.265641450881958 556.4860229492188 551.7572021484375 None None None +12 1818 0.2656444311141968 556.498291015625 551.7694702148438 None None None +12 1819 0.26564159989356995 556.5009765625 551.772216796875 None None None +12 1820 0.2656029462814331 556.48876953125 551.7606811523438 None None None +12 1821 0.2655806839466095 556.4625244140625 551.7348022460938 None None None +12 1822 0.26562076807022095 556.4681396484375 551.7396850585938 None None None +12 1823 0.2656061053276062 556.472412109375 551.7442016601562 None None None +12 1824 0.26562055945396423 556.4954223632812 551.7669677734375 None None None +12 1825 0.2655922472476959 556.480224609375 551.7523803710938 None None None +12 1826 0.2655843198299408 556.447509765625 551.7197875976562 None 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551.7494506835938 None None None +12 1840 0.26562872529029846 556.4934692382812 551.764892578125 None None None +12 1841 0.265598326921463 556.4525146484375 551.7245483398438 None None None +12 1842 0.26561304926872253 556.4650268554688 551.7367553710938 None None None +12 1843 0.26557856798171997 556.4506225585938 551.7229614257812 None None None +12 1844 0.26558318734169006 556.4176025390625 551.6898803710938 None None None +12 1845 0.26560065150260925 556.4221801757812 551.6941528320312 None None None +12 1846 0.2656145691871643 556.4374389648438 551.7091674804688 None None None +12 1847 0.2656056880950928 556.430419921875 551.7022705078125 None None None +12 1848 0.26556268334388733 556.4391479492188 551.7117919921875 None None None +12 1849 0.265539288520813 556.4786376953125 551.7516479492188 None None None +12 1850 0.2655486762523651 556.4915771484375 551.7644653320312 None None None +12 1851 0.26553410291671753 556.4918212890625 551.7649536132812 None None None +12 1852 0.26555198431015015 556.5038452148438 551.7766723632812 None None None +12 1853 0.26557090878486633 556.5164184570312 551.7888793945312 None None None +12 1854 0.2655639350414276 556.4806518554688 551.7532348632812 None None None +12 1855 0.2655662000179291 556.4784545898438 551.7510375976562 None None None +12 1856 0.2655664086341858 556.4910278320312 551.7636108398438 None None None +12 1857 0.26560065150260925 556.46923828125 551.7412109375 None None None +12 1858 0.2656373381614685 556.47314453125 551.7445068359375 None None None +12 1859 0.26561570167541504 556.4879760742188 551.7597045898438 None None None +12 1860 0.2655922472476959 556.4603271484375 551.732421875 None None None +12 1861 0.26557981967926025 556.479248046875 551.7515869140625 None None None +12 1862 0.2656030058860779 556.4686889648438 551.7406005859375 None None None +12 1863 0.26562973856925964 556.4590454101562 551.73046875 None None None +12 1864 0.26558491587638855 556.4464111328125 551.7186279296875 None 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551.666748046875 None None None +12 1878 0.26565682888031006 556.3674926757812 551.638427734375 None None None +12 1879 0.26575106382369995 556.396240234375 551.66552734375 None None None +12 1880 0.26574477553367615 556.41162109375 551.6809692382812 None None None +12 1881 0.26577165722846985 556.4456787109375 551.7145385742188 None None None +12 1882 0.26577669382095337 556.4591674804688 551.7279663085938 None None None +12 1883 0.26580482721328735 556.4576416015625 551.7259521484375 None None None +12 1884 0.26577433943748474 556.45166015625 551.7205200195312 None None None +12 1885 0.26580262184143066 556.451904296875 551.72021484375 None None None +12 1886 0.26579737663269043 556.4843139648438 551.7527465820312 None None None +12 1887 0.2658042013645172 556.4946899414062 551.7630004882812 None None None +12 1888 0.2658170163631439 556.5055541992188 551.773681640625 None None None +12 1889 0.26577436923980713 556.4718017578125 551.74072265625 None None None +12 1890 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None +12 1903 0.2656458914279938 556.4766845703125 551.7479858398438 None None None +12 1904 0.2656092941761017 556.4814453125 551.75341796875 None None None +12 1905 0.2655886709690094 556.48486328125 551.7572021484375 None None None +12 1906 0.2655801475048065 556.5050659179688 551.777587890625 None None None +12 1907 0.2655743956565857 556.5131225585938 551.7857666015625 None None None +12 1908 0.265615314245224 556.5167846679688 551.7886962890625 None None None +12 1909 0.2656431794166565 556.5180053710938 551.7894897460938 None None None +12 1910 0.265615314245224 556.493896484375 551.765869140625 None None None +12 1911 0.2655721604824066 556.4395141601562 551.7122802734375 None None None +12 1912 0.2655476927757263 556.4347534179688 551.7079467773438 None None None +12 1913 0.2655782699584961 556.3971557617188 551.6697387695312 None None None +12 1914 0.2655837833881378 556.3953247070312 551.6678466796875 None None None +12 1915 0.2656248211860657 556.4286499023438 551.700439453125 None None None +12 1916 0.26560071110725403 556.4351806640625 551.7073974609375 None None None +12 1917 0.26560649275779724 556.4600219726562 551.732177734375 None None None +12 1918 0.26561182737350464 556.4412841796875 551.7133178710938 None None None +12 1919 0.2656237781047821 556.4274291992188 551.69921875 None None None +12 1920 0.26564231514930725 556.427734375 551.6991577148438 None None None +12 1921 0.265614777803421 556.426513671875 551.6984252929688 None None None +12 1922 0.26563340425491333 556.413330078125 551.6849365234375 None None None +12 1923 0.2656482756137848 556.4419555664062 551.7133178710938 None None None +12 1924 0.26558488607406616 556.4306030273438 551.7030029296875 None None None +12 1925 0.26553913950920105 556.4015502929688 551.6747436523438 None None None +12 1926 0.26550963521003723 556.4285888671875 551.7022705078125 None None None +12 1927 0.2655848562717438 556.39404296875 551.6663208007812 None None None +12 1928 0.2655927240848541 556.3989868164062 551.671142578125 None None None +12 1929 0.26562660932540894 556.4059448242188 551.677490234375 None None None +12 1930 0.26565563678741455 556.4028930664062 551.6739501953125 None None None +12 1931 0.2656603753566742 556.3990478515625 551.6700439453125 None None None +12 1932 0.2657245099544525 556.3946533203125 551.6644897460938 None None None +12 1933 0.2657192051410675 556.37890625 551.6488647460938 None None None +12 1934 0.2657189667224884 556.362548828125 551.632568359375 None None None +12 1935 0.26570743322372437 556.3921508789062 551.6624145507812 None None None +12 1936 0.2657380700111389 556.4010009765625 551.6707153320312 None None None +12 1937 0.2657276391983032 556.4249877929688 551.6948852539062 None None None +12 1938 0.2656964361667633 556.39697265625 551.6674194335938 None None None +12 1939 0.26567745208740234 556.4149780273438 551.685791015625 None None None +12 1940 0.2656262516975403 556.3842163085938 551.6559448242188 None None None +12 1941 0.26566722989082336 556.4188232421875 551.6897583007812 None None None +12 1942 0.2656485438346863 556.3837890625 551.655029296875 None None None +12 1943 0.2656514644622803 556.376220703125 551.6474609375 None None None +12 1944 0.265641987323761 556.359619140625 551.6309814453125 None None None +12 1945 0.2656729817390442 556.379150390625 551.6499633789062 None None None +12 1946 0.2656354010105133 556.3796997070312 551.651123046875 None None None +12 1947 0.2656409442424774 556.3555297851562 551.6268920898438 None None None +12 1948 0.2656213343143463 556.327392578125 551.5990600585938 None None None +12 1949 0.26560723781585693 556.3216552734375 551.5935668945312 None None None +12 1950 0.2655886709690094 556.2786865234375 551.5509033203125 None None None +12 1951 0.26556360721588135 556.2724609375 551.5451049804688 None None None +12 1952 0.26561427116394043 556.2783203125 551.5501708984375 None None None +12 1953 0.2656133472919464 556.2572631835938 551.529052734375 None None None +12 1954 0.2656347453594208 556.2267456054688 551.4981689453125 None None None +12 1955 0.26562416553497314 556.2407836914062 551.512451171875 None None None +12 1956 0.2656157612800598 556.2194213867188 551.4912109375 None None None +12 1957 0.26561251282691956 556.2426147460938 551.5144653320312 None None None +12 1958 0.265611857175827 556.2381591796875 551.5100708007812 None None None +12 1959 0.2656104266643524 556.2562255859375 551.5281372070312 None None None +12 1960 0.2656683623790741 556.2763061523438 551.5472412109375 None None None +12 1961 0.2657321095466614 556.291748046875 551.5614624023438 None None None +12 1962 0.2657395601272583 556.280029296875 551.5496215820312 None None None +12 1963 0.26572251319885254 556.2540893554688 551.5239868164062 None None None +12 1964 0.26571574807167053 556.2341918945312 551.5042114257812 None None None +12 1965 0.2657011151313782 556.2183227539062 551.4886474609375 None None None +12 1966 0.2656899690628052 556.2586059570312 551.5291137695312 None None None +12 1967 0.2657257616519928 556.2703247070312 551.5401611328125 None None None +12 1968 0.2657150328159332 556.2831420898438 551.5531616210938 None None None +12 1969 0.2657007575035095 556.2518920898438 551.5221557617188 None None None +12 1970 0.2656432092189789 556.2510986328125 551.5223999023438 None None None +12 1971 0.26569804549217224 556.2379760742188 551.50830078125 None None None +12 1972 0.26574790477752686 556.2200927734375 551.4894409179688 None None None +12 1973 0.2657560706138611 556.2347412109375 551.5039672851562 None None None +12 1974 0.2657063901424408 556.2107543945312 551.4808349609375 None None None +12 1975 0.2656729221343994 556.2069091796875 551.4776000976562 None None None +12 1976 0.26565584540367126 556.2445068359375 551.5155029296875 None None None +12 1977 0.265649676322937 556.259521484375 551.5307006835938 None None None +12 1978 0.2656483054161072 556.2640991210938 551.5352783203125 None None None +12 1979 0.26561251282691956 556.262939453125 551.5347900390625 None None None +12 1980 0.2656603753566742 556.2703247070312 551.5413208007812 None None None +12 1981 0.265639990568161 556.2991943359375 551.570556640625 None None None +12 1982 0.26565584540367126 556.3143310546875 551.5853881835938 None None None +12 1983 0.2656541168689728 556.3383178710938 551.6094970703125 None None None +12 1984 0.26566949486732483 556.3443603515625 551.615234375 None None None +12 1985 0.2656864821910858 556.3618774414062 551.6324462890625 None None None +12 1986 0.26564550399780273 556.3500366210938 551.621337890625 None None None +12 1987 0.26565229892730713 556.3735961914062 551.644775390625 None None None +12 1988 0.26571139693260193 556.3719482421875 551.64208984375 None None None +12 1989 0.265654981136322 556.37744140625 551.6485595703125 None None None +12 1990 0.26564252376556396 556.3812866210938 551.6527099609375 None None None +12 1991 0.26563867926597595 556.3838500976562 551.6553955078125 None None None +12 1992 0.26559555530548096 556.3451538085938 551.6174926757812 None None None +12 1993 0.26562216877937317 556.3224487304688 551.5943603515625 None None None +12 1994 0.26558831334114075 556.3538818359375 551.6263427734375 None None None +12 1995 0.2655544877052307 556.3242797851562 551.5972900390625 None None None +12 1996 0.2655356824398041 556.3358764648438 551.6092529296875 None None None +12 1997 0.26559978723526 556.3133544921875 551.5855102539062 None None None +12 1998 0.2656208276748657 556.3526000976562 551.6243896484375 None None None +12 1999 0.265605628490448 556.3863525390625 551.658447265625 None None None +12 2000 0.2656152546405792 556.393798828125 551.6657104492188 None None None +12 2001 0.2656330168247223 556.3784790039062 551.6500244140625 None None None +12 2002 0.265644907951355 556.4124755859375 551.683837890625 None None None +12 2003 0.2656289041042328 556.4169921875 551.6886596679688 None None None +12 2004 0.2656078040599823 556.4161987304688 551.6881713867188 None None None +12 2005 0.2656330168247223 556.4319458007812 551.7034912109375 None None None +12 2006 0.265627920627594 556.4216918945312 551.6932983398438 None None None +12 2007 0.26563599705696106 556.422607421875 551.694091796875 None None None +12 2008 0.26562416553497314 556.4286499023438 551.7003784179688 None None None +12 2009 0.2655796706676483 556.4483642578125 551.7208862304688 None None None +12 2010 0.2655888795852661 556.4454956054688 551.7178344726562 None None None +12 2011 0.2655966877937317 556.4773559570312 551.7496337890625 None None None +12 2012 0.26559320092201233 556.4728393554688 551.7451171875 None None None +12 2013 0.2655770480632782 556.4534912109375 551.7260131835938 None None None +12 2014 0.26563021540641785 556.4827270507812 551.7543334960938 None None None +12 2015 0.26562508940696716 556.4950561523438 551.7667236328125 None None None +12 2016 0.26566243171691895 556.533935546875 551.8049926757812 None None None 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546.9423217773438 None None None +14 1941 0.24281874299049377 551.26123046875 546.9386596679688 None None None +14 1942 0.24278473854064941 551.2971801757812 546.9752197265625 None None None +14 1943 0.2427830845117569 551.3359375 547.0140380859375 None None None +14 1944 0.24277620017528534 551.3145751953125 546.9927978515625 None None None +14 1945 0.2427697330713272 551.311279296875 546.98974609375 None None None +14 1946 0.24273917078971863 551.3203125 546.9993286132812 None None None +14 1947 0.24278244376182556 551.3334350585938 547.0116577148438 None None None +14 1948 0.24280446767807007 551.3538208007812 547.0316162109375 None None None +14 1949 0.24282975494861603 551.349609375 547.0269775390625 None None None +14 1950 0.24279877543449402 551.3256225585938 547.0035400390625 None None None +14 1951 0.24288329482078552 551.358642578125 547.0350341796875 None None None +14 1952 0.2429181933403015 551.374267578125 547.0501098632812 None None None +14 1953 0.24301107227802277 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0.24306358397006989 551.20654296875 546.8798217773438 None None None +14 1967 0.24306094646453857 551.1847534179688 546.8580932617188 None None None +14 1968 0.24314159154891968 551.1834716796875 546.8553466796875 None None None +14 1969 0.24312368035316467 551.1683349609375 546.840576171875 None None None +14 1970 0.2431357353925705 551.1663818359375 546.8384399414062 None None None +14 1971 0.2431618720293045 551.1583251953125 546.8298950195312 None None None +14 1972 0.24317434430122375 551.176025390625 546.847412109375 None None None +14 1973 0.2431965470314026 551.180419921875 546.8513793945312 None None None +14 1974 0.243163600564003 551.2197875976562 546.891357421875 None None None +14 1975 0.24318239092826843 551.2221069335938 546.893310546875 None None None +14 1976 0.24320456385612488 551.2166748046875 546.8875122070312 None None None +14 1977 0.24316170811653137 551.2340698242188 546.9056396484375 None None None +14 1978 0.24315457046031952 551.234130859375 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0.24322783946990967 550.8733520507812 546.5440673828125 None None None +14 2333 0.24321624636650085 550.8529663085938 546.52392578125 None None None +14 2334 0.24321186542510986 550.8651733398438 546.5361938476562 None None None +14 2335 0.24321503937244415 550.8884887695312 546.5595092773438 None None None +14 2336 0.2432372123003006 550.8970336914062 546.5676879882812 None None None +14 2337 0.243284210562706 550.8762817382812 546.5460815429688 None None None +14 2338 0.24327750504016876 550.9080810546875 546.5780029296875 None None None +14 2339 0.24329622089862823 550.9105224609375 546.5800170898438 None None None +14 2340 0.24333107471466064 550.887939453125 546.556884765625 None None None +14 2341 0.24332071840763092 550.90771484375 546.5768432617188 None None None +14 2342 0.24330751597881317 550.9152221679688 546.5845947265625 None None None +14 2343 0.24328646063804626 550.9323120117188 546.6021118164062 None None None +14 2344 0.24327513575553894 550.9318237304688 546.601806640625 None None None +14 2345 0.24326668679714203 550.9253540039062 546.5955200195312 None None None +14 2346 0.24328412115573883 550.91552734375 546.5853271484375 None None None +14 2347 0.2433021068572998 550.9011840820312 546.5706176757812 None None None +14 2348 0.24329331517219543 550.9240112304688 546.5936279296875 None None None +14 2349 0.24335980415344238 550.92529296875 546.5936889648438 None None None +14 2350 0.24335888028144836 550.9329833984375 546.6014404296875 None None None +14 2351 0.24339181184768677 550.9556274414062 546.6234741210938 None None None +14 2352 0.24338702857494354 550.9800415039062 546.6480102539062 None None None +14 2353 0.24337472021579742 550.974365234375 546.6425170898438 None None None +14 2354 0.24338960647583008 550.9739379882812 546.6417846679688 None None None +14 2355 0.2433830350637436 550.9610595703125 546.6290283203125 None None None +14 2356 0.24336940050125122 550.9287109375 546.5969848632812 None None None +14 2357 0.24334771931171417 550.93408203125 546.6027221679688 None None None +14 2358 0.24334551393985748 550.9280395507812 546.5967407226562 None None None +14 2359 0.24332448840141296 550.9874877929688 546.6565551757812 None None None +14 2360 0.24333015084266663 550.9786987304688 546.647705078125 None None None +14 2361 0.24330338835716248 550.9612426757812 546.6306762695312 None None None +14 2362 0.2433261126279831 550.9766235351562 546.6456298828125 None None None +14 2363 0.2433345764875412 550.9635009765625 546.6323852539062 None None None +14 2364 0.24335269629955292 550.97998046875 546.6486206054688 None None None +14 2365 0.24337057769298553 550.954833984375 546.623046875 None None None +14 2366 0.2433558851480484 550.9632568359375 546.6317749023438 None None None +14 2367 0.24335259199142456 550.950439453125 546.6190185546875 None None None +14 2368 0.24333910644054413 550.9801635742188 546.64892578125 None None None +14 2369 0.24331334233283997 550.979248046875 546.6484985351562 None None None +14 2370 0.24331066012382507 550.9551391601562 546.6243896484375 None None None +14 2371 0.24331417679786682 550.9472045898438 546.6163940429688 None None None +14 2372 0.24331122636795044 550.9400024414062 546.6092529296875 None None None +14 2373 0.24329641461372375 550.9161987304688 546.585693359375 None None None +14 2374 0.24328915774822235 550.92626953125 546.5958862304688 None None None +14 2375 0.2432790994644165 550.9398803710938 546.6096801757812 None None None +14 2376 0.24327430129051208 550.953857421875 546.6236572265625 None None None +14 2377 0.24326497316360474 550.9387817382812 546.6087646484375 None None None +14 2378 0.24327652156352997 550.9415893554688 546.6113891601562 None None None +14 2379 0.24324846267700195 550.9434814453125 546.61376953125 None None None +14 2380 0.2432582676410675 550.9114990234375 546.5816650390625 None None None +14 2381 0.24324001371860504 550.8924560546875 546.5629272460938 None None None +14 2382 0.24322350323200226 550.9158325195312 546.5865478515625 None None None +14 2383 0.24325016140937805 550.9029541015625 546.5731811523438 None None None +14 2384 0.24322284758090973 550.8739624023438 546.5447387695312 None None None +14 2385 0.2432134598493576 550.8699951171875 546.5408935546875 None None None +14 2386 0.24327051639556885 550.8729248046875 546.5428466796875 None None None +14 2387 0.2432796061038971 550.8729248046875 546.5426635742188 None None None +14 2388 0.24327117204666138 550.8881225585938 546.5579833984375 None None None +14 2389 0.2432817965745926 550.8746948242188 546.54443359375 None None None +14 2390 0.24325856566429138 550.8436279296875 546.5137329101562 None None None +14 2391 0.24326488375663757 550.87158203125 546.5415649414062 None None None +14 2392 0.2432555854320526 550.8994140625 546.569580078125 None None None +14 2393 0.24326427280902863 550.9124145507812 546.5824584960938 None None None +14 2394 0.24324926733970642 550.9193115234375 546.5896606445312 None None None +14 2395 0.2432367354631424 550.9325561523438 546.6031494140625 None None None +14 2396 0.24320843815803528 550.9380493164062 546.6091918945312 None None None +14 2397 0.2432383894920349 550.8992309570312 546.5697631835938 None None None +14 2398 0.24323250353336334 550.879638671875 546.5503540039062 None None None +14 2399 0.2432076632976532 550.86279296875 546.533935546875 None None None +14 2400 0.24320465326309204 550.8585815429688 546.52978515625 None None None +14 2401 0.2432270497083664 550.862060546875 546.5328369140625 None None None +14 2402 0.2432255744934082 550.8665771484375 546.537353515625 None None None +14 2403 0.24323464930057526 550.85107421875 546.5216674804688 None None None +14 2404 0.24323230981826782 550.8821411132812 546.552734375 None None None +14 2405 0.24323169887065887 550.9158935546875 546.5864868164062 None None None +14 2406 0.2431945502758026 550.9326171875 546.6038818359375 None None None +14 2407 0.24321746826171875 550.9207153320312 546.591552734375 None None None +14 2408 0.24326448142528534 550.90478515625 546.5747680664062 None None None +14 2409 0.243264839053154 550.902587890625 546.5726318359375 None None None +14 2410 0.2433013916015625 550.8794555664062 546.548828125 None None None +14 2411 0.24332405626773834 550.885986328125 546.5549926757812 None None None +14 2412 0.2433047741651535 550.9122924804688 546.5816040039062 None None None +14 2413 0.24331198632717133 550.901611328125 546.57080078125 None None None +14 2414 0.24332135915756226 550.8867797851562 546.5557861328125 None None None +14 2415 0.24332374334335327 550.883056640625 546.5520629882812 None None None +14 2416 0.2433462142944336 550.8685302734375 546.537109375 None None None +14 2417 0.24334709346294403 550.8851928710938 546.5538330078125 None None None +14 2418 0.24335749447345734 550.8614501953125 546.5298461914062 None None None +14 2419 0.2433592528104782 550.8634033203125 546.53173828125 None None None +14 2420 0.24336454272270203 550.857177734375 546.5254516601562 None None None +14 2421 0.24337641894817352 550.876220703125 546.5442504882812 None None None +14 2422 0.2433965504169464 550.8692016601562 546.5368041992188 None None None +14 2423 0.24340328574180603 550.8516235351562 546.5191040039062 None None None +14 2424 0.24340341985225677 550.8442993164062 546.5117797851562 None None None +14 2425 0.24339769780635834 550.8544921875 546.5220947265625 None None None +14 2426 0.2433784455060959 550.860107421875 546.528076171875 None None None diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.bias_formatting.stderr.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..72a278251653412a838939965e8e7b334c258138 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.bias_formatting.stderr.txt @@ -0,0 +1,38 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 02:23:30.765692: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.794982: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:33.801382: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 02:23:33.866893: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:82:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 02:23:33.867016: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.895955: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:33.896064: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:33.909924: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:33.916088: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:33.940217: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:33.945815: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:33.948304: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:33.951470: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:33.951856: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 02:23:33.952791: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:33.953189: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:82:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 02:23:33.953233: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.953284: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:33.953315: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:33.953345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:33.953381: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:33.953413: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:33.953442: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:33.953472: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:33.954513: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:33.955861: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:35.948928: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 02:23:35.949010: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 02:23:35.949031: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 02:23:35.993868: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:82:00.0, compute capability: 6.0) +2023-07-15 02:23:36.872571: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.bias_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd4ba4b71c0af55ed877f7fe8c150ef75180ac46 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/new_model_formats/bias_model_scaled diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet.params.json b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..7460414261b1a40db6c433e4e8341e3d8107b6a0 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "17.8", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/bias_model_scaled.h5", + "inputlen": "2114", + "outputlen": "1000", + "max_jitter": "500", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json", + "negative_sampling_ratio": "0.1" +} \ No newline at end of file diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_data_params.tsv b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..7284fcde3914097c0d548d541a35abb8749f826f --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 18.0 +counts_sum_max_thresh 2370.0 +trainings_pts_post_thresh 170137 diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_formatting.stderr.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..afd240fbab7d3c75c5f430c3c47b14697de77199 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_formatting.stderr.txt @@ -0,0 +1,40 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 01:19:30.769862: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.778977: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.784875: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 01:19:33.816181: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.816286: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.848057: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.848179: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.863372: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.869758: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.895829: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.901876: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.903128: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.914669: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.915112: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 01:19:33.916163: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.916772: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.916812: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.916850: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.916873: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.916895: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.916917: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.916939: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.916960: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.916982: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.917643: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.919134: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:35.789921: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 01:19:35.789976: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 01:19:35.789994: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 01:19:35.823818: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:83:00.0, compute capability: 6.0) +2023-07-15 01:19:38.142443: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..3bfce8273b840e358f6a75d07e04f13598900fb3 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/new_model_formats/chrombpnet diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_model_params.tsv b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..3a0fcbc1cb75ed01e3c63ab5eb702e68bd9a42f2 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 17.8 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..a555a5d53787345ae72bdcce712633f4e193b5a7 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/new_model_formats/chrombpnet_wo_bias diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..a555a5d53787345ae72bdcce712633f4e193b5a7 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3/new_model_formats/chrombpnet_wo_bias diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.epoch_loss.csv b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..2cd7cad6fc78f6fd6c92c0b14dcf399babc654cf --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.epoch_loss.csv @@ -0,0 +1,16 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,0.9737157821655273,620.31396484375,637.6461181640625,0.5215347409248352,584.5146484375,593.797607421875 +1,0.441943496465683,588.5218505859375,596.3886108398438,0.416024774312973,579.4038696289062,586.80908203125 +2,0.411052942276001,581.2398071289062,588.5563354492188,0.36531171202659607,575.7737426757812,582.2762451171875 +3,0.3821229636669159,576.9916381835938,583.7938842773438,0.3320354223251343,572.4193725585938,578.3292846679688 +4,0.36631137132644653,574.5425415039062,581.0628051757812,0.33044227957725525,572.7679443359375,578.64990234375 +5,0.3530550003051758,571.4613037109375,577.743896484375,0.32490769028663635,568.9440307617188,574.72705078125 +6,0.3453317880630493,570.2014770507812,576.3480834960938,0.316376268863678,570.810791015625,576.4425048828125 +7,0.33887362480163574,567.5267333984375,573.5591430664062,0.3239743411540985,572.2152709960938,577.9821166992188 +8,0.3284600079059601,566.1608276367188,572.0076904296875,0.3272283673286438,573.0026245117188,578.8269653320312 +9,0.29625239968299866,559.8389892578125,565.1126098632812,0.30197903513908386,566.884521484375,572.2598876953125 +10,0.2835943400859833,556.5743408203125,561.6204833984375,0.3019227087497711,570.00048828125,575.3746948242188 +11,0.27605199813842773,554.078125,558.9924926757812,0.30070722103118896,568.7227783203125,574.0753784179688 +12,0.26593852043151855,552.0512084960938,556.7848510742188,0.30277779698371887,569.8224487304688,575.2118530273438 +13,0.25128331780433655,547.9242553710938,552.3974609375,0.30310606956481934,568.9201049804688,574.3157348632812 +14,0.2433784455060959,546.528076171875,550.860107421875,0.3048142194747925,571.1837768554688,576.6094970703125 diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stderr.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1af163b6cbe3866a5117bd5299b5ab2cbe5342a --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stderr.txt @@ -0,0 +1,332 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2022-10-17 00:58:21.184553: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:07:28.667202: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:07:28.672419: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:07:29.147665: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:07:29.147796: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:07:29.175215: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:07:29.175435: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:07:29.189347: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:07:29.196288: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:07:29.221115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:07:29.227536: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:07:29.229026: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:07:29.233440: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:07:29.233846: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:07:29.234865: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:07:29.236389: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:07:29.236424: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:07:29.236445: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:07:29.236463: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:07:29.236481: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:07:29.236499: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:07:29.236516: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:07:29.236533: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:07:29.236551: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:07:29.239415: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:07:29.240923: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:07:31.206023: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:07:31.206147: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:07:31.206162: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:07:31.213288: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +2022-10-17 01:07:32.857307: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:07:32.874747: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 01:07:33.204272: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:07:35.054603: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:07:35.065832: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:08:12.218108: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:08:14.410900: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:08:14.412216: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 01:08:14.724220: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:08:14.724344: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:08:14.727457: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:08:14.727534: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:08:14.728962: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:08:14.729316: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:08:14.732282: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:08:14.733069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:08:14.733434: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:08:14.735287: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:08:14.735676: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 01:08:14.735767: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 01:08:14.736694: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 01:08:14.736723: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:08:14.736744: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:08:14.736761: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:08:14.736781: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 01:08:14.736801: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 01:08:14.736817: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 01:08:14.736833: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 01:08:14.736849: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:08:14.738574: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 01:08:14.738614: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 01:08:15.337829: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 01:08:15.337999: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 01:08:15.338016: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 01:08:15.341733: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +2022-10-17 01:15:37.552734: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 01:15:37.553264: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 01:15:39.345976: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 01:15:39.928183: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 01:15:39.950026: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 01:15:43.835936: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-17 02:56:47.126528: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:56:50.445269: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:56:50.446537: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:56:50.909510: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 02:56:50.909639: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:56:50.912684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:56:50.912767: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:56:50.914133: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:56:50.914490: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:56:50.917376: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:56:50.918137: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:56:50.918536: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:56:50.921605: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:56:50.921978: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:56:50.922065: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:56:50.923561: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 02:56:50.923589: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:56:50.923619: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:56:50.923641: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:56:50.923661: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:56:50.923680: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:56:50.923700: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:56:50.923719: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:56:50.923739: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:56:50.926624: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:56:50.926660: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:56:51.539292: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:56:51.539419: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:56:51.539435: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:56:51.543148: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +2022-10-17 02:59:16.135156: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:59:16.140173: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 02:59:16.261943: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:59:16.876416: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:59:16.879294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 03:01:57.643600: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:02:00.736854: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:02:00.738134: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 03:02:01.205547: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:02:01.205673: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:02:01.208624: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:02:01.208705: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:02:01.210041: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:02:01.210404: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:02:01.213254: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:02:01.213985: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:02:01.214382: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:02:01.218208: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:02:01.218606: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 03:02:01.218700: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:02:01.220173: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:02:01.220212: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:02:01.220246: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:02:01.220264: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:02:01.220282: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:02:01.220300: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:02:01.220317: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:02:01.220334: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:02:01.220352: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:02:01.223137: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:02:01.223175: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:02:01.822135: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 03:02:01.822268: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 03:02:01.822282: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 03:02:01.826086: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 03:03:56.015324: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 03:03:56.018274: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 03:03:56.092284: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:03:56.682132: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:03:56.684143: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 03:06:26.682647: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:06:30.299433: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:06:30.300818: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 03:06:30.667135: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:06:30.667244: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:06:30.670302: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:06:30.670439: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:06:30.671866: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:06:30.672257: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:06:30.675229: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:06:30.676076: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:06:30.676493: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:06:30.679569: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:06:30.679967: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 03:06:30.680059: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:06:30.681557: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:06:30.681591: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:06:30.681640: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:06:30.681660: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:06:30.681677: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:06:30.681696: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:06:30.681714: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:06:30.681730: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:06:30.681747: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:06:30.684574: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:06:30.684619: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:06:31.336287: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 03:06:31.336410: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 03:06:31.336425: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 03:06:31.340106: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +2022-10-17 03:08:30.082574: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 03:08:30.084861: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 03:08:30.133777: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:08:30.729583: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:08:30.731692: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 03:09:58.033170: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:09:59.681709: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:09:59.683062: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 03:10:00.183043: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:10:00.183185: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:10:00.186255: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:10:00.186395: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:10:00.187853: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:10:00.188261: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:10:00.191211: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:10:00.192081: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:10:00.192496: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:10:00.206397: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:10:00.206953: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 03:10:00.207084: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:10:00.212539: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:10:00.212634: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:10:00.212677: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:10:00.212707: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:10:00.212737: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:10:00.212766: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:10:00.212795: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:10:00.212824: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:10:00.212853: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:10:00.221902: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:10:00.222018: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:10:01.009143: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 03:10:01.009279: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 03:10:01.009293: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 03:10:01.013021: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 03:10:24.494222: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 03:10:24.494918: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 03:10:24.768742: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:10:25.630418: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:10:25.632901: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +mkdir: cannot create directory ‘/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_3//footprints’: File exists +2022-10-17 03:12:14.321920: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:12:15.927567: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:12:15.928857: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 03:12:16.337407: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:12:16.337560: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:12:16.340792: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:12:16.340968: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:12:16.342481: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:12:16.342866: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:12:16.345871: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:12:16.346704: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:12:16.347146: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:12:16.350118: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:12:16.350503: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 03:12:16.350624: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 03:12:16.352065: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:0a:00.0 name: NVIDIA A100-SXM4-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-17 03:12:16.352108: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:12:16.352135: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:12:16.352156: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:12:16.352176: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 03:12:16.352196: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 03:12:16.352215: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 03:12:16.352235: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 03:12:16.352254: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 03:12:16.354980: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 03:12:16.355031: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 03:12:16.992221: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 03:12:16.992296: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 03:12:16.992311: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 03:12:16.996019: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37440 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-40GB, pci bus id: 0000:0a:00.0, compute capability: 8.0) +2022-10-17 03:12:38.048234: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 03:12:38.048861: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-17 03:12:38.224620: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 03:12:38.900683: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 03:12:38.902972: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 diff --git a/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stdout.txt b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..835fca2554a2082dcf7a9e773ead1cb01d89b316 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR484UAU/logfile.modelling.fold_3.ENCSR484UAU.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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+oid sha256:9ed85ce7a5a2b552eed97b15603726664c634e1c16ba365f58de3639728341ec +size 2688440 diff --git a/fold_3/model.bias_scaled.fold_3.ENCSR484UAU.tar b/fold_3/model.bias_scaled.fold_3.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..98c64267a460c845cfad5461fdc47d763c88bc2f --- /dev/null +++ b/fold_3/model.bias_scaled.fold_3.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8039e1db07e66edbe6dfc16094d84dbc2151aa89a7739cc2638437e5a59703d +size 1198080 diff --git a/fold_3/model.chrombpnet.fold_3.ENCSR484UAU.h5 b/fold_3/model.chrombpnet.fold_3.ENCSR484UAU.h5 new file mode 100644 index 0000000000000000000000000000000000000000..57f4d9efbfbda1ab75297fc9228ef913a73e7c49 --- /dev/null +++ b/fold_3/model.chrombpnet.fold_3.ENCSR484UAU.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:06e4f9bd1b2bff5d83e2b5d1b6cec29138abb5de8ae92fd787f5186630cc023b +size 26447928 diff --git a/fold_3/model.chrombpnet.fold_3.ENCSR484UAU.tar b/fold_3/model.chrombpnet.fold_3.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..93c8312e57ae1f356e19742bd4a902a7cddb07e1 --- /dev/null +++ b/fold_3/model.chrombpnet.fold_3.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:475c4bfcef4973ba4a3b4821d9007f5902ae730e71051dc1455bb84b96e971de +size 27607040 diff --git a/fold_3/model.chrombpnet_nobias.fold_3.ENCSR484UAU.h5 b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR484UAU.h5 new file mode 100644 index 0000000000000000000000000000000000000000..e49a5bfeb3f9aacbd4523886061613eb8f2fea9c --- /dev/null +++ b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR484UAU.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef8bedfe08d440379632c62b7232f6a49eb2dafceafb119bc57bbd37b5a73d5f +size 25583536 diff --git a/fold_3/model.chrombpnet_nobias.fold_3.ENCSR484UAU.tar b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR484UAU.tar new file mode 100644 index 0000000000000000000000000000000000000000..10b6ce84c729957a4137d5aa695f9af1351daa75 --- /dev/null +++ b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR484UAU.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d997ae66f6723be74148f71ff7d0d253cca4a35b1ed09fd18b44d73d01202b0 +size 26081280 diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.args.json b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.args.json new file mode 100644 index 0000000000000000000000000000000000000000..e1ce95da60ee415c57db3568f5e34d1c73173bc4 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.args.json @@ -0,0 +1,23 @@ +{ + "genome": "/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa", + "bigwig": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.batch_loss.tsv b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..adc75154a54ed34f20f044417fe3e036aeba07e2 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.batch_loss.tsv @@ -0,0 +1,52816 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.1869068145751953 706.1090087890625 667.838134765625 None None None +0 1 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2.18493390083313 707.1288452148438 668.8922729492188 None None None +0 95 2.184330463409424 706.78369140625 668.5576171875 None None None +0 96 2.180131435394287 705.6500244140625 667.4974365234375 None None None +0 97 2.1842126846313477 706.3610229492188 668.1370239257812 None None None +0 98 2.1825222969055176 705.8070678710938 667.6126098632812 None None None +0 99 2.1816980838775635 705.199951171875 667.0198974609375 None None None +0 100 2.1737289428710938 703.5962524414062 665.5556640625 None None None +0 101 2.1727426052093506 703.2180786132812 665.1947631835938 None None None +0 102 2.1766505241394043 703.2106323242188 665.1190185546875 None None None +0 103 2.173492908477783 702.2354736328125 664.1991577148438 None None None +0 104 2.1738789081573486 702.0578002929688 664.0147094726562 None None None +0 105 2.175651788711548 702.4801635742188 664.4061279296875 None None None +0 106 2.176464080810547 702.5955810546875 664.50732421875 None None None +0 107 2.174060344696045 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None +2 1936 0.3919861316680908 575.0877075195312 568.228759765625 None None None +2 1937 0.3919534981250763 575.1425170898438 568.2841796875 None None None +2 1938 0.3919118046760559 575.1057739257812 568.2481079101562 None None None +2 1939 0.3918696939945221 575.1298217773438 568.2728881835938 None None None +2 1940 0.39187943935394287 575.0983276367188 568.2411499023438 None None None +2 1941 0.3918950855731964 575.1241455078125 568.2666625976562 None None None +2 1942 0.39183172583580017 575.1219482421875 568.2655639648438 None None None +2 1943 0.3918323218822479 575.096435546875 568.2400512695312 None None None +2 1944 0.3918582797050476 575.0844116210938 568.2274780273438 None None None +2 1945 0.3918061852455139 575.0737915039062 568.2178344726562 None None None +2 1946 0.3918309211730957 575.0560302734375 568.1995849609375 None None None +2 1947 0.3918125629425049 575.0055541992188 568.1494750976562 None None None +2 1948 0.3918459713459015 574.9601440429688 568.1034545898438 None None None +2 1949 0.391838014125824 574.9720458984375 568.115478515625 None None None +2 1950 0.39186084270477295 575.015380859375 568.1583862304688 None None None +2 1951 0.3918151259422302 575.06982421875 568.213623046875 None None None +2 1952 0.39178261160850525 575.0498657226562 568.1942749023438 None None None +2 1953 0.3918108344078064 575.029541015625 568.1734008789062 None None None +2 1954 0.39172613620758057 575.059326171875 568.2046508789062 None None None +2 1955 0.3917163014411926 575.0444946289062 568.1900024414062 None None None +2 1956 0.391790509223938 575.06982421875 568.2139892578125 None None None +2 1957 0.3917451500892639 575.0528564453125 568.19775390625 None None None +2 1958 0.3917888104915619 575.0361328125 568.1802368164062 None None None +2 1959 0.39175066351890564 575.0619506835938 568.206787109375 None None None +2 1960 0.39178934693336487 575.0831909179688 568.2273559570312 None None None +2 1961 0.3917616307735443 575.0534057617188 568.197998046875 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570.156982421875 563.7630615234375 None None None +3 1928 0.365322470664978 570.154296875 563.7607421875 None None None +3 1929 0.36528271436691284 570.1532592773438 563.7603759765625 None None None +3 1930 0.3652646541595459 570.149169921875 563.756591796875 None None None +3 1931 0.36524325609207153 570.166259765625 563.7741088867188 None None None +3 1932 0.3652745187282562 570.129150390625 563.7364501953125 None None None +3 1933 0.36527708172798157 570.1710815429688 563.7783203125 None None None +3 1934 0.3652549982070923 570.1729125976562 563.780517578125 None None None +3 1935 0.3652557134628296 570.2047119140625 563.812255859375 None None None +3 1936 0.3652481138706207 570.1915283203125 563.7991943359375 None None None +3 1937 0.36519157886505127 570.1943359375 563.802978515625 None None None +3 1938 0.36519408226013184 570.2332153320312 563.841796875 None None None +3 1939 0.3651726245880127 570.2439575195312 563.8528442382812 None None None +3 1940 0.3651280999183655 570.2218017578125 563.8314819335938 None None None +3 1941 0.3651248514652252 570.2068481445312 563.8165893554688 None None None +3 1942 0.36514073610305786 570.2028198242188 563.8123168945312 None None None +3 1943 0.3650895059108734 570.1796264648438 563.7900390625 None None None +3 1944 0.3650566339492798 570.2108154296875 563.82177734375 None None None +3 1945 0.36505284905433655 570.1957397460938 563.8067626953125 None None None +3 1946 0.3650226593017578 570.2083740234375 563.8200073242188 None None None +3 1947 0.3650346100330353 570.1823120117188 563.793701171875 None None None +3 1948 0.36504167318344116 570.1826782226562 563.7939453125 None None None +3 1949 0.36502519249916077 570.2300415039062 563.8416748046875 None None None +3 1950 0.36515310406684875 570.2803344726562 563.8896484375 None None None +3 1951 0.3651905357837677 570.2647094726562 563.8734130859375 None None None +3 1952 0.3651489317417145 570.2787475585938 563.8881225585938 None None None +3 1953 0.3651142120361328 570.256103515625 563.8660888671875 None None None +3 1954 0.36508989334106445 570.2394409179688 563.8499145507812 None None None +3 1955 0.36505186557769775 570.2490844726562 563.8602905273438 None None None +3 1956 0.36504223942756653 570.302001953125 563.913330078125 None None None +3 1957 0.365110844373703 570.3495483398438 563.9596557617188 None None None +3 1958 0.36507225036621094 570.3443603515625 563.9552001953125 None None None +3 1959 0.36506515741348267 570.3275146484375 563.9384765625 None None None +3 1960 0.36511582136154175 570.3002319335938 563.9103393554688 None None None +3 1961 0.3651401996612549 570.2991943359375 563.9088134765625 None None None +3 1962 0.3651450574398041 570.2747802734375 563.8843383789062 None None None +3 1963 0.365079402923584 570.2617797851562 563.8724975585938 None None None +3 1964 0.3650533854961395 570.279052734375 563.8902587890625 None None None +3 1965 0.3650580048561096 570.266845703125 563.8779907226562 None None None +3 1966 0.365078866481781 570.265380859375 563.8761596679688 None None None +3 1967 0.3650323152542114 570.2667236328125 563.8782958984375 None None None +3 1968 0.36502605676651 570.2494506835938 563.8611450195312 None None None +3 1969 0.365008682012558 570.2686767578125 563.8807373046875 None None None +3 1970 0.3650148808956146 570.2702026367188 563.8821411132812 None None None +3 1971 0.3650032877922058 570.255126953125 563.8672485351562 None None None +3 1972 0.365024596452713 570.27197265625 563.8837280273438 None None None +3 1973 0.3650667071342468 570.281982421875 563.8930053710938 None None None +3 1974 0.36507993936538696 570.2869262695312 563.897705078125 None None None +3 1975 0.3651190996170044 570.2991943359375 563.9093627929688 None None None +3 1976 0.3650633692741394 570.2778930664062 563.8890380859375 None None None +3 1977 0.3650282025337219 570.2791748046875 563.8909912109375 None None None +3 1978 0.3649931848049164 570.260009765625 563.8723754882812 None 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None +3 2005 0.36458221077919006 570.1885986328125 563.8082275390625 None None None +3 2006 0.3645724952220917 570.1898803710938 563.8096923828125 None None None +3 2007 0.3646080791950226 570.1715698242188 563.7907104492188 None None None +3 2008 0.3645744323730469 570.146728515625 563.7664794921875 None None None +3 2009 0.364641934633255 570.133544921875 563.7520751953125 None None None +3 2010 0.3646514415740967 570.1631469726562 563.7815551757812 None None None +3 2011 0.3646404445171356 570.1533203125 563.7719116210938 None None None +3 2012 0.36461344361305237 570.1629638671875 563.781982421875 None None None +3 2013 0.36463290452957153 570.1405639648438 563.75927734375 None None None +3 2014 0.36459290981292725 570.1266479492188 563.7460327148438 None None None +3 2015 0.36457762122154236 570.1275024414062 563.7470703125 None None None +3 2016 0.3647368550300598 570.1643676757812 563.7811889648438 None None None +3 2017 0.36473187804222107 570.155029296875 563.7719116210938 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None None +4 1934 0.35319823026657104 566.49560546875 560.3147583007812 None None None +4 1935 0.35316404700279236 566.497802734375 560.3175659179688 None None None +4 1936 0.35312962532043457 566.5130004882812 560.3333740234375 None None None +4 1937 0.3530937135219574 566.53271484375 560.3536987304688 None None None +4 1938 0.35308822989463806 566.524658203125 560.345703125 None None None +4 1939 0.3530263304710388 566.4940795898438 560.3162231445312 None None None +4 1940 0.35301172733306885 566.5042114257812 560.3265380859375 None None None +4 1941 0.35297146439552307 566.5004272460938 560.3234252929688 None None None +4 1942 0.3529322147369385 566.541259765625 560.3649291992188 None None None +4 1943 0.35286909341812134 566.5219116210938 560.3466796875 None None None +4 1944 0.35283392667770386 566.507080078125 560.3325805664062 None None None +4 1945 0.35277315974235535 566.4998168945312 560.3263549804688 None None None +4 1946 0.3527485728263855 566.4998779296875 560.3268432617188 None None None +4 1947 0.352765828371048 566.4598388671875 560.2864990234375 None None None +4 1948 0.3527485430240631 566.51708984375 560.343994140625 None None None +4 1949 0.35281047224998474 566.5098876953125 560.3357543945312 None None None +4 1950 0.3528035581111908 566.5537719726562 560.3798217773438 None None None +4 1951 0.3527928292751312 566.5923461914062 560.4185791015625 None None None +4 1952 0.3528144955635071 566.60009765625 560.4259643554688 None None None +4 1953 0.3527834415435791 566.611572265625 560.43798828125 None None None +4 1954 0.352812796831131 566.6669921875 560.492919921875 None None None +4 1955 0.35282835364341736 566.678955078125 560.504638671875 None None None +4 1956 0.35280483961105347 566.680419921875 560.5064697265625 None None None +4 1957 0.35276228189468384 566.68408203125 560.510986328125 None None None +4 1958 0.35272929072380066 566.6619262695312 560.4894409179688 None None None +4 1959 0.3527815341949463 566.6607666015625 560.4873657226562 None None None +4 1960 0.3527354896068573 566.6358642578125 560.4631958007812 None None None +4 1961 0.35269060730934143 566.6383666992188 560.4664916992188 None None None +4 1962 0.35266733169555664 566.6781005859375 560.5066528320312 None None None +4 1963 0.3526556193828583 566.6557006835938 560.4844360351562 None None None +4 1964 0.3526563346385956 566.6551513671875 560.48388671875 None None None +4 1965 0.3526375889778137 566.6673583984375 560.4963989257812 None None None +4 1966 0.3526337444782257 566.6725463867188 560.5016479492188 None None None +4 1967 0.35267120599746704 566.6497192382812 560.4780883789062 None None None +4 1968 0.3526347577571869 566.664794921875 560.493896484375 None None None +4 1969 0.35260316729545593 566.6696166992188 560.499267578125 None None None +4 1970 0.3525819480419159 566.6908569335938 560.5209350585938 None None None +4 1971 0.35252201557159424 566.6729125976562 560.5040283203125 None None None +4 1972 0.35248708724975586 566.6970825195312 560.5287475585938 None None None +4 1973 0.3525000512599945 566.7238159179688 560.5552978515625 None None None +4 1974 0.3524644076824188 566.7288208007812 560.5608520507812 None None None +4 1975 0.35245901346206665 566.7234497070312 560.5556030273438 None None None +4 1976 0.35243403911590576 566.7526245117188 560.585205078125 None None None +4 1977 0.3523761034011841 566.7439575195312 560.5775756835938 None None None +4 1978 0.35241463780403137 566.77294921875 560.60595703125 None None None +4 1979 0.3524211645126343 566.7728881835938 560.6057739257812 None None None +4 1980 0.3523924648761749 566.7728881835938 560.6062622070312 None None None +4 1981 0.35242483019828796 566.8167114257812 560.6495361328125 None None None +4 1982 0.35243532061576843 566.8015747070312 560.6342163085938 None None None +4 1983 0.3524587154388428 566.8250122070312 560.6572875976562 None None None +4 1984 0.3525041341781616 566.887939453125 560.7193603515625 None None None +4 1985 0.35254597663879395 566.8665161132812 560.6972045898438 None None None +4 1986 0.35258886218070984 566.8901977539062 560.7201538085938 None None None +4 1987 0.35262516140937805 566.8893432617188 560.71875 None None None +4 1988 0.35259416699409485 566.8893432617188 560.71923828125 None None None +4 1989 0.35255199670791626 566.8912353515625 560.7218627929688 None None None +4 1990 0.3525788486003876 566.919677734375 560.7498168945312 None None None +4 1991 0.3525759279727936 566.8740844726562 560.7042236328125 None None None +4 1992 0.3527323603630066 566.8546142578125 560.6820678710938 None None None +4 1993 0.35276514291763306 566.8803100585938 560.7071533203125 None None None +4 1994 0.35278671979904175 566.8750610351562 560.7015991210938 None None None +4 1995 0.352716863155365 566.8593139648438 560.68701171875 None None None +4 1996 0.3526981770992279 566.9011840820312 560.7291870117188 None None None +4 1997 0.3526628911495209 566.9013671875 560.7300415039062 None None None +4 1998 0.3527355194091797 566.8715209960938 560.6989135742188 None None None +4 1999 0.3527541756629944 566.8560791015625 560.6831665039062 None None None +4 2000 0.35279494524002075 566.8671264648438 560.6934814453125 None None None +4 2001 0.35281968116760254 566.8514404296875 560.6774291992188 None None None +4 2002 0.35281699895858765 566.8515625 560.677490234375 None None None +4 2003 0.3527936637401581 566.8601684570312 560.6865844726562 None None None +4 2004 0.35280299186706543 566.8667602539062 560.6930541992188 None None None +4 2005 0.35279613733291626 566.918701171875 560.7450561523438 None None None +4 2006 0.3527575731277466 566.922119140625 560.7491455078125 None None None +4 2007 0.35272371768951416 566.9234619140625 560.7510375976562 None None None +4 2008 0.3527362644672394 566.9500732421875 560.7774658203125 None None None +4 2009 0.35274165868759155 566.9581909179688 560.7854614257812 None None None +4 2010 0.3527553677558899 566.9515991210938 560.778564453125 None 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0.33669957518577576 563.7264404296875 557.8344116210938 None None None +5 1940 0.33671197295188904 563.7283935546875 557.836181640625 None None None +5 1941 0.33670708537101746 563.724609375 557.8324584960938 None None None +5 1942 0.3366847038269043 563.7068481445312 557.8150634765625 None None None +5 1943 0.33669936656951904 563.7022705078125 557.810302734375 None None None +5 1944 0.3367048501968384 563.6995239257812 557.8074340820312 None None None +5 1945 0.33672425150871277 563.674560546875 557.7821655273438 None None None +5 1946 0.3367231488227844 563.6754150390625 557.782958984375 None None None +5 1947 0.33676207065582275 563.6588745117188 557.7657470703125 None None None +5 1948 0.33672699332237244 563.6490478515625 557.7565307617188 None None None +5 1949 0.33670029044151306 563.6582641601562 557.7661743164062 None None None +5 1950 0.3366723954677582 563.65576171875 557.76416015625 None None None +5 1951 0.3366796374320984 563.6317749023438 557.7400512695312 None None None +5 1952 0.3366476893424988 563.6553955078125 557.7642211914062 None None None +5 1953 0.3366245627403259 563.6446533203125 557.75390625 None None None +5 1954 0.33665651082992554 563.6428833007812 557.7515869140625 None None None +5 1955 0.3366274833679199 563.6256103515625 557.7348022460938 None None None +5 1956 0.33658239245414734 563.6434326171875 557.75341796875 None None None +5 1957 0.3366016149520874 563.65234375 557.7620239257812 None None None +5 1958 0.33658236265182495 563.6163940429688 557.7264404296875 None None None +5 1959 0.3365245759487152 563.6255493164062 557.736572265625 None None None +5 1960 0.33648261427879333 563.6268310546875 557.738525390625 None None None +5 1961 0.3364510238170624 563.6431884765625 557.7554931640625 None None None +5 1962 0.336412250995636 563.6600341796875 557.77294921875 None None None +5 1963 0.33648064732551575 563.6732177734375 557.7849731445312 None None None +5 1964 0.3365291953086853 563.6535034179688 557.764404296875 None None None +5 1965 0.3365376591682434 563.6599731445312 557.770751953125 None None None +5 1966 0.3365709185600281 563.6961059570312 557.8063354492188 None None None +5 1967 0.3365466594696045 563.6746215820312 557.7852172851562 None None None +5 1968 0.3365257978439331 563.6414794921875 557.7525024414062 None None None +5 1969 0.3364787995815277 563.6048583984375 557.7167358398438 None None None +5 1970 0.33645859360694885 563.5439453125 557.6561889648438 None None None +5 1971 0.3364636301994324 563.5120239257812 557.6242065429688 None None None +5 1972 0.3364865779876709 563.493896484375 557.605712890625 None None None +5 1973 0.33644339442253113 563.462890625 557.575439453125 None None None +5 1974 0.3364047706127167 563.428955078125 557.542236328125 None None None +5 1975 0.33643877506256104 563.4364624023438 557.5491943359375 None None None +5 1976 0.3364697992801666 563.4064331054688 557.5186157226562 None None None +5 1977 0.33651432394981384 563.4033813476562 557.5147705078125 None None None +5 1978 0.33650267124176025 563.3785400390625 557.4901123046875 None None None +5 1979 0.3365383446216583 563.3960571289062 557.5069580078125 None None None +5 1980 0.33657631278038025 563.40283203125 557.5130615234375 None None None +5 1981 0.3365630507469177 563.4141845703125 557.524658203125 None None None +5 1982 0.3365861177444458 563.4116821289062 557.521728515625 None None None +5 1983 0.33653393387794495 563.4015502929688 557.5125732421875 None None None +5 1984 0.33652302622795105 563.4396362304688 557.5508422851562 None None None +5 1985 0.3365201950073242 563.4485473632812 557.559814453125 None None None +5 1986 0.33653467893600464 563.4268798828125 557.5379028320312 None None None +5 1987 0.3365233540534973 563.4323120117188 557.5435180664062 None None None +5 1988 0.33651891350746155 563.414794921875 557.526123046875 None None None +5 1989 0.3364901840686798 563.4232177734375 557.5349731445312 None None None +5 1990 0.3364984393119812 563.4051513671875 557.5167846679688 None None None +5 1991 0.33650773763656616 563.4337768554688 557.5452270507812 None None None +5 1992 0.3365054726600647 563.4158325195312 557.52734375 None None None +5 1993 0.33653485774993896 563.4335327148438 557.5444946289062 None None None +5 1994 0.33649739623069763 563.4205322265625 557.5321655273438 None None None +5 1995 0.3365195691585541 563.4426879882812 557.5538940429688 None None None +5 1996 0.3364710807800293 563.4476318359375 557.5597534179688 None None None +5 1997 0.33644917607307434 563.4707641601562 557.583251953125 None None None +5 1998 0.33647671341896057 563.4916381835938 557.6035766601562 None None None +5 1999 0.3364598751068115 563.4664306640625 557.5786743164062 None None None +5 2000 0.33644622564315796 563.4879150390625 557.6004028320312 None None None +5 2001 0.33637216687202454 563.4500732421875 557.5639038085938 None None None +5 2002 0.3364230692386627 563.4956665039062 557.6085815429688 None None None +5 2003 0.33641794323921204 563.4501953125 557.5631713867188 None None None +5 2004 0.33641740679740906 563.4909057617188 557.6038208007812 None None None +5 2005 0.33635270595550537 563.4955444335938 557.6096801757812 None None None +5 2006 0.3363344669342041 563.524658203125 557.6390991210938 None None None +5 2007 0.33634719252586365 563.5554809570312 557.6696166992188 None None None +5 2008 0.3363815248012543 563.5645751953125 557.6781616210938 None None None +5 2009 0.3363403081893921 563.576416015625 557.690673828125 None None None +5 2010 0.33631089329719543 563.5675659179688 557.682373046875 None None None +5 2011 0.33632856607437134 563.5789184570312 557.6934204101562 None None None +5 2012 0.33631256222724915 563.5421752929688 557.6569213867188 None None None +5 2013 0.3363219201564789 563.5335693359375 557.648193359375 None None None +5 2014 0.3362916111946106 563.4954223632812 557.6105346679688 None None None +5 2015 0.33627545833587646 563.51171875 557.6271362304688 None None None +5 2016 0.33627834916114807 563.5011596679688 557.6165771484375 None None None +5 2017 0.3362902104854584 563.4929809570312 557.608154296875 None None None +5 2018 0.3362506926059723 563.4777221679688 557.593505859375 None None None +5 2019 0.3361973166465759 563.4796142578125 557.5963745117188 None None None +5 2020 0.33617493510246277 563.5304565429688 557.6476440429688 None None None +5 2021 0.33618399500846863 563.491943359375 557.6089477539062 None None None +5 2022 0.3362109959125519 563.4618530273438 557.578369140625 None None None +5 2023 0.33618399500846863 563.4351806640625 557.5521850585938 None None None +5 2024 0.3361707627773285 563.4393310546875 557.556640625 None None None +5 2025 0.33612531423568726 563.4502563476562 557.5682983398438 None None None +5 2026 0.33609509468078613 563.4166870117188 557.5352172851562 None None None +5 2027 0.33607009053230286 563.4876098632812 557.6066284179688 None None None +5 2028 0.3360838294029236 563.4612426757812 557.5800170898438 None None None +5 2029 0.33608224987983704 563.4273681640625 557.546142578125 None None None +5 2030 0.33605247735977173 563.4173583984375 557.5366821289062 None None None +5 2031 0.3360196352005005 563.3910522460938 557.510986328125 None None None +5 2032 0.3360042870044708 563.3789672851562 557.4990844726562 None None None +5 2033 0.3359869420528412 563.3318481445312 557.4523315429688 None None None +5 2034 0.3360172212123871 563.3291625976562 557.4491577148438 None None None +5 2035 0.3360254466533661 563.33203125 557.4518432617188 None None None +5 2036 0.33605822920799255 563.2925415039062 557.4118041992188 None None None +5 2037 0.3361213803291321 563.2606201171875 557.3787841796875 None None None +5 2038 0.3361183702945709 563.2551879882812 557.3734130859375 None None None +5 2039 0.3360919654369354 563.275390625 557.3941040039062 None None None +5 2040 0.33606401085853577 563.2784423828125 557.3976440429688 None None None +5 2041 0.33608901500701904 563.277099609375 557.3958740234375 None None None +5 2042 0.3360823392868042 563.3402099609375 557.4590454101562 None None None +5 2043 0.33603179454803467 563.364990234375 557.4847412109375 None None None +5 2044 0.3360185921192169 563.3624877929688 557.4824829101562 None None None +5 2045 0.3360162377357483 563.3802490234375 557.5003051757812 None None None +5 2046 0.3360271155834198 563.3804931640625 557.5003662109375 None None None +5 2047 0.33597424626350403 563.3728637695312 557.49365234375 None None None +5 2048 0.33592939376831055 563.3319702148438 557.4535522460938 None None None +5 2049 0.33593833446502686 563.309814453125 557.4312133789062 None None None +5 2050 0.3359440267086029 563.29638671875 557.4176635742188 None None None +5 2051 0.33593136072158813 563.284912109375 557.4063720703125 None None None +5 2052 0.335907906293869 563.2846069335938 557.406494140625 None None None +5 2053 0.33588701486587524 563.2576904296875 557.3799438476562 None None None +5 2054 0.3358604907989502 563.2435302734375 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0.3363410234451294 563.3621826171875 557.4766235351562 None None None +5 2094 0.33637282252311707 563.4229125976562 557.5368041992188 None None None +5 2095 0.3363574743270874 563.3919067382812 557.5060424804688 None None None +5 2096 0.3363702595233917 563.397216796875 557.5111083984375 None None None +5 2097 0.3363702595233917 563.4052124023438 557.5191650390625 None None None +5 2098 0.33637645840644836 563.4125366210938 557.5263671875 None None None +5 2099 0.336379736661911 563.4436645507812 557.5574340820312 None None None +5 2100 0.3363950848579407 563.4263305664062 557.5398559570312 None None None +5 2101 0.33639559149742126 563.4485473632812 557.5620727539062 None None None +5 2102 0.33639299869537354 563.4452514648438 557.558837890625 None None None +5 2103 0.33635208010673523 563.4457397460938 557.56005859375 None None None +5 2104 0.33635973930358887 563.4522094726562 557.56640625 None None None +5 2105 0.33633357286453247 563.4451293945312 557.559814453125 None None None 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None +5 2119 0.33639511466026306 563.45068359375 557.5641479492188 None None None +5 2120 0.3363705277442932 563.4449462890625 557.5587768554688 None None None +5 2121 0.3363739848136902 563.4244995117188 557.538330078125 None None None +5 2122 0.33638280630111694 563.4498901367188 557.5635375976562 None None None +5 2123 0.33635854721069336 563.4317016601562 557.5458374023438 None None None +5 2124 0.3363563120365143 563.4444580078125 557.5585327148438 None None None +5 2125 0.3363330364227295 563.414306640625 557.52880859375 None None None +5 2126 0.33639341592788696 563.4340209960938 557.5474853515625 None None None +5 2127 0.3364224135875702 563.4166870117188 557.5296020507812 None None None +5 2128 0.33640822768211365 563.3935546875 557.5067749023438 None None None +5 2129 0.3364464342594147 563.395751953125 557.5082397460938 None None None +5 2130 0.33644455671310425 563.3846435546875 557.4971923828125 None None None +5 2131 0.33643683791160583 563.40771484375 557.5204467773438 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None +7 1858 0.3182891607284546 560.7885131835938 555.218505859375 None None None +7 1859 0.31828442215919495 560.76123046875 555.1913452148438 None None None +7 1860 0.31829577684402466 560.7465209960938 555.1763916015625 None None None +7 1861 0.31825318932533264 560.7198486328125 555.1505126953125 None None None +7 1862 0.31832826137542725 560.7290649414062 555.1583862304688 None None None +7 1863 0.3183092474937439 560.713134765625 555.1427612304688 None None None +7 1864 0.3182896375656128 560.6576538085938 555.087646484375 None None None +7 1865 0.3182885944843292 560.6595458984375 555.0895385742188 None None None +7 1866 0.3183082342147827 560.6548461914062 555.08447265625 None None None +7 1867 0.31830981373786926 560.6616821289062 555.09130859375 None None None +7 1868 0.31831666827201843 560.6658935546875 555.0953979492188 None None None +7 1869 0.318324476480484 560.637451171875 555.0668334960938 None None None +7 1870 0.31833651661872864 560.6561889648438 555.0853271484375 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555.2592163085938 None None None +7 1884 0.3182563781738281 560.857666015625 555.2882080078125 None None None +7 1885 0.31822240352630615 560.8359985351562 555.2671508789062 None None None +7 1886 0.3182183504104614 560.8409423828125 555.2720947265625 None None None +7 1887 0.3182448446750641 560.8358154296875 555.2664794921875 None None None +7 1888 0.318252831697464 560.849853515625 555.2803955078125 None None None +7 1889 0.31831881403923035 560.8549194335938 555.2842407226562 None None None +7 1890 0.31833013892173767 560.8388671875 555.2680053710938 None None None +7 1891 0.3183395564556122 560.8397827148438 555.2687377929688 None None None +7 1892 0.31827229261398315 560.8311767578125 555.2613525390625 None None None +7 1893 0.3182399272918701 560.8406982421875 555.2714233398438 None None None +7 1894 0.3182970881462097 560.8778076171875 555.3075561523438 None None None +7 1895 0.31834155321121216 560.8672485351562 555.296142578125 None None None +7 1896 0.3183840215206146 560.8756713867188 555.3038330078125 None None None +7 1897 0.318359375 560.8821411132812 555.3107299804688 None None None +7 1898 0.3183889389038086 560.914306640625 555.3424072265625 None None None +7 1899 0.31838029623031616 560.884521484375 555.3128051757812 None None None +7 1900 0.3183514177799225 560.8758544921875 555.3046875 None None None +7 1901 0.31831687688827515 560.8967895507812 555.3262939453125 None None None +7 1902 0.3182911276817322 560.9258422851562 555.3557739257812 None None None +7 1903 0.3182990252971649 560.890869140625 555.3206176757812 None None None +7 1904 0.318307489156723 560.9053344726562 555.3349609375 None None None +7 1905 0.31833961606025696 560.8941650390625 555.3231811523438 None None None +7 1906 0.318340927362442 560.9431762695312 555.3721923828125 None None None +7 1907 0.3183228373527527 560.932373046875 555.3616943359375 None None None +7 1908 0.3183082640171051 560.9296264648438 555.359130859375 None None None +7 1909 0.3183147609233856 560.93115234375 555.3605346679688 None None None +7 1910 0.31838902831077576 560.94580078125 555.3738403320312 None None None +7 1911 0.3183598518371582 560.9476318359375 555.3761596679688 None None None +7 1912 0.318414568901062 560.93115234375 555.3587036132812 None None None +7 1913 0.31842541694641113 560.9757080078125 555.4031372070312 None None None +7 1914 0.31844329833984375 560.9465942382812 555.3737182617188 None None None +7 1915 0.3183909058570862 560.9349365234375 555.3629760742188 None None None +7 1916 0.3184050917625427 560.958984375 555.38671875 None None None +7 1917 0.31839773058891296 560.9852294921875 555.4130859375 None None None +7 1918 0.3183761537075043 560.9603881835938 555.3886108398438 None None None +7 1919 0.3183496594429016 560.9611206054688 555.3898315429688 None None None +7 1920 0.3183392882347107 560.9545288085938 555.3834228515625 None None None +7 1921 0.31833145022392273 560.9641723632812 555.3931884765625 None None None +7 1922 0.31828805804252625 560.9530639648438 555.3828735351562 None None None +7 1923 0.31832316517829895 560.9804077148438 555.4095458984375 None None None +7 1924 0.3183058798313141 560.9815673828125 555.4110107421875 None None None +7 1925 0.31830325722694397 560.9881591796875 555.417724609375 None None None +7 1926 0.31832244992256165 560.9904174804688 555.4195556640625 None None None +7 1927 0.3183293044567108 560.9786987304688 555.40771484375 None None None +7 1928 0.3182830512523651 560.95361328125 555.3834838867188 None None None +7 1929 0.31829336285591125 560.9339599609375 555.3635864257812 None None None +7 1930 0.3183300793170929 560.9570922851562 555.3861083984375 None None None +7 1931 0.31828832626342773 560.9601440429688 555.3899536132812 None None None +7 1932 0.31829139590263367 560.9810180664062 555.4107666015625 None None None +7 1933 0.31824806332588196 560.9622192382812 555.3927001953125 None None None +7 1934 0.3182157576084137 561.0010986328125 555.4322509765625 None None None +7 1935 0.3182196617126465 560.9885864257812 555.4196166992188 None None None +7 1936 0.3182143270969391 561.0419311523438 555.4730834960938 None None None +7 1937 0.31824907660484314 561.0044555664062 555.4349975585938 None None None +7 1938 0.3182413578033447 560.984375 555.4151000976562 None None None +7 1939 0.3182303011417389 560.9757690429688 555.4066772460938 None None None +7 1940 0.3183259665966034 560.97412109375 555.4033203125 None None None +7 1941 0.3183318078517914 560.945068359375 555.3742065429688 None None None +7 1942 0.3184346854686737 560.9718627929688 555.399169921875 None None None +7 1943 0.31842532753944397 560.9849243164062 555.4124145507812 None None None +7 1944 0.3184230923652649 560.99853515625 555.426025390625 None None None +7 1945 0.31844136118888855 561.0446166992188 555.4718017578125 None None None +7 1946 0.3184308409690857 561.0311279296875 555.4584350585938 None None None +7 1947 0.3185673952102661 561.0512084960938 555.4761352539062 None None None +7 1948 0.3185487985610962 561.06494140625 555.4901733398438 None None None +7 1949 0.31850793957710266 561.0711669921875 555.4970703125 None None None +7 1950 0.3185170292854309 561.0701904296875 555.4959716796875 None None None +7 1951 0.3185306489467621 561.0784912109375 555.5039672851562 None None None +7 1952 0.318528413772583 561.0547485351562 555.480224609375 None None None +7 1953 0.3185383975505829 561.0586547851562 555.4839477539062 None None None +7 1954 0.3185754716396332 561.0419921875 555.4666137695312 None None None +7 1955 0.31864020228385925 561.0849609375 555.5084228515625 None None None +7 1956 0.3186435103416443 561.0997314453125 555.5231323242188 None None None +7 1957 0.318634033203125 561.0964965820312 555.5200805664062 None None None +7 1958 0.31860482692718506 561.0747680664062 555.4988403320312 None None None +7 1959 0.31862226128578186 561.0489501953125 555.4727783203125 None None None +7 1960 0.3186846375465393 561.0869750976562 555.5096435546875 None None None +7 1961 0.3187338709831238 561.0753173828125 555.4971313476562 None None None +7 1962 0.31872132420539856 561.095703125 555.5177612304688 None None None +7 1963 0.31870970129966736 561.0990600585938 555.5213012695312 None None None +7 1964 0.31875959038734436 561.07177734375 555.4931640625 None None None +7 1965 0.3187526762485504 561.0881958007812 555.5097045898438 None None None +7 1966 0.3187602162361145 561.1075439453125 555.5289306640625 None None None +7 1967 0.31875479221343994 561.1056518554688 555.527099609375 None None None +7 1968 0.3187545835971832 561.1384887695312 555.5599365234375 None None None +7 1969 0.31877201795578003 561.1202392578125 555.5414428710938 None None None +7 1970 0.3187366724014282 561.1005859375 555.5223999023438 None None None +7 1971 0.3187575340270996 561.0940551757812 555.5154418945312 None None None +7 1972 0.31880879402160645 561.137939453125 555.5584106445312 None None None +7 1973 0.3188457190990448 561.1426391601562 555.5625 None None None +7 1974 0.3188536763191223 561.1178588867188 555.53759765625 None None None +7 1975 0.31885936856269836 561.0732421875 555.4928588867188 None None None +7 1976 0.3188284933567047 561.0864868164062 555.5066528320312 None None None +7 1977 0.3188394606113434 561.1094970703125 555.529541015625 None None None +7 1978 0.31884968280792236 561.1044921875 555.5242309570312 None None None +7 1979 0.31887087225914 561.07958984375 555.4990234375 None None None +7 1980 0.3188400864601135 561.0885009765625 555.508544921875 None None None +7 1981 0.3188842833042145 561.0986328125 555.517822265625 None None None +7 1982 0.31886765360832214 561.1318969726562 555.5513916015625 None None None +7 1983 0.31886446475982666 561.129638671875 555.5491943359375 None None None +7 1984 0.31880655884742737 561.1106567382812 555.53125 None None None +7 1985 0.31881019473075867 561.080810546875 555.5014038085938 None None None +7 1986 0.318831205368042 561.0732421875 555.493408203125 None None None +7 1987 0.31884756684303284 561.1107177734375 555.5306396484375 None None None +7 1988 0.318815141916275 561.1202392578125 555.5406494140625 None None None +7 1989 0.31882569193840027 561.1143798828125 555.5346069335938 None None None +7 1990 0.31883272528648376 561.1123657226562 555.532470703125 None None None +7 1991 0.31883329153060913 561.1183471679688 555.5383911132812 None None None +7 1992 0.3188205063343048 561.0834350585938 555.5037231445312 None None None +7 1993 0.31875309348106384 561.0274658203125 555.4489135742188 None None None +7 1994 0.3187408149242401 561.031005859375 555.45263671875 None None None +7 1995 0.3187510073184967 560.9957275390625 555.4171752929688 None None None +7 1996 0.3187611997127533 560.97607421875 555.3973388671875 None None None +7 1997 0.31875720620155334 560.954345703125 555.3756713867188 None None None +7 1998 0.31872767210006714 560.9569702148438 555.3787841796875 None None None +7 1999 0.31870612502098083 560.9691162109375 555.391357421875 None None None +7 2000 0.3186463713645935 560.974365234375 555.397705078125 None None None +7 2001 0.318619966506958 560.9723510742188 555.3960571289062 None None None +7 2002 0.31861570477485657 560.94091796875 555.3646850585938 None None None +7 2003 0.3186141848564148 560.9300537109375 555.3539428710938 None None None +7 2004 0.31860247254371643 560.9580078125 555.3819580078125 None None None +7 2005 0.3186710476875305 560.9744262695312 555.3972778320312 None None None +7 2006 0.3186579942703247 560.943359375 555.366455078125 None None None +7 2007 0.31860750913619995 560.980224609375 555.4041748046875 None None None +7 2008 0.31859272718429565 560.946533203125 555.370849609375 None None None +7 2009 0.31856316328048706 560.9370727539062 555.36181640625 None None None +7 2010 0.3185885548591614 560.9443969726562 555.36865234375 None None None +7 2011 0.3185689449310303 560.9638671875 555.3884887695312 None None None +7 2012 0.3185322880744934 560.9660034179688 555.3912963867188 None None None 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None +7 2026 0.31864768266677856 560.8687744140625 555.2920532226562 None None None +7 2027 0.31864669919013977 560.8513793945312 555.274658203125 None None None +7 2028 0.3186531960964203 560.8399047851562 555.2630615234375 None None None +7 2029 0.3186382055282593 560.8385009765625 555.261962890625 None None None +7 2030 0.3186209499835968 560.7946166992188 555.2183837890625 None None None +7 2031 0.31859418749809265 560.7689208984375 555.1931762695312 None None None +7 2032 0.3185838758945465 560.7407836914062 555.1651611328125 None None None +7 2033 0.31858986616134644 560.7560424804688 555.1802978515625 None None None +7 2034 0.3185587525367737 560.7313232421875 555.1561889648438 None None None +7 2035 0.31852588057518005 560.7401123046875 555.16552734375 None None None +7 2036 0.3185174763202667 560.7713012695312 555.1968383789062 None None None +7 2037 0.31845495104789734 560.7124633789062 555.13916015625 None None None +7 2038 0.3184794485569 560.7382202148438 555.1644897460938 None None None +7 2039 0.318430095911026 560.7094116210938 555.1365356445312 None None None +7 2040 0.31840503215789795 560.716552734375 555.14404296875 None None None +7 2041 0.3184063136577606 560.7700805664062 555.197509765625 None None None +7 2042 0.3184320628643036 560.7857055664062 555.2127685546875 None None None +7 2043 0.3185090124607086 560.7792358398438 555.2048950195312 None None None +7 2044 0.31849655508995056 560.806884765625 555.2327880859375 None None None +7 2045 0.3184756636619568 560.7825317382812 555.2086791992188 None None None +7 2046 0.3185071647167206 560.7706298828125 555.1962890625 None None None +7 2047 0.3184993267059326 560.7814331054688 555.2072143554688 None None None +7 2048 0.318557471036911 560.77001953125 555.1947631835938 None None None +7 2049 0.3185235261917114 560.7745971679688 555.2000122070312 None None None +7 2050 0.31850942969322205 560.7750854492188 555.2008056640625 None None None +7 2051 0.318504273891449 560.7757568359375 555.2015380859375 None None None +7 2052 0.31848424673080444 560.729248046875 555.1553344726562 None None None +7 2053 0.3184382915496826 560.7138061523438 555.140625 None None None +7 2054 0.318482369184494 560.7164916992188 555.142578125 None None None +7 2055 0.31846973299980164 560.6981201171875 555.1244506835938 None None None +7 2056 0.3184256851673126 560.6685791015625 555.0956420898438 None None None +7 2057 0.31839871406555176 560.6865234375 555.1140747070312 None None None +7 2058 0.3183727264404297 560.6737670898438 555.1017456054688 None None None +7 2059 0.31842026114463806 560.715576171875 555.1427612304688 None None None +7 2060 0.3184400796890259 560.7378540039062 555.1647338867188 None None None +7 2061 0.31848087906837463 560.7616577148438 555.187744140625 None None None +7 2062 0.31846389174461365 560.7666625976562 555.193115234375 None None None +7 2063 0.31842896342277527 560.7606811523438 555.1876831054688 None None None +7 2064 0.31838464736938477 560.75390625 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1889 0.3137878179550171 560.1282348632812 554.6375732421875 None None None +8 1890 0.31374886631965637 560.1168823242188 554.626953125 None None None +8 1891 0.31371572613716125 560.116943359375 554.6276245117188 None None None +8 1892 0.3136771023273468 560.09130859375 554.6026611328125 None None None +8 1893 0.31366875767707825 560.079833984375 554.5913696289062 None None None +8 1894 0.3136175870895386 560.0486450195312 554.5610961914062 None None None +8 1895 0.31365084648132324 560.0181884765625 554.5301513671875 None None None +8 1896 0.3136635720729828 560.04443359375 554.55615234375 None None None +8 1897 0.3136443495750427 560.0184326171875 554.530517578125 None None None +8 1898 0.31365400552749634 559.976318359375 554.4882202148438 None None None +8 1899 0.3137072026729584 559.97314453125 554.484130859375 None None None +8 1900 0.3136502206325531 559.97021484375 554.482177734375 None None None +8 1901 0.31370803713798523 559.9402465820312 554.4512329101562 None None None +8 1902 0.3137264847755432 559.9285888671875 554.439208984375 None None None +8 1903 0.31371626257896423 559.9034423828125 554.414306640625 None None None +8 1904 0.31372496485710144 559.9204711914062 554.43115234375 None None None +8 1905 0.3137022852897644 559.9254760742188 554.4365234375 None None None +8 1906 0.3137187361717224 559.8792114257812 554.3900146484375 None None None +8 1907 0.31372642517089844 559.8727416992188 554.3834228515625 None None None +8 1908 0.3137487769126892 559.9033203125 554.41357421875 None None None +8 1909 0.31375110149383545 559.903564453125 554.413818359375 None None None +8 1910 0.3137255609035492 559.8779907226562 554.388671875 None None None +8 1911 0.3137465715408325 559.8900756835938 554.400390625 None None None +8 1912 0.3137505352497101 559.911865234375 554.422119140625 None None None +8 1913 0.31373220682144165 559.8896484375 554.4002075195312 None None None +8 1914 0.31368187069892883 559.8649291992188 554.3764038085938 None None None +8 1915 0.3137129545211792 559.8850708007812 554.39599609375 None None None +8 1916 0.3136993944644928 559.8515014648438 554.3626708984375 None None None +8 1917 0.3136999309062958 559.8312377929688 554.3424072265625 None None None +8 1918 0.313709020614624 559.8074340820312 554.3185424804688 None None None +8 1919 0.3137040436267853 559.78564453125 554.296875 None None None +8 1920 0.313728004693985 559.7531127929688 554.263916015625 None None None +8 1921 0.3136933743953705 559.7828369140625 554.2942504882812 None None None +8 1922 0.31366997957229614 559.8230590820312 554.3349609375 None None None +8 1923 0.31366410851478577 559.8033447265625 554.3153686523438 None None None +8 1924 0.3136102259159088 559.8392944335938 554.3522338867188 None None None +8 1925 0.31367728114128113 559.836669921875 554.348388671875 None None None +8 1926 0.3137107193470001 559.8065795898438 554.3176879882812 None None None +8 1927 0.3137328624725342 559.7963256835938 554.30712890625 None None None +8 1928 0.31375113129615784 559.8023071289062 554.312744140625 None None None +8 1929 0.313711941242218 559.8107299804688 554.3218994140625 None None None +8 1930 0.31375667452812195 559.8093872070312 554.3197021484375 None None None +8 1931 0.31376099586486816 559.8009643554688 554.3112182617188 None None None +8 1932 0.31372830271720886 559.7939453125 554.3047485351562 None None None +8 1933 0.31370511651039124 559.824462890625 554.3356323242188 None None None +8 1934 0.3137062191963196 559.818603515625 554.3297729492188 None None None +8 1935 0.31369394063949585 559.8301391601562 554.3414916992188 None None None +8 1936 0.31374189257621765 559.8451538085938 554.355712890625 None None None +8 1937 0.3136958181858063 559.828125 554.3395385742188 None None None +8 1938 0.31371426582336426 559.8277587890625 554.3388061523438 None None None +8 1939 0.31365689635276794 559.8087158203125 554.32080078125 None None None +8 1940 0.3136698305606842 559.8369750976562 554.348876953125 None None None +8 1941 0.31363704800605774 559.824951171875 554.33740234375 None None None +8 1942 0.31362947821617126 559.8414916992188 554.3541259765625 None None None +8 1943 0.31362560391426086 559.8482055664062 554.3609008789062 None None None +8 1944 0.3136436641216278 559.8595581054688 554.3719482421875 None None None +8 1945 0.3136695325374603 559.8392944335938 554.3512573242188 None None None +8 1946 0.31365811824798584 559.8731689453125 554.3853149414062 None None None +8 1947 0.31365737318992615 559.882568359375 554.394775390625 None None None +8 1948 0.3137122094631195 559.8798828125 554.39111328125 None None None +8 1949 0.31365063786506653 559.9254760742188 554.4378051757812 None None None +8 1950 0.313620924949646 559.9183349609375 554.43115234375 None None None +8 1951 0.3136259913444519 559.9180908203125 554.4307861328125 None None None +8 1952 0.31364956498146057 559.9398193359375 554.4520874023438 None None None +8 1953 0.31360745429992676 559.9686279296875 554.481689453125 None None None +8 1954 0.3136250078678131 559.9722900390625 554.4850463867188 None None None +8 1955 0.31366488337516785 559.9605712890625 554.4725341796875 None None None +8 1956 0.3137126564979553 559.9600830078125 554.4712524414062 None None None +8 1957 0.31368398666381836 559.9923095703125 554.5040283203125 None None None +8 1958 0.3137297034263611 559.9832153320312 554.494140625 None None None +8 1959 0.3136942386627197 559.98681640625 554.4983520507812 None None None +8 1960 0.31370508670806885 560.0120849609375 554.5234375 None None None +8 1961 0.31371599435806274 560.0117797851562 554.5230102539062 None None None +8 1962 0.3136875331401825 560.0116577148438 554.5233764648438 None None None +8 1963 0.3136814534664154 559.9666748046875 554.478515625 None None None +8 1964 0.31365346908569336 559.9482421875 554.4605102539062 None None None +8 1965 0.31363314390182495 559.9296264648438 554.4423217773438 None None None +8 1966 0.3136357069015503 559.9130249023438 554.4255981445312 None None None +8 1967 0.31358224153518677 559.8822021484375 554.395751953125 None None None +8 1968 0.31356003880500793 559.8787841796875 554.3926391601562 None None None +8 1969 0.31357479095458984 559.8811645507812 554.3948364257812 None None None +8 1970 0.3136049211025238 559.8853149414062 554.3983764648438 None None None +8 1971 0.31356650590896606 559.8683471679688 554.3821411132812 None None None +8 1972 0.3135676980018616 559.8695678710938 554.38330078125 None None None +8 1973 0.3135372996330261 559.858642578125 554.3729248046875 None None None +8 1974 0.3135419189929962 559.8318481445312 554.3460083007812 None None None +8 1975 0.313534140586853 559.8058471679688 554.3201293945312 None None None +8 1976 0.3135128915309906 559.8023681640625 554.3170166015625 None None None +8 1977 0.31348103284835815 559.8212280273438 554.33642578125 None None None +8 1978 0.31347423791885376 559.8270263671875 554.3423461914062 None None None +8 1979 0.3134313225746155 559.8294677734375 554.3455810546875 None None None +8 1980 0.31342899799346924 559.8421630859375 554.3582153320312 None None None +8 1981 0.31343790888786316 559.8181762695312 554.3341064453125 None None None +8 1982 0.3134557604789734 559.7880859375 554.3037109375 None None None +8 1983 0.31343039870262146 559.75048828125 554.2665405273438 None None None +8 1984 0.31347405910491943 559.7293090820312 554.24462890625 None None None +8 1985 0.31341123580932617 559.71630859375 554.232666015625 None None None +8 1986 0.31343770027160645 559.7233276367188 554.2391967773438 None None None +8 1987 0.3134751617908478 559.748291015625 554.2635498046875 None None None +8 1988 0.31348633766174316 559.757080078125 554.2721557617188 None None None +8 1989 0.3134513199329376 559.7546997070312 554.2703857421875 None None None +8 1990 0.31344613432884216 559.70361328125 554.2194213867188 None None None +8 1991 0.3134429156780243 559.7020874023438 554.2179565429688 None None None +8 1992 0.31341609358787537 559.6979370117188 554.2142333984375 None None None +8 1993 0.31339073181152344 559.6665649414062 554.1832885742188 None None None +8 1994 0.31337523460388184 559.6940307617188 554.2109985351562 None None None +8 1995 0.31337350606918335 559.66943359375 554.1864013671875 None None None +8 1996 0.3133487403392792 559.64013671875 554.1575317382812 None None None +8 1997 0.31330469250679016 559.6376953125 554.1558227539062 None None None +8 1998 0.31324997544288635 559.6763305664062 554.1954956054688 None None None +8 1999 0.3131796717643738 559.6365966796875 554.1569213867188 None None None +8 2000 0.31320920586586 559.6659545898438 554.185791015625 None None None +8 2001 0.3131844103336334 559.6394653320312 554.1597900390625 None None None +8 2002 0.313166081905365 559.6170654296875 554.1376953125 None None None +8 2003 0.3131645619869232 559.6065063476562 554.127197265625 None None None +8 2004 0.3132057189941406 559.614990234375 554.1348876953125 None None None +8 2005 0.3132266402244568 559.6170043945312 554.1366577148438 None None None +8 2006 0.31330394744873047 559.6695556640625 554.1878051757812 None None None +8 2007 0.3132697641849518 559.6859741210938 554.204833984375 None None None +8 2008 0.3132500946521759 559.6907958984375 554.2099609375 None None None +8 2009 0.313256174325943 559.7014770507812 554.220458984375 None None None +8 2010 0.3132941722869873 559.6654052734375 554.183837890625 None None None +8 2011 0.3132280707359314 559.6805419921875 554.2001342773438 None None None +8 2012 0.3132128119468689 559.6725463867188 554.1923828125 None None None +8 2013 0.3132321834564209 559.656982421875 554.1764526367188 None None None +8 2014 0.3132364749908447 559.6976928710938 554.2171020507812 None None None +8 2015 0.3132648766040802 559.7286987304688 554.2476196289062 None None None +8 2016 0.31322330236434937 559.7362670898438 554.2559204101562 None None None +8 2017 0.3132040798664093 559.718994140625 554.239013671875 None None None +8 2018 0.3132140338420868 559.7301635742188 554.25 None None None +8 2019 0.3132043778896332 559.7093505859375 554.2293701171875 None None None +8 2020 0.3131862282752991 559.7210693359375 554.241455078125 None None None +8 2021 0.3132350742816925 559.7431030273438 554.2625732421875 None None None +8 2022 0.3132131099700928 559.7673950195312 554.2872314453125 None None None +8 2023 0.31327024102211 559.7779541015625 554.2968139648438 None None None +8 2024 0.3132786452770233 559.7646484375 554.2833862304688 None None None +8 2025 0.3132745921611786 559.7638549804688 554.2825927734375 None None None +8 2026 0.3132672905921936 559.8055419921875 554.3244018554688 None None None +8 2027 0.3132886290550232 559.7713623046875 554.2898559570312 None None None +8 2028 0.3132907748222351 559.7949829101562 554.3134765625 None None None +8 2029 0.3132811188697815 559.7783813476562 554.2970581054688 None None None +8 2030 0.31324347853660583 559.7879638671875 554.3073120117188 None None None +8 2031 0.3132662773132324 559.7988891601562 554.3178100585938 None None None +8 2032 0.31328362226486206 559.8436889648438 554.3623046875 None None None +8 2033 0.31327441334724426 559.8812866210938 554.3999633789062 None None None +8 2034 0.31322288513183594 559.8758544921875 554.3954467773438 None None None +8 2035 0.31318923830986023 559.8753051757812 554.3954467773438 None None None +8 2036 0.3131946921348572 559.8457641601562 554.3657836914062 None None None +8 2037 0.31318333745002747 559.8082885742188 554.3284912109375 None None None +8 2038 0.31316548585891724 559.79345703125 554.31396484375 None None None +8 2039 0.3132423460483551 559.8200073242188 554.3392333984375 None None None +8 2040 0.3132529854774475 559.8055419921875 554.3245849609375 None None None +8 2041 0.31327322125434875 559.80859375 554.3273315429688 None None None +8 2042 0.31324583292007446 559.8169555664062 554.3361206054688 None None None +8 2043 0.3132941424846649 559.83203125 554.350341796875 None None None +8 2044 0.3133009374141693 559.8524780273438 554.3706665039062 None None None +8 2045 0.31327950954437256 559.8522338867188 554.3707885742188 None None None +8 2046 0.31327399611473083 559.8492431640625 554.3678588867188 None None None +8 2047 0.3132649064064026 559.858154296875 554.376953125 None None None +8 2048 0.31321725249290466 559.8222045898438 554.341796875 None None None +8 2049 0.3132217228412628 559.8399658203125 554.3594970703125 None None None +8 2050 0.3131662607192993 559.8841552734375 554.4047241210938 None None None +8 2051 0.31317344307899475 559.8838500976562 554.4042358398438 None None None +8 2052 0.3131945729255676 559.863525390625 554.383544921875 None None None +8 2053 0.3131510615348816 559.8529663085938 554.373779296875 None None None +8 2054 0.31316348910331726 559.8703002929688 554.3908081054688 None None None +8 2055 0.3131560981273651 559.8773193359375 554.3980102539062 None None None +8 2056 0.31311437487602234 559.8739624023438 554.3953857421875 None None None +8 2057 0.3131338655948639 559.8712768554688 554.392333984375 None None None +8 2058 0.3131629228591919 559.85302734375 554.3735961914062 None None None +8 2059 0.3131476640701294 559.862060546875 554.3828735351562 None None None +8 2060 0.31312716007232666 559.8372192382812 554.3584594726562 None None None +8 2061 0.3131101131439209 559.7935180664062 554.3150634765625 None None None +8 2062 0.3131151497364044 559.8212280273438 554.3426513671875 None None None +8 2063 0.31310155987739563 559.815185546875 554.3368530273438 None None None +8 2064 0.31310394406318665 559.7982177734375 554.31982421875 None None None +8 2065 0.3130508065223694 559.8057861328125 554.3283081054688 None None None +8 2066 0.3130147159099579 559.8346557617188 554.3577880859375 None None None +8 2067 0.3130688965320587 559.8521728515625 554.374267578125 None None None +8 2068 0.3130551278591156 559.9074096679688 554.4297485351562 None None None +8 2069 0.31310683488845825 559.9185180664062 554.43994140625 None None None +8 2070 0.3130638301372528 559.9343872070312 554.4566040039062 None None None +8 2071 0.31306082010269165 559.9324340820312 554.4546508789062 None None None +8 2072 0.3130113482475281 559.921630859375 554.4447631835938 None None None +8 2073 0.31298089027404785 559.9432983398438 554.4669189453125 None None None +8 2074 0.31293830275535583 559.9276123046875 554.4519653320312 None None None +8 2075 0.31295815110206604 559.9114379882812 554.4354858398438 None None None +8 2076 0.312936007976532 559.8749389648438 554.3994140625 None None None +8 2077 0.312939316034317 559.8679809570312 554.392333984375 None None None +8 2078 0.3129134476184845 559.8645629882812 554.3893432617188 None None None +8 2079 0.3129293620586395 559.8687744140625 554.3932495117188 None None None +8 2080 0.31291404366493225 559.8682861328125 554.3930053710938 None None None +8 2081 0.3129067122936249 559.8521728515625 554.3770141601562 None None None +8 2082 0.3128759264945984 559.824462890625 554.3497924804688 None None None +8 2083 0.31285980343818665 559.8174438476562 554.343017578125 None None None +8 2084 0.31282585859298706 559.8729858398438 554.399169921875 None None None +8 2085 0.31284213066101074 559.9141235351562 554.4400024414062 None None None +8 2086 0.3128378689289093 559.9448852539062 554.4708862304688 None None None +8 2087 0.31285929679870605 559.9462280273438 554.4718627929688 None None None +8 2088 0.31287363171577454 559.9535522460938 554.4789428710938 None None None +8 2089 0.312905877828598 559.980712890625 554.5055541992188 None None None +8 2090 0.3128698468208313 559.9959106445312 554.5214233398438 None None None +8 2091 0.3129081726074219 560.0533447265625 554.578125 None None None +8 2092 0.3129212558269501 560.060302734375 554.5848999023438 None None None +8 2093 0.3128986358642578 560.0774536132812 554.6024780273438 None None None +8 2094 0.3128650188446045 560.1049194335938 554.6304931640625 None None None +8 2095 0.31288063526153564 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0.3025701940059662 558.1317749023438 552.8364868164062 None None None +9 1946 0.30256786942481995 558.1219482421875 552.82666015625 None None None +9 1947 0.30251073837280273 558.1160888671875 552.8218383789062 None None None +9 1948 0.3025338053703308 558.150146484375 552.85546875 None None None +9 1949 0.30256131291389465 558.1510620117188 552.8558349609375 None None None +9 1950 0.3025875985622406 558.1432495117188 552.8475952148438 None None None +9 1951 0.30258506536483765 558.1481323242188 552.8526000976562 None None None +9 1952 0.30263856053352356 558.1537475585938 552.8572998046875 None None None +9 1953 0.3026278018951416 558.1587524414062 552.8624877929688 None None None +9 1954 0.3025895655155182 558.1739501953125 552.8783569335938 None None None +9 1955 0.30258920788764954 558.1464233398438 552.8508911132812 None None None +9 1956 0.30257245898246765 558.1587524414062 552.8634643554688 None None None +9 1957 0.302538126707077 558.14697265625 552.8523559570312 None None None +9 1958 0.30253657698631287 558.1196899414062 552.8250732421875 None None None +9 1959 0.30248457193374634 558.1144409179688 552.8207397460938 None None None +9 1960 0.30247342586517334 558.098388671875 552.8048706054688 None None None +9 1961 0.3024784028530121 558.07958984375 552.7860717773438 None None None +9 1962 0.3024907112121582 558.0704956054688 552.7767333984375 None None None +9 1963 0.3024798631668091 558.0651245117188 552.771484375 None None None +9 1964 0.3025463819503784 558.0540161132812 552.7592163085938 None None None +9 1965 0.30249691009521484 558.0768432617188 552.7828979492188 None None None +9 1966 0.30248355865478516 558.0880737304688 552.79443359375 None None None +9 1967 0.30246618390083313 558.0796508789062 552.7863159179688 None None None +9 1968 0.30242180824279785 558.0729370117188 552.7803955078125 None None None +9 1969 0.30243146419525146 558.0799560546875 552.7872314453125 None None None +9 1970 0.30244022607803345 558.053955078125 552.7611694335938 None None None +9 1971 0.30245792865753174 558.130615234375 552.8374633789062 None None None +9 1972 0.30251726508140564 558.1556396484375 552.8614501953125 None None None +9 1973 0.30255091190338135 558.184814453125 552.8900146484375 None None None +9 1974 0.3025529980659485 558.2159423828125 552.921142578125 None None None +9 1975 0.3024888336658478 558.264404296875 552.9707641601562 None None None +9 1976 0.30260586738586426 558.2736206054688 552.9779052734375 None None None +9 1977 0.30261915922164917 558.2734985351562 552.9775390625 None None None +9 1978 0.3026193082332611 558.2842407226562 552.98828125 None None None +9 1979 0.3026513457298279 558.3006591796875 553.0040893554688 None None None +9 1980 0.30265089869499207 558.322509765625 553.0260009765625 None None None +9 1981 0.3026594817638397 558.3641967773438 553.0675048828125 None None None +9 1982 0.30270054936408997 558.35986328125 553.0625 None None None +9 1983 0.3026803433895111 558.3406982421875 553.043701171875 None None None +9 1984 0.30269885063171387 558.3240356445312 553.0267333984375 None None None +9 1985 0.30266204476356506 558.3506469726562 553.053955078125 None None None +9 1986 0.30263394117355347 558.3355102539062 553.0393676757812 None None None +9 1987 0.3026677072048187 558.344482421875 553.0476684570312 None None None +9 1988 0.3026498854160309 558.3214721679688 553.0250244140625 None None None +9 1989 0.3026317059993744 558.2987060546875 553.0025024414062 None None None +9 1990 0.3026413321495056 558.28955078125 552.9932250976562 None None None +9 1991 0.30263814330101013 558.2952880859375 552.9990234375 None None None +9 1992 0.30262628197669983 558.3115234375 553.0155029296875 None None None +9 1993 0.3027237057685852 558.3121337890625 553.0143432617188 None None None +9 1994 0.30270206928253174 558.3126831054688 553.0153198242188 None None None +9 1995 0.3027297556400299 558.3094482421875 553.0115966796875 None None None +9 1996 0.3027297258377075 558.3325805664062 553.0347290039062 None None None +9 1997 0.30278876423835754 558.3399658203125 553.0411376953125 None None None +9 1998 0.30276644229888916 558.3139038085938 553.0154418945312 None None None +9 1999 0.30280518531799316 558.3427734375 553.0436401367188 None None None +9 2000 0.3028736710548401 558.3737182617188 553.0734252929688 None None None +9 2001 0.30293571949005127 558.3663940429688 553.0650024414062 None None None +9 2002 0.302938312292099 558.374267578125 553.0728759765625 None None None +9 2003 0.30292531847953796 558.3740234375 553.0728149414062 None None None +9 2004 0.3029078543186188 558.3633422851562 553.0623779296875 None None None +9 2005 0.30288994312286377 558.3560791015625 553.0554809570312 None None None +9 2006 0.30291980504989624 558.3601684570312 553.0590209960938 None None None +9 2007 0.30288633704185486 558.3224487304688 553.0218505859375 None None None +9 2008 0.3029060661792755 558.328369140625 553.0274658203125 None None None +9 2009 0.30287638306617737 558.3442993164062 553.0439453125 None None None +9 2010 0.3028791844844818 558.3390502929688 553.0386352539062 None None None +9 2011 0.30283617973327637 558.3241577148438 553.0244750976562 None None None +9 2012 0.3028619885444641 558.2803344726562 552.9801635742188 None None None +9 2013 0.30296483635902405 558.2443237304688 552.9424438476562 None None None +9 2014 0.30298560857772827 558.2459106445312 552.943603515625 None None None +9 2015 0.30299532413482666 558.2222290039062 552.9197387695312 None None None +9 2016 0.30298203229904175 558.1861572265625 552.8839721679688 None None None +9 2017 0.30303195118904114 558.1701049804688 552.8671264648438 None None None +9 2018 0.3030937612056732 558.2015380859375 552.8973999023438 None None None +9 2019 0.3031112849712372 558.1839599609375 552.8795776367188 None None None +9 2020 0.30308035016059875 558.148193359375 552.8443603515625 None None None +9 2021 0.3030545115470886 558.119384765625 552.8160400390625 None 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0.30319133400917053 557.9126586914062 552.606689453125 None None None +9 2074 0.3031531274318695 557.873046875 552.567626953125 None None None +9 2075 0.30314719676971436 557.8961181640625 552.5908813476562 None None None +9 2076 0.3031243085861206 557.9044799804688 552.599609375 None None None +9 2077 0.30313003063201904 557.9138793945312 552.60888671875 None None None +9 2078 0.3031079173088074 557.9317016601562 552.6271362304688 None None None +9 2079 0.3030708432197571 557.9281616210938 552.6241455078125 None None None +9 2080 0.30302977561950684 557.9376220703125 552.6343994140625 None None None +9 2081 0.3030330538749695 557.921142578125 552.6177978515625 None None None +9 2082 0.30297359824180603 557.90576171875 552.6034545898438 None None None +9 2083 0.3029156029224396 557.8892822265625 552.5880126953125 None None None +9 2084 0.30292823910713196 557.9219360351562 552.6204833984375 None None None +9 2085 0.30289244651794434 557.9252319335938 552.6243286132812 None None None +9 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None None None +10 1925 0.2971806824207306 557.0957641601562 551.8958740234375 None None None +10 1926 0.2971213161945343 557.114501953125 551.9157104492188 None None None +10 1927 0.2970829904079437 557.097412109375 551.8992919921875 None None None +10 1928 0.29703643918037415 557.0751342773438 551.8778076171875 None None None +10 1929 0.2970287501811981 557.0580444335938 551.86083984375 None None None +10 1930 0.296974778175354 557.0565185546875 551.8602294921875 None None None +10 1931 0.29695022106170654 557.0259399414062 551.830078125 None None None +10 1932 0.2969413101673126 557.022705078125 551.8270263671875 None None None +10 1933 0.2969241440296173 557.0198974609375 551.8245239257812 None None None +10 1934 0.2969207763671875 557.0364990234375 551.8412475585938 None None None +10 1935 0.2969549596309662 557.0503540039062 551.8544921875 None None None +10 1936 0.2969696521759033 557.0590209960938 551.8629150390625 None None None +10 1937 0.29698970913887024 557.0694580078125 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0.2971436679363251 557.0266723632812 551.8274536132812 None None None +10 1951 0.2971566617488861 557.053466796875 551.8539428710938 None None None +10 1952 0.2971303164958954 557.0593872070312 551.8603515625 None None None +10 1953 0.29709962010383606 557.0659790039062 551.8674926757812 None None None +10 1954 0.2970673441886902 557.0934448242188 551.8955078125 None None None +10 1955 0.29704657196998596 557.0789794921875 551.8814086914062 None None None +10 1956 0.296991765499115 557.0694580078125 551.872802734375 None None None +10 1957 0.297018826007843 557.0946655273438 551.8975830078125 None None None +10 1958 0.29706746339797974 557.098876953125 551.90087890625 None None None +10 1959 0.29710832238197327 557.1056518554688 551.9069213867188 None None None +10 1960 0.2971954643726349 557.11767578125 551.91748046875 None None None +10 1961 0.2971906065940857 557.1104736328125 551.9103393554688 None None None +10 1962 0.2971786558628082 557.1268920898438 551.9268798828125 None None 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0.2848455011844635 554.611572265625 549.6267700195312 None None None +12 1958 0.28480756282806396 554.6261596679688 549.6420288085938 None None None +12 1959 0.2847692668437958 554.6099243164062 549.62646484375 None None None +12 1960 0.2847697138786316 554.6287841796875 549.645263671875 None None None +12 1961 0.2847403585910797 554.63232421875 549.6493530273438 None None None +12 1962 0.2847447395324707 554.65185546875 549.6688232421875 None None None +12 1963 0.2847391963005066 554.6362915039062 549.6533203125 None None None +12 1964 0.2847675085067749 554.6475219726562 549.6640625 None None None +12 1965 0.2847698926925659 554.6405029296875 549.656982421875 None None None +12 1966 0.28472113609313965 554.6721801757812 549.689453125 None None None +12 1967 0.2847176492214203 554.662841796875 549.68017578125 None None None +12 1968 0.28473153710365295 554.64990234375 549.6669921875 None None None +12 1969 0.2847519516944885 554.7007446289062 549.7174682617188 None None None +12 1970 0.2847329080104828 554.70068359375 549.7177124023438 None None None +12 1971 0.28471681475639343 554.7344970703125 549.7518310546875 None None None +12 1972 0.28474247455596924 554.7221069335938 549.739013671875 None None None +12 1973 0.2847408950328827 554.7252197265625 549.7421875 None None None +12 1974 0.28474462032318115 554.77001953125 549.7869262695312 None None None +12 1975 0.2847362756729126 554.7705078125 549.7875366210938 None None None +12 1976 0.28475290536880493 554.7599487304688 549.7766723632812 None None None +12 1977 0.2847509980201721 554.7916259765625 549.8084716796875 None None None +12 1978 0.28471434116363525 554.7754516601562 549.7929077148438 None None None +12 1979 0.28473249077796936 554.7988891601562 549.8159790039062 None None None +12 1980 0.28471294045448303 554.826171875 549.8435668945312 None None None +12 1981 0.2846989929676056 554.8053588867188 549.8230590820312 None None None +12 1982 0.28473442792892456 554.8242797851562 549.8412475585938 None 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1839 0.27621349692344666 553.0450439453125 548.2116088867188 None None None +14 1840 0.27623170614242554 553.015869140625 548.1820678710938 None None None +14 1841 0.2762770652770996 553.014892578125 548.1802978515625 None None None +14 1842 0.2762591242790222 553.0328369140625 548.1985473632812 None None None +14 1843 0.27622783184051514 552.9899291992188 548.15625 None None None +14 1844 0.2761775553226471 553.0049438476562 548.1720581054688 None None None +14 1845 0.27616745233535767 553.0103759765625 548.177734375 None None None +14 1846 0.27612006664276123 552.9817504882812 548.14990234375 None None None +14 1847 0.2760699391365051 552.96337890625 548.1324462890625 None None None +14 1848 0.2761121988296509 552.9370727539062 548.1052856445312 None None None +14 1849 0.2760728895664215 552.9039916992188 548.0729370117188 None None None +14 1850 0.27608880400657654 552.84375 548.0123901367188 None None None +14 1851 0.2762051224708557 552.8219604492188 547.9885864257812 None None None +14 1852 0.2762204110622406 552.884765625 548.0511474609375 None None None +14 1853 0.27622807025909424 552.8896484375 548.055908203125 None None None +14 1854 0.276227205991745 552.8707275390625 548.0369873046875 None None None +14 1855 0.2762715816497803 552.8621826171875 548.0276489257812 None None None +14 1856 0.2762759327888489 552.874755859375 548.0401000976562 None None None +14 1857 0.2762161195278168 552.877685546875 548.0441284179688 None None None +14 1858 0.2762112021446228 552.872802734375 548.039306640625 None None None +14 1859 0.2762569487094879 552.9055786132812 548.0712890625 None None None +14 1860 0.27626943588256836 552.9085083007812 548.073974609375 None None None +14 1861 0.27644217014312744 552.9317016601562 548.0941772460938 None None None +14 1862 0.2764756977558136 552.9296264648438 548.091552734375 None None None +14 1863 0.27644971013069153 552.9732055664062 548.1356201171875 None None None +14 1864 0.2764345109462738 553.0199584960938 548.1826782226562 None None None +14 1865 0.2764117419719696 553.0448608398438 548.2078857421875 None None None +14 1866 0.2764243185520172 553.0469970703125 548.2098388671875 None None None +14 1867 0.27639225125312805 553.0428466796875 548.2062377929688 None None None +14 1868 0.27641797065734863 553.036376953125 548.1992797851562 None None None +14 1869 0.27636659145355225 553.0169677734375 548.1808471679688 None None None +14 1870 0.2763291299343109 553.022216796875 548.1867065429688 None None None +14 1871 0.27632755041122437 553.0593872070312 548.2239379882812 None None None +14 1872 0.27634498476982117 553.0623168945312 548.2265625 None None None +14 1873 0.2763085663318634 553.057373046875 548.2222900390625 None None None +14 1874 0.2763151228427887 553.0771484375 548.241943359375 None None None +14 1875 0.2762492895126343 553.0673217773438 548.2332763671875 None None None +14 1876 0.27621015906333923 553.0553588867188 548.221923828125 None None None +14 1877 0.27616503834724426 553.0330810546875 548.2005004882812 None None None +14 1878 0.27616068720817566 553.0454711914062 548.212890625 None None None +14 1879 0.2761812210083008 553.0817260742188 548.2488403320312 None None None +14 1880 0.27615806460380554 553.0669555664062 548.2344360351562 None None None +14 1881 0.27611789107322693 553.070068359375 548.23828125 None None None +14 1882 0.2761584222316742 553.065185546875 548.232666015625 None None None +14 1883 0.2761860191822052 553.1057739257812 548.2727661132812 None None None +14 1884 0.27621206641197205 553.0926513671875 548.2591552734375 None None None +14 1885 0.2762092053890228 553.091796875 548.2583618164062 None None None +14 1886 0.27620747685432434 553.0723876953125 548.2389526367188 None None None +14 1887 0.2761726975440979 553.0914916992188 548.2586059570312 None None None +14 1888 0.27616700530052185 553.0844116210938 548.251708984375 None None None +14 1889 0.2761763632297516 553.0888061523438 548.2559204101562 None None None +14 1890 0.2762047350406647 553.0786743164062 548.2452392578125 None None None +14 1891 0.2761618494987488 553.093505859375 548.2608642578125 None None None +14 1892 0.27615121006965637 553.1092529296875 548.2767944335938 None None None +14 1893 0.27613601088523865 553.0881958007812 548.2560424804688 None None None +14 1894 0.2761891782283783 553.1033935546875 548.270263671875 None None None +14 1895 0.27617448568344116 553.1095581054688 548.2766723632812 None None None +14 1896 0.2761586308479309 553.11376953125 548.2811889648438 None None None +14 1897 0.2761289179325104 553.1199340820312 548.287841796875 None None None +14 1898 0.27614322304725647 553.1349487304688 548.3026123046875 None None None +14 1899 0.2761297821998596 553.1351928710938 548.3031005859375 None None None +14 1900 0.27613386511802673 553.1421508789062 548.3099975585938 None None None +14 1901 0.2761080861091614 553.1376953125 548.305908203125 None None None +14 1902 0.2761099934577942 553.117431640625 548.28564453125 None None None +14 1903 0.27611517906188965 553.0901489257812 548.25830078125 None None None +14 1904 0.2761116027832031 553.093017578125 548.26123046875 None None None +14 1905 0.27611157298088074 553.0809936523438 548.2491455078125 None None None +14 1906 0.27610641717910767 553.0984497070312 548.2667236328125 None None None +14 1907 0.27611279487609863 553.1072387695312 548.2753295898438 None None None +14 1908 0.27615171670913696 553.09033203125 548.2577514648438 None None None +14 1909 0.2761176824569702 553.0545654296875 548.2225952148438 None None None +14 1910 0.27613556385040283 553.0654907226562 548.2332153320312 None None None +14 1911 0.276150107383728 553.0471801757812 548.2146606445312 None None None +14 1912 0.27621516585350037 553.0248413085938 548.1912231445312 None None None +14 1913 0.2762168347835541 553.04638671875 548.2127685546875 None None None +14 1914 0.2762220799922943 553.0576171875 548.223876953125 None None None +14 1915 0.27622005343437195 553.0215454101562 548.1878662109375 None None None +14 1916 0.2762097716331482 553.016845703125 548.183349609375 None None None +14 1917 0.27622562646865845 553.0591430664062 548.225341796875 None None None +14 1918 0.27619075775146484 553.0714111328125 548.23828125 None None None +14 1919 0.2761556804180145 553.0918579101562 548.2592163085938 None None None +14 1920 0.2762455344200134 553.0997314453125 548.2655639648438 None None None +14 1921 0.27618861198425293 553.0442504882812 548.2109985351562 None None None +14 1922 0.2762017250061035 553.0432739257812 548.2097778320312 None None None +14 1923 0.2761882543563843 553.0015258789062 548.1682739257812 None None None +14 1924 0.2761393189430237 552.9913330078125 548.1589965820312 None None None +14 1925 0.27613595128059387 552.9771728515625 548.1448974609375 None None None +14 1926 0.2761516869068146 553.0048828125 548.1723022460938 None None None +14 1927 0.27611997723579407 553.0342407226562 548.2022705078125 None None None +14 1928 0.2761390805244446 553.0804443359375 548.2481079101562 None None None +14 1929 0.2761605381965637 553.0906372070312 548.2578735351562 None None None +14 1930 0.2761783301830292 553.1431884765625 548.31005859375 None None None +14 1931 0.2761624753475189 553.13916015625 548.3062744140625 None None None +14 1932 0.2761640250682831 553.103759765625 548.2708129882812 None None None +14 1933 0.2761650085449219 553.1075439453125 548.2745361328125 None None None +14 1934 0.2762063145637512 553.069580078125 548.2359008789062 None None None +14 1935 0.27624139189720154 553.07763671875 548.2433471679688 None None None +14 1936 0.2762209177017212 553.1038818359375 548.2699584960938 None None None +14 1937 0.2761707007884979 553.101318359375 548.2682495117188 None None None +14 1938 0.276175856590271 553.1077880859375 548.2745971679688 None None None +14 1939 0.27626025676727295 553.0678100585938 548.2332153320312 None None None +14 1940 0.2762552797794342 553.052490234375 548.2179565429688 None None None +14 1941 0.2762508988380432 553.082275390625 548.2478637695312 None None None +14 1942 0.2762446999549866 553.0858154296875 548.25146484375 None None None +14 1943 0.27623534202575684 553.065673828125 548.2315063476562 None None None +14 1944 0.27627673745155334 553.0298461914062 548.1949462890625 None None None +14 1945 0.2762700617313385 553.00146484375 548.1666870117188 None None None +14 1946 0.2762702405452728 553.0195922851562 548.1848754882812 None None None +14 1947 0.2762884199619293 552.9934692382812 548.1583862304688 None None None +14 1948 0.27627184987068176 552.9879760742188 548.1531982421875 None None None +14 1949 0.2762075364589691 552.9808959960938 548.1472778320312 None None None +14 1950 0.276155948638916 552.9628295898438 548.1300659179688 None None None +14 1951 0.276128888130188 552.98193359375 548.149658203125 None None None +14 1952 0.27608728408813477 552.9834594726562 548.1519775390625 None None None +14 1953 0.2761194407939911 552.969482421875 548.137451171875 None None None +14 1954 0.27608564496040344 552.9507446289062 548.1192626953125 None None None +14 1955 0.276102751493454 552.9566650390625 548.1248779296875 None None None +14 1956 0.27618637681007385 552.9577026367188 548.1244506835938 None None None +14 1957 0.27614161372184753 552.9549560546875 548.1224975585938 None None None +14 1958 0.2761954069137573 552.97802734375 548.1445922851562 None None None +14 1959 0.2761789560317993 552.9945068359375 548.161376953125 None None None +14 1960 0.2761944830417633 552.9721069335938 548.1387329101562 None None None +14 1961 0.27619853615760803 552.9478759765625 548.1144409179688 None None None +14 1962 0.2761457860469818 552.9359741210938 548.1034545898438 None None None +14 1963 0.2761303186416626 552.9482421875 548.115966796875 None None None +14 1964 0.27617114782333374 552.954345703125 548.121337890625 None None None +14 1965 0.2762499153614044 552.925537109375 548.0911865234375 None None None +14 1966 0.2762364149093628 552.9190063476562 548.0848999023438 None None None +14 1967 0.27625399827957153 552.9363403320312 548.1018676757812 None None None +14 1968 0.27627047896385193 552.9437866210938 548.1090698242188 None None None +14 1969 0.2762804329395294 552.9269409179688 548.0919799804688 None None None +14 1970 0.2762521803379059 552.90771484375 548.0732421875 None None None +14 1971 0.2762845456600189 552.9449462890625 548.1099853515625 None None None +14 1972 0.27631792426109314 552.9573974609375 548.121826171875 None None None +14 1973 0.27632811665534973 552.9669799804688 548.1312255859375 None None None +14 1974 0.27627870440483093 552.9736328125 548.1386108398438 None None None +14 1975 0.27629372477531433 553.016845703125 548.1815795898438 None None None +14 1976 0.27628135681152344 553.0183715820312 548.183349609375 None None None +14 1977 0.27626538276672363 552.9869384765625 548.1522216796875 None None None +14 1978 0.276296466588974 552.9876098632812 548.15234375 None None None +14 1979 0.27628985047340393 552.9951171875 548.1600341796875 None None None +14 1980 0.2762967050075531 553.01220703125 548.177001953125 None None None +14 1981 0.2762390971183777 553.0028076171875 548.1686401367188 None None None +14 1982 0.27623453736305237 553.0387573242188 548.2047729492188 None None None +14 1983 0.2762751281261444 553.0048828125 548.1701049804688 None None None +14 1984 0.2762819230556488 552.990966796875 548.1560668945312 None None None +14 1985 0.2763060927391052 553.0095825195312 548.1742553710938 None None None +14 1986 0.276283860206604 553.0370483398438 548.2021484375 None None None +14 1987 0.2762562036514282 553.0468139648438 548.21240234375 None None None +14 1988 0.27624812722206116 553.0593872070312 548.2251586914062 None None None +14 1989 0.2762151062488556 553.0739135742188 548.240234375 None None None +14 1990 0.27621474862098694 553.0702514648438 548.2366333007812 None None None +14 1991 0.2761763632297516 553.0768432617188 548.243896484375 None None None +14 1992 0.2761746942996979 553.0671997070312 548.2343139648438 None None None +14 1993 0.27614161372184753 553.1002197265625 548.2679443359375 None None None +14 1994 0.2761019766330719 553.0755004882812 548.2438354492188 None None None +14 1995 0.27611827850341797 553.0743408203125 548.2424926757812 None None None +14 1996 0.27611806988716125 553.1028442382812 548.2708740234375 None None None +14 1997 0.27611100673675537 553.090576171875 548.2587280273438 None None None +14 1998 0.27609795331954956 553.0868530273438 548.2552490234375 None None None +14 1999 0.2761193513870239 553.0635986328125 548.2316284179688 None None None +14 2000 0.2760661542415619 553.07666015625 548.24560546875 None None None +14 2001 0.2760492265224457 553.0721435546875 548.2413940429688 None None None +14 2002 0.2760356068611145 553.0543212890625 548.2238159179688 None None None +14 2003 0.27598631381988525 553.042236328125 548.2125854492188 None None None +14 2004 0.2760353982448578 553.0293579101562 548.1989135742188 None None None +14 2005 0.27599596977233887 553.0441284179688 548.2144165039062 None None None +14 2006 0.27595552802085876 553.0743408203125 548.2452392578125 None None None +14 2007 0.2759380340576172 553.0762329101562 548.2474365234375 None None None +14 2008 0.2759706676006317 553.069580078125 548.240234375 None None None +14 2009 0.27600184082984924 553.0414428710938 548.2115478515625 None None None +14 2010 0.2760193347930908 553.0300903320312 548.199951171875 None None None +14 2011 0.2759940028190613 553.0111083984375 548.1814575195312 None None None +14 2012 0.275970995426178 552.9952392578125 548.1659545898438 None None None +14 2013 0.27594372630119324 553.0142822265625 548.1854858398438 None None None +14 2014 0.275953084230423 553.0174560546875 548.1884765625 None None None +14 2015 0.27596163749694824 553.024169921875 548.195068359375 None None None +14 2016 0.2759522795677185 553.0094604492188 548.1804809570312 None 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0.246022567152977 546.2993774414062 541.9943237304688 None None None +15 1922 0.24607908725738525 546.2700805664062 541.9640502929688 None None None +15 1923 0.24606338143348694 546.2496337890625 541.9439086914062 None None None +15 1924 0.24605102837085724 546.2328491210938 541.9273071289062 None None None +15 1925 0.24607902765274048 546.2283325195312 541.92236328125 None None None +15 1926 0.24607409536838531 546.25927734375 541.953369140625 None None None +15 1927 0.24614249169826508 546.2838745117188 541.9767456054688 None None None +15 1928 0.2461620271205902 546.2782592773438 541.9707641601562 None None None +15 1929 0.2461513727903366 546.2875366210938 541.9803466796875 None None None +15 1930 0.24614526331424713 546.2858276367188 541.978759765625 None None None +15 1931 0.24613319337368011 546.3192138671875 542.0123291015625 None None None +15 1932 0.24608181416988373 546.3234252929688 542.0174560546875 None None None +15 1933 0.246131032705307 546.3013305664062 541.9944458007812 None None None +15 1934 0.24612143635749817 546.2846069335938 541.9779052734375 None None None +15 1935 0.24608737230300903 546.3070068359375 542.0009155273438 None None None +15 1936 0.24608196318149567 546.306396484375 542.0003662109375 None None None +15 1937 0.24608218669891357 546.3232421875 542.0172729492188 None None None +15 1938 0.24607448279857635 546.3218994140625 542.0160522460938 None None None +15 1939 0.24606479704380035 546.3230590820312 542.0173950195312 None None None +15 1940 0.24602708220481873 546.3238525390625 542.0188598632812 None None None +15 1941 0.2460535317659378 546.323974609375 542.0185546875 None None None +15 1942 0.24600405991077423 546.3046875 542.0001220703125 None None None +15 1943 0.24596963822841644 546.3276977539062 542.0237426757812 None None None +15 1944 0.2459941804409027 546.3051147460938 542.000732421875 None None None +15 1945 0.24596689641475677 546.2947387695312 541.9908447265625 None None None +15 1946 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542.0357666015625 None None None +15 1959 0.24586163461208344 546.3363037109375 542.0343017578125 None None None +15 1960 0.24586233496665955 546.3627319335938 542.0606689453125 None None None +15 1961 0.24589823186397552 546.3680419921875 542.0653686523438 None None None +15 1962 0.24586178362369537 546.35498046875 542.0529174804688 None None None +15 1963 0.24588744342327118 546.3567504882812 542.0541381835938 None None None +15 1964 0.24586448073387146 546.3179931640625 542.0158081054688 None None None +15 1965 0.24587520956993103 546.2999267578125 541.99755859375 None None None +15 1966 0.24586571753025055 546.2938232421875 541.99169921875 None None None +15 1967 0.2458847165107727 546.26904296875 541.966552734375 None None None +15 1968 0.24594075977802277 546.2924194335938 541.9889526367188 None None None +15 1969 0.24590641260147095 546.242431640625 541.9396362304688 None None None +15 1970 0.24586805701255798 546.2666625976562 541.9645385742188 None None None +15 1971 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0.23339159786701202 542.9662475585938 538.8817138671875 None None None +16 1982 0.23337353765964508 542.9620361328125 538.8778076171875 None None None +16 1983 0.23334985971450806 542.9214477539062 538.837646484375 None None None +16 1984 0.2333170622587204 542.9244995117188 538.8413696289062 None None None +16 1985 0.23331588506698608 542.8978881835938 538.8147583007812 None None None +16 1986 0.23333826661109924 542.9006958007812 538.817138671875 None None None +16 1987 0.2333415150642395 542.8970947265625 538.8135375976562 None None None +16 1988 0.23333853483200073 542.9071655273438 538.8236083984375 None None None +16 1989 0.23331120610237122 542.8952026367188 538.8121337890625 None None None +16 1990 0.23335880041122437 542.8976440429688 538.813720703125 None None None +16 1991 0.23343704640865326 542.8732299804688 538.7880249023438 None None None +16 1992 0.23347438871860504 542.875732421875 538.7898559570312 None None None +16 1993 0.23348449170589447 542.874267578125 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0.2333756536245346 542.7792358398438 538.6953125 None None None +16 2020 0.23341120779514313 542.7593383789062 538.6746826171875 None None None +16 2021 0.23340050876140594 542.75537109375 538.6708984375 None None None +16 2022 0.23336899280548096 542.7656860351562 538.6817626953125 None None None +16 2023 0.23336456716060638 542.7329711914062 538.649169921875 None None None +16 2024 0.23337939381599426 542.7120971679688 538.6280517578125 None None None +16 2025 0.23338426649570465 542.7457885742188 538.66162109375 None None None +16 2026 0.23337110877037048 542.7448120117188 538.660888671875 None None None +16 2027 0.23337620496749878 542.7030639648438 538.6190185546875 None None None +16 2028 0.23334704339504242 542.684814453125 538.6013793945312 None None None +16 2029 0.23332946002483368 542.6589965820312 538.5758056640625 None None None +16 2030 0.2333187609910965 542.6643676757812 538.581298828125 None None None +16 2031 0.23327550292015076 542.6549072265625 538.5726318359375 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536.1187133789062 None None None +17 1958 0.22439135611057281 540.028076171875 536.1010131835938 None None None +17 1959 0.2244051992893219 540.0362548828125 536.1090087890625 None None None +17 1960 0.224418044090271 540.0297241210938 536.102294921875 None None None +17 1961 0.22438563406467438 540.0473022460938 536.1204223632812 None None None +17 1962 0.22434543073177338 540.0258178710938 536.0996704101562 None None None +17 1963 0.22433260083198547 540.0337524414062 536.1078491210938 None None None +17 1964 0.22437511384487152 540.0183715820312 536.0916748046875 None None None +17 1965 0.22435271739959717 540.068359375 536.1420288085938 None None None +17 1966 0.224380761384964 540.0599365234375 536.133056640625 None None None +17 1967 0.22438369691371918 540.0735473632812 536.1466674804688 None None None +17 1968 0.22439254820346832 540.0508422851562 536.123779296875 None None None +17 1969 0.22436536848545074 540.0479736328125 536.121337890625 None None None +17 1970 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None +18 1894 0.21922338008880615 538.2325439453125 534.3961181640625 None None None +18 1895 0.21919046342372894 538.1979370117188 534.362060546875 None None None +18 1896 0.21918703615665436 538.1661376953125 534.330322265625 None None None +18 1897 0.21916303038597107 538.1620483398438 534.32666015625 None None None +18 1898 0.2192070335149765 538.1532592773438 534.317138671875 None None None +18 1899 0.21916867792606354 538.17626953125 534.3408813476562 None None None +18 1900 0.2191699892282486 538.1757202148438 534.3402709960938 None None None +18 1901 0.21919846534729004 538.1561889648438 534.3201904296875 None None None +18 1902 0.2192147970199585 538.1326293945312 534.29638671875 None None None +18 1903 0.21919067203998566 538.1146240234375 534.2787475585938 None None None +18 1904 0.21919211745262146 538.1088256835938 534.27294921875 None None None +18 1905 0.21918617188930511 538.1460571289062 534.310302734375 None None None +18 1906 0.21916773915290833 538.1266479492188 534.2911987304688 None None None +18 1907 0.2191452831029892 538.0973510742188 534.2623291015625 None None None +18 1908 0.21912597119808197 538.11376953125 534.279052734375 None None None +18 1909 0.21914604306221008 538.0928955078125 534.2578125 None None None +18 1910 0.2191896289587021 538.0917358398438 534.2559204101562 None None None +18 1911 0.2191552072763443 538.0725708007812 534.2373046875 None None None +18 1912 0.21918432414531708 538.060791015625 534.2250366210938 None None None +18 1913 0.21917784214019775 538.089599609375 534.2539672851562 None None None +18 1914 0.2191859930753708 538.056396484375 534.2206420898438 None None None +18 1915 0.2192208617925644 538.0554809570312 534.2191162109375 None None None +18 1916 0.2192210853099823 538.0469970703125 534.2105712890625 None None None +18 1917 0.2192060649394989 538.0636596679688 534.2275390625 None None None +18 1918 0.21918760240077972 538.0491333007812 534.2132568359375 None None None +18 1919 0.21915993094444275 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534.2271118164062 None None None +18 1945 0.21907351911067963 538.0525512695312 534.2186889648438 None None None +18 1946 0.2190561443567276 538.0145263671875 534.1809692382812 None None None +18 1947 0.21904391050338745 538.0125122070312 534.1791381835938 None None None +18 1948 0.2190302312374115 538.0150146484375 534.181884765625 None None None +18 1949 0.21903502941131592 537.9889526367188 534.15576171875 None None None +18 1950 0.21902218461036682 537.968505859375 534.1355590820312 None None None +18 1951 0.21904431283473969 538.0198364257812 534.1864624023438 None None None +18 1952 0.21904374659061432 538.0385131835938 534.2051391601562 None None None +18 1953 0.21902872622013092 538.0546264648438 534.2214965820312 None None None +18 1954 0.21901963651180267 538.0665283203125 534.2335815429688 None None None +18 1955 0.21900303661823273 538.088623046875 534.2559204101562 None None None +18 1956 0.2189827710390091 538.0947875976562 534.262451171875 None None None +18 1957 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1995 0.21896758675575256 538.1414184570312 534.3091430664062 None None None +18 1996 0.21894149482250214 538.1317138671875 534.2999267578125 None None None +18 1997 0.21893228590488434 538.1152954101562 534.28369140625 None None None +18 1998 0.2189202755689621 538.1196899414062 534.2882690429688 None None None +18 1999 0.2189060002565384 538.1134643554688 534.2824096679688 None None None +18 2000 0.21889542043209076 538.1098022460938 534.2788696289062 None None None +18 2001 0.21886304020881653 538.1101684570312 534.2798461914062 None None None +18 2002 0.21883438527584076 538.1248168945312 534.2949829101562 None None None +18 2003 0.218819260597229 538.140625 534.3110961914062 None None None +18 2004 0.2188824713230133 538.1575927734375 534.3269653320312 None None None +18 2005 0.2188890427350998 538.1620483398438 534.3312377929688 None None None +18 2006 0.21890883147716522 538.1510009765625 534.31982421875 None None None +18 2007 0.2189304381608963 538.1446533203125 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0.20404291152954102 535.895751953125 532.324951171875 None None None +19 1946 0.20406129956245422 535.8817138671875 532.310546875 None None None +19 1947 0.20402683317661285 535.8550415039062 532.2844848632812 None None None +19 1948 0.20401358604431152 535.8578491210938 532.2875366210938 None None None +19 1949 0.20402799546718597 535.8697509765625 532.2991943359375 None None None +19 1950 0.20401722192764282 535.8856811523438 532.3152465820312 None None None +19 1951 0.20400705933570862 535.8981323242188 532.3279418945312 None None None +19 1952 0.20402607321739197 535.9074096679688 532.3368530273438 None None None +19 1953 0.20399874448776245 535.9060668945312 532.3359985351562 None None None +19 1954 0.20399034023284912 535.8818969726562 532.3119506835938 None None None +19 1955 0.20399151742458344 535.8690795898438 532.2991943359375 None None None +19 1956 0.20401549339294434 535.8427124023438 532.2723388671875 None None None +19 1957 0.20398597419261932 535.8193359375 532.24951171875 None None None +19 1958 0.20396532118320465 535.826171875 532.2567138671875 None None None +19 1959 0.2039627879858017 535.8074340820312 532.238037109375 None None None +19 1960 0.20395688712596893 535.78564453125 532.21630859375 None None None +19 1961 0.20393116772174835 535.7857055664062 532.2168579101562 None None None +19 1962 0.2039748579263687 535.7593994140625 532.1897583007812 None None None +19 1963 0.20400264859199524 535.7598876953125 532.1898193359375 None None None +19 1964 0.20399285852909088 535.7545776367188 532.1846313476562 None None None +19 1965 0.20401650667190552 535.7127075195312 532.142333984375 None None None +19 1966 0.20401161909103394 535.6861572265625 532.1158447265625 None None None +19 1967 0.20403502881526947 535.6852416992188 532.1144409179688 None None None +19 1968 0.20402751863002777 535.6486206054688 532.0780029296875 None None None +19 1969 0.2040589153766632 535.667724609375 532.0965576171875 None None None +19 1970 0.20405875146389008 535.68701171875 532.1157836914062 None None None +19 1971 0.20408639311790466 535.69384765625 532.1221923828125 None None None +19 1972 0.20412136614322662 535.6702270507812 532.0980224609375 None None None +19 1973 0.20412477850914001 535.6842651367188 532.1119384765625 None None None +19 1974 0.20413771271705627 535.6952514648438 532.1226806640625 None None None +19 1975 0.20413511991500854 535.6890869140625 532.1165771484375 None None None +19 1976 0.20413877069950104 535.7000122070312 532.12744140625 None None None +19 1977 0.20416146516799927 535.6702270507812 532.09716796875 None None None +19 1978 0.20418211817741394 535.6575927734375 532.084228515625 None None None +19 1979 0.20414581894874573 535.6488647460938 532.0761108398438 None None None +19 1980 0.20413373410701752 535.6608276367188 532.0883178710938 None None None +19 1981 0.20414792001247406 535.6656494140625 532.0928955078125 None None None +19 1982 0.20417214930057526 535.66259765625 532.08935546875 None None None +19 1983 0.2041769176721573 535.647216796875 532.0739135742188 None None None +19 1984 0.20418907701969147 535.6470336914062 532.0735473632812 None None None +19 1985 0.2041730284690857 535.6779174804688 532.1046142578125 None None None +19 1986 0.204145610332489 535.6881713867188 532.1153564453125 None None None +19 1987 0.20411719381809235 535.6910400390625 532.1187133789062 None None None +19 1988 0.20412620902061462 535.72412109375 532.1516723632812 None None None +19 1989 0.20412209630012512 535.7010498046875 532.128662109375 None None None +19 1990 0.20415820181369781 535.6763916015625 532.1033325195312 None None None +19 1991 0.20413540303707123 535.680908203125 532.1082763671875 None None None +19 1992 0.20413115620613098 535.6747436523438 532.1021118164062 None None None +19 1993 0.20415465533733368 535.6583862304688 532.0853271484375 None None None +19 1994 0.20417554676532745 535.6566162109375 532.0831909179688 None None None +19 1995 0.20415155589580536 535.6814575195312 532.1084594726562 None None None +19 1996 0.20413491129875183 535.7122802734375 532.1395874023438 None None None +19 1997 0.20414984226226807 535.7096557617188 532.13671875 None None None +19 1998 0.2041272073984146 535.7094116210938 532.1368408203125 None None None +19 1999 0.20409506559371948 535.7054443359375 532.1334228515625 None None None +19 2000 0.2040795534849167 535.6642456054688 532.092529296875 None None None +19 2001 0.20406010746955872 535.664306640625 532.0928955078125 None None None +19 2002 0.2040337324142456 535.646728515625 532.0758056640625 None None None +19 2003 0.20401009917259216 535.6491088867188 532.07861328125 None None None +19 2004 0.20400528609752655 535.6510620117188 532.0806884765625 None None None +19 2005 0.20399653911590576 535.6591796875 532.0889282226562 None None None +19 2006 0.20399262011051178 535.6674194335938 532.0972900390625 None None None +19 2007 0.20397883653640747 535.6713256835938 532.1013793945312 None None None +19 2008 0.20403659343719482 535.6365356445312 532.0656127929688 None None None +19 2009 0.2040761560201645 535.640869140625 532.0692749023438 None None None +19 2010 0.20405559241771698 535.6641845703125 532.0928955078125 None None None +19 2011 0.20405235886573792 535.6200561523438 532.0488891601562 None None None +19 2012 0.204079732298851 535.6322631835938 532.0606079101562 None None None +19 2013 0.20409497618675232 535.6317138671875 532.0597534179688 None None None +19 2014 0.20410844683647156 535.6334838867188 532.0613403320312 None None None +19 2015 0.20411385595798492 535.6450805664062 532.0728759765625 None None None +19 2016 0.2041379064321518 535.6669311523438 532.0941772460938 None None None +19 2017 0.20416931807994843 535.6768188476562 532.1035766601562 None None None +19 2018 0.20417603850364685 535.6408081054688 532.0673828125 None None None +19 2019 0.20418651401996613 535.6382446289062 532.0646362304688 None None None +19 2020 0.20417520403862 535.6400756835938 532.0667114257812 None None None +19 2021 0.204148069024086 535.6422119140625 532.0692749023438 None None None +19 2022 0.2041604220867157 535.6356811523438 532.0625610351562 None None None +19 2023 0.20415623486042023 535.6558227539062 532.0828247070312 None None None +19 2024 0.2041216641664505 535.6287231445312 532.0563354492188 None None None +19 2025 0.20415355265140533 535.6405029296875 532.0675659179688 None None None +19 2026 0.2041322886943817 535.617919921875 532.0453491210938 None None None +19 2027 0.20412296056747437 535.5914306640625 532.01904296875 None None None +19 2028 0.2041301429271698 535.6258544921875 532.0534057617188 None None None +19 2029 0.20414860546588898 535.6079711914062 532.03515625 None None None +19 2030 0.20413172245025635 535.6219482421875 532.0493774414062 None None None +19 2031 0.204127699136734 535.6281127929688 532.0557250976562 None None None +19 2032 0.20411735773086548 535.6148681640625 532.0426025390625 None None None +19 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mounts +2023-07-15 02:23:30.715834: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.788494: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:33.794730: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 02:23:33.857424: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:04:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 02:23:33.857497: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.890374: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:33.890522: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:33.907062: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:33.914647: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:33.945142: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:33.953870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:33.955595: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:33.958209: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:33.958610: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 02:23:33.959761: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 02:23:33.972874: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:04:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 02:23:33.972994: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:33.973059: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 02:23:33.973087: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 02:23:33.973114: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 02:23:33.973141: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 02:23:33.973167: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 02:23:33.973193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 02:23:33.973220: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 02:23:34.007542: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 02:23:34.009224: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 02:23:35.908565: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 02:23:35.908638: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 02:23:35.908656: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 02:23:35.925438: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:04:00.0, compute capability: 6.0) +2023-07-15 02:23:36.819278: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.bias_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..7394bf86a9a8d173a937309f6b50cdcca85c3b42 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/new_model_formats/bias_model_scaled diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet.params.json b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..ed4c225ca1a4e773902944a400c58bc21d594880 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "17.5", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/bias_model_scaled.h5", + "inputlen": "2114", + "outputlen": "1000", + "max_jitter": "500", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json", + "negative_sampling_ratio": "0.1" +} \ No newline at end of file diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_data_params.tsv b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..fbba7b8dab9d533f85fca9b72b92e7345aa260dd --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 21.0 +counts_sum_max_thresh 2220.0 +trainings_pts_post_thresh 175626 diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_formatting.stderr.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..477105d25f07a1050168bbd726fd9e0f6176daf5 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_formatting.stderr.txt @@ -0,0 +1,40 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2023-07-15 01:19:30.686261: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.815614: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.820856: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-15 01:19:33.853103: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:03:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.853202: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.884841: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.885064: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.899819: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.907898: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.931613: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.937911: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.939200: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.941013: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.941366: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2023-07-15 01:19:33.942358: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-15 01:19:33.943703: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:03:00.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0 +coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.89GiB deviceMemoryBandwidth: 681.88GiB/s +2023-07-15 01:19:33.943737: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:33.943768: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-15 01:19:33.943795: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-15 01:19:33.943820: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-15 01:19:33.943845: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-15 01:19:33.943871: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-15 01:19:33.943896: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-15 01:19:33.943922: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-15 01:19:33.944328: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-15 01:19:33.945689: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-15 01:19:35.815037: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-15 01:19:35.815132: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-15 01:19:35.815151: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-15 01:19:35.818263: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:03:00.0, compute capability: 6.0) +2023-07-15 01:19:38.156579: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them. +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a6648b2713f1c7cb921c5fcbbf125c3b79ece8d --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/new_model_formats/chrombpnet diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_model_params.tsv b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..0ed198da6408ce3da54c88918407657c744ea0a1 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 17.5 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..276ec4b6af0262a577f7bb2d44c699599b4ac0a9 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_no_bias_formatting.stderr.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/new_model_formats/chrombpnet_wo_bias diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..276ec4b6af0262a577f7bb2d44c699599b4ac0a9 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +singularity exec --nv /home/groups/akundaje/anusri/simg/tf-atlas_gcp-modeling.sif python get_new_tf_model_format.py -i /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4/new_model_formats/chrombpnet_wo_bias diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.epoch_loss.csv b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..8530ce008ea6e333f88bfc1c16c3c62e8e212b54 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.epoch_loss.csv @@ -0,0 +1,22 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,0.6348608136177063,599.4457397460938,610.5563354492188,0.3993130624294281,582.2062377929688,589.194580078125 +1,0.4177021384239197,573.79833984375,581.108154296875,0.3675310015678406,572.3939208984375,578.8255615234375 +2,0.3881829082965851,567.6378173828125,574.4309692382812,0.3611481189727783,572.3422241210938,578.6619262695312 +3,0.36345016956329346,563.72509765625,570.0851440429688,0.37127164006233215,571.4234619140625,577.9212646484375 +4,0.35118308663368225,561.083251953125,567.22900390625,0.3600485026836395,569.4418334960938,575.7427978515625 +5,0.33682599663734436,558.189453125,564.0841674804688,0.36423930525779724,570.6012573242188,576.975341796875 +6,0.3301800787448883,556.5671997070312,562.3447875976562,0.3150433599948883,568.8200073242188,574.333251953125 +7,0.3179807960987091,555.2655639648438,560.8304443359375,0.3173578679561615,567.8336181640625,573.386962890625 +8,0.3113987445831299,553.89453125,559.3434448242188,0.32718321681022644,570.9174194335938,576.6429443359375 +9,0.3030710816383362,552.447509765625,557.75146484375,0.30274704098701477,567.8449096679688,573.142822265625 +10,0.29712778329849243,552.0126342773438,557.211669921875,0.31015610694885254,566.8065185546875,572.2347412109375 +11,0.29234403371810913,550.823974609375,555.9398803710938,0.31271788477897644,566.3857421875,571.8587646484375 +12,0.28446537256240845,549.5042724609375,554.4825439453125,0.30172643065452576,567.4034423828125,572.6832885742188 +13,0.28039151430130005,549.4934692382812,554.4002685546875,0.30283522605895996,569.9833374023438,575.283203125 +14,0.27572906017303467,548.3071899414062,553.1318969726562,0.31056734919548035,570.1810302734375,575.6160888671875 +15,0.24537794291973114,542.1842651367188,546.478759765625,0.3125893175601959,564.0507202148438,569.5209350585938 +16,0.23295937478542328,538.5340576171875,542.6105346679688,0.3060218095779419,567.1461181640625,572.5010986328125 +17,0.22479261457920074,536.4354248046875,540.369140625,0.3086658716201782,569.1915283203125,574.5927124023438 +18,0.21961209177970886,534.746826171875,538.5908203125,0.3198670446872711,571.2476806640625,576.845703125 +19,0.20424804091453552,531.0191650390625,534.5936279296875,0.3177669644355774,569.7633056640625,575.3241577148438 +20,0.19971218705177307,529.1421508789062,532.6358032226562,0.31261518597602844,568.2512817382812,573.7217407226562 diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stderr.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..616f7bd89b88e7269c564e497a60a0ef93a20783 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stderr.txt @@ -0,0 +1,332 @@ +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +INFO: underlay of /etc/localtime required more than 50 (88) bind mounts +INFO: underlay of /usr/bin/nvidia-smi required more than 50 (355) bind mounts +2022-10-17 00:00:14.769579: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:23.372732: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:06:23.378193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 00:06:23.607480: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:06:23.607621: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:23.627343: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:23.627505: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:23.637719: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:06:23.642656: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:06:23.660484: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:06:23.666024: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:06:23.668193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:23.672801: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:06:23.673225: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 00:06:23.674344: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:06:23.676086: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:06:23.676134: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:23.676163: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:23.676180: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:23.676195: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:06:23.676209: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:06:23.676223: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:06:23.676236: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:06:23.676250: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:23.679038: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:06:23.680169: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:25.200857: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 00:06:25.201093: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 00:06:25.201108: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 00:06:25.206753: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +2022-10-17 00:06:26.773361: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 00:06:26.786159: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 00:06:26.950545: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:28.258374: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:28.265417: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:57.570717: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:59.281881: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:06:59.283432: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 00:06:59.409273: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:06:59.409484: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:59.412059: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:59.412138: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:59.413277: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:06:59.413569: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:06:59.415765: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:06:59.416323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:06:59.416661: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:59.418420: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:06:59.418729: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 00:06:59.418812: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 00:06:59.419648: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 00:06:59.419674: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:59.419695: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:06:59.419709: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:06:59.419723: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 00:06:59.419739: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 00:06:59.419753: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 00:06:59.419766: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 00:06:59.419780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:06:59.421305: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 00:06:59.421338: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 00:06:59.918580: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 00:06:59.918868: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 00:06:59.918880: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 00:06:59.921562: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +2022-10-17 00:12:14.260861: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 00:12:14.261352: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 00:12:15.648746: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 00:12:16.140540: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 00:12:16.158686: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 00:12:19.172400: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-17 02:25:52.355349: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:25:55.054704: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:25:55.056478: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:25:55.200752: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:25:55.201032: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:25:55.204175: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:25:55.204323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:25:55.205586: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:25:55.206000: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:25:55.208528: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:25:55.209201: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:25:55.209662: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:25:55.211579: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:25:55.211954: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:25:55.212048: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:25:55.213046: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:25:55.213088: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:25:55.213131: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:25:55.213150: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:25:55.213166: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:25:55.213183: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:25:55.213197: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:25:55.213211: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:25:55.213225: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:25:55.215029: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:25:55.215151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:25:55.713990: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:25:55.714166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:25:55.714181: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:25:55.717037: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +2022-10-17 02:27:46.323300: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:27:46.326041: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 02:27:46.410439: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:27:46.866867: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:27:46.869108: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/opt/conda/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: is not loaded, but a Lambda layer uses it. It may cause errors. + , UserWarning) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 02:29:55.249032: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:29:57.718643: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:29:57.720231: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:29:57.870282: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:29:57.870440: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:29:57.872690: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:29:57.872758: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:29:57.873733: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:29:57.874044: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:29:57.876710: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:29:57.877280: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:29:57.877602: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:29:57.879396: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:29:57.879717: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:29:57.879788: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:29:57.880655: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:29:57.880681: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:29:57.880702: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:29:57.880717: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:29:57.880730: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:29:57.880743: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:29:57.880756: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:29:57.880768: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:29:57.880780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:29:57.882355: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:29:57.882390: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:29:58.381832: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:29:58.382039: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:29:58.382053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:29:58.384775: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 02:31:19.342656: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:31:19.344728: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 02:31:19.398399: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:31:19.860981: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:31:19.862603: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 02:33:19.696057: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:33:22.164821: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:33:22.165889: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:33:22.313491: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:33:22.313657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:33:22.316380: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:33:22.316480: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:33:22.317674: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:33:22.318049: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:33:22.320515: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:33:22.321168: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:33:22.321599: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:33:22.323419: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:33:22.323766: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:33:22.323853: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:33:22.324706: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:33:22.324733: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:33:22.324789: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:33:22.324809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:33:22.324826: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:33:22.324842: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:33:22.324856: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:33:22.324870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:33:22.324884: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:33:22.326457: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:33:22.326497: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:33:22.819785: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:33:22.820017: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:33:22.820029: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:33:22.822710: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +2022-10-17 02:34:43.541431: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:34:43.543276: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 02:34:43.581780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:34:44.051898: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:34:44.053815: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:69: RuntimeWarning: invalid value encountered in true_divide + cur_jsd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),pred_probs[idx,:]) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/utils/metrics_utils.py:196: RuntimeWarning: invalid value encountered in true_divide + profile_prob = profile / np.sum(profile) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:78: RuntimeWarning: invalid value encountered in true_divide + shuffled_labels_prob=shuffled_labels/np.nansum(shuffled_labels) +/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/metrics.py:88: RuntimeWarning: invalid value encountered in true_divide + curr_jsd_rnd=jensenshannon(true_counts[idx,:]/np.nansum(true_counts[idx,:]),shuffled_labels_prob) +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +findfont: Font family ['normal'] not found. Falling back to DejaVu Sans. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument. +2022-10-17 02:35:47.418802: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:35:48.661579: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:35:48.663048: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:35:48.809127: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:35:48.809321: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:35:48.812205: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:35:48.812339: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:35:48.813473: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:35:48.813812: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:35:48.815927: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:35:48.816490: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:35:48.816811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:35:48.818478: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:35:48.818777: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:35:48.818846: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:35:48.819681: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:35:48.819708: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:35:48.819724: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:35:48.819738: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:35:48.819751: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:35:48.819763: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:35:48.819775: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:35:48.819787: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:35:48.819799: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:35:48.821375: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:35:48.821408: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:35:49.310295: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:35:49.310449: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:35:49.310463: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:35:49.313071: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-17 02:36:02.756131: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:36:02.756794: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 02:36:02.948005: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:36:03.470409: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:36:03.471980: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +mkdir: cannot create directory ‘/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombppnet_model_encsr880cub_bias_fold_4//footprints’: File exists +2022-10-17 02:37:45.132550: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:37:46.292400: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:37:46.293984: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-17 02:37:46.432448: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:37:46.432643: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:37:46.434930: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:37:46.435002: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:37:46.435979: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:37:46.436299: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:37:46.438313: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:37:46.438849: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:37:46.439169: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:37:46.440768: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:37:46.441072: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA +To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags. +2022-10-17 02:37:46.441185: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-17 02:37:46.442029: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:01:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.20GiB deviceMemoryBandwidth: 1.85TiB/s +2022-10-17 02:37:46.442058: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:37:46.442075: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:37:46.442088: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:37:46.442101: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-17 02:37:46.442113: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-17 02:37:46.442125: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-17 02:37:46.442136: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-17 02:37:46.442148: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-17 02:37:46.443648: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-17 02:37:46.443682: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-17 02:37:46.924315: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-17 02:37:46.924475: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-17 02:37:46.924488: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-17 02:37:46.927117: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 75700 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:01:00.0, compute capability: 8.0) +2022-10-17 02:38:00.760378: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-17 02:38:00.761068: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2794775000 Hz +2022-10-17 02:38:00.895788: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-17 02:38:01.417056: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-17 02:38:01.418892: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 diff --git a/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stdout.txt b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..fd1527941d95d84ecae96ff94bd4c8fbbbf5f183 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR484UAU/logfile.modelling.fold_4.ENCSR484UAU.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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